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It is not surprising that, the success of managing inventory can lead to the success of a firm’s operational performance. Although we have not talked about the inventory management models, we will first look at real inventory data to identify some of the important factors that affect a firm’s inventory performance.
The Excel file of Assignment 5 contains the quarterly information (Q1 to Q4) for more than 250 firms (mostly in the retailer and wholesaler industries, where inventory management is crucial to firms’ performance) in the fiscal year of 20102 .
Most of the variables are fairly straightforward, except the following ones whose definitions are shown below:
Account Payable = can be approximated to be the trade credit owed to the firm’s suppliers.
Inventory turnover = how fast a firm turns their inventory into sales = (cost of goods sold)/(this period and last period’s inventory average)
Gross Margin = (sales – cost of goods sold)/sales
Capital Intensity = (Gross fixed assets)/( Gross fixed assets + inventory)
Trade Credit Ratio = Account Payable/sales
You may use Excel and turn in the printout as well as the Excel file (by email). You still need to answer all questions asked in the problem by writing on your printout.
For the significance level, you can test for Alpha=1%, 5%, and 10%, respectively.
Two inventory performance measures can be used here: the inventory level (Column H) or the inventory turnover (Column L).
First, we investigate the variables that are correlated with the inventory level.
Hypothesis 1: The inventory level is positively correlated with the assets.
Hypothesis 2: The inventory level is positively correlated with the market value.
Hypothesis 3: The inventory level exhibits a seasonality pattern.
Hypothesis 4: The inventory level is generally higher in Q3 than Q1, Q2, and Q4, after controlling for the firm size measured by assets.
Hypothesis 5: The inventory level is positively correlated with the natural logarithm of (Account payable+1) after controlling for the firm size.
Hypothesis 6: The inventory level is positively correlated with Account payable after controlling for the firm size.
See COMPUSTAT for data source.
1. Build a regression model to test Hypothesis
1. Does the data support Hypothesis 1? Explain why.
2. Build a regression model to test Hypothesis
2. Does the data support Hypothesis 2? Explain why.
3. Build a regression model to jointly test Hypotheses 1 and 2. Does the data support both in this test? Explain why. Do you observe any issues?
4. Build a regression model to test Hypothesis
3. Does the data support Hypothesis 3? Explain why.
5. Build a regression model to test Hypothesis
4. Does the data support Hypothesis 4? Explain why. (Hint: you can “control” an independent variable simply by adding this variable into the regression model.)
6. Build models to test Hypotheses 5 and 6. Which model is better? Why?
Next, we investigate the variables that are correlated with the inventory turnover.
Hypothesis7: The inventory turnover is negatively correlated with the gross margin.
Hypothesis8: The inventory turnover is positively correlated with the capital intensity.
Hypothesis9: The inventory turnover is negatively correlated with the trade credit to sales ratio.
7. Build a model to jointly test Hypotheses 7-9, with and without controlling for the firm size measured by log(asset). Comment on the results and the insights you learn from the regression model.
Assignment5
Read the article “Apple turns over entire inventory every five days.”
1
It is not surprising that, the
success of managing inventory can lead to the success of a firm’s operational performance.
Although we have not talked about the inventory management models, we will first look at real
inventory data to identify some of the important factors that affect a firm’s inventory
performance.
The Excel file of Assignment 5 contains the quarterly information (Q1 to Q4) for more than 250
firms (mostly in the retailer and wholesaler industries, where inventory management is crucial to
firms’ performance) in the fiscal year of 2010
2
. Most of the variables are fairly straightforward,
except the following ones whose definitions are shown below:
Account Payable = can be approximated to be the trade credit owed to the
firm’s suppliers.
Inventory turnover = how fast a firm turns their inventory into sales
= (cost of goods sold)/(this period and last period’s
inventory average)
Gross Margin = (sales – cost of goods sold)/sales
Capital Intensity = (Gross fixed assets)/( Gross fixed assets + inventory)
Trade Credit Ratio = Account Payable/sales
You may use Excel and turn in the printout as well as the Excel file (by email). You still need to
answer all questions asked in the problem by writing on your printout. For the significance level,
you can test for =1%, 5%, and 10%, respectively.
Two inventory performance measures can be used here: the inventory level (Column H) or the
inventory turnover (Column L). First, we investigate the variables that are correlated with the
inventory level.
Hypothesis 1: The inventory level is positively correlated with the assets.
Hypothesis 2: The inventory level is positively correlated with the market value.
Hypothesis 3: The inventory level exhibits a seasonality pattern.
Hypothesis 4: The inventory level is generally higher in Q3 than Q1, Q2, and Q4, after
controlling for the firm size measured by assets.
Hypothesis 5: The inventory level is positively correlated with the natural logarithm of
(Account payable+1) after
controlling for the firm size.
Hypothesis 6: The inventory level is positively correlated with Account payable after
controlling for the firm size.
1
http://appleinsider.com/articles/12/05/31/apple_turns_over_entire_inventory_every_five_days
2
See COMPUSTAT for data source.
1. Build a regression model to test Hypothesis 1. Does the data support Hypothesis 1? Explain
why.
2. Build a regression model to test Hypothesis 2. Does the data support Hypothesis 2? Explain
why.
3. Build a regression model to jointly test Hypotheses 1 and 2. Does the data support both in
this test? Explain why. Do you observe any issues?
4. Build a regression model to test Hypothesis 3. Does the data support Hypothesis 3? Explain
why.
5. Build a regression model to test Hypothesis 4. Does the data support Hypothesis 4? Explain
why. (Hint: you can “control” an independent variable simply by adding this variable into the
regression model.)
6. Build models to test Hypotheses 5 and 6. Which model is better? Why?
Next, we investigate the variables that are correlated with the inventory turnover.
Hypothesis 7: The inventory turnover is negatively correlated with the gross margin.
Hypothesis 8: The inventory turnover is positively correlated with the capital intensity.
Hypothesis 9: The inventory turnover is negatively correlated with the trade credit to
sales ratio.
7. Build a model to jointly test Hypotheses 7-9, with and without controlling for the firm size
measured by log(asset). Comment on the results and the insights you learn from the
regression model.
>cleaned data
iscal 0
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524
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5.75 0.075 9.519 0 4202468
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0 1534 0 0 1438 0 4364 1049 %
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0 0 57
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0
83.4 42 51.9 20.2 103.5 35.9 52.5 61.5 19.7 43.5 2
32.9 18.79% 84 41.9 46.2 17.9 26.1 6817
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2519 1456 1633 2611264
2507 1610 545 5531 5533 1
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ON CORP
864 5.32% 2279 860 06508
934 5.58% 8.91% 991 6.57% 614
%
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0.972 0 9
0.661 25.11% 10.80% 0 0.752 7.29% 0 5.78 7.78% 8
8.17% 6
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1164 908 44.23% 2279 1050 2182 1054 977 846 8
23.64% 36.11% 22.71% %
.953
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86.6 02 43
17.48% 3214 1303 3099 1410 39.41% 3099 4267 1766 3099 1133 37.58% 29.10% 55.40% 9.5 3
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4876402
9.5 9.5 83
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5.05% 0 16.207 37.51 0 0 27.96 0 17.814 1488786
28.65% 28.65% 150 6134902
150 29.10% 150 3
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8948 8673 33.05% 6808 6901 8673 2836 6644 87
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27.38% 27.36% 31.43% 1
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5043 3131179
2347 7200 7253669
2476 4585 6.36% 39.88% 4188497
6.36% 7.38% 0 %
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9.73% 0 213
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527
42.86% 7.13 19.07% 888 137 1146 378 1281 359 28.02% 791 137 376 345 27.83% 892 137 1202 387 1280 286 223 16.02% 2302409
20.26% 05
5367573
345 5334578
29.53% 8
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1
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5.45% 4.08% 51.96% 5.51% 4.135 5
1
28.02% 360.3 3403812
3.969 30.87% 33.90% 30032425
8.99% 3
5.511 33.91% 84
47.84 25.37% 21.54% 2.34% 0 0.723 5.27% 0 1
62.86 5.12% 1.75% 0 0.923 41.07% 2
0 667941
2
17.67% 87.14% 24.56% 14.81% 79.07% 4
25.61% 4
27.75% 9
222.32 7.19% 14.01 0.064 8.713 21.58% 1.59 20.65% 13
14.07% 22.24% 23.46% 6699137
7
710472
57.01% 0363068
%
29.29% 29.28% 31.835 0 0964046
29.60% 41.7 23.53 22.74% 5.21 6.31% 6.362 5.619 6.80% 0 992567
54.129 7.742 8.25% 63.15% 31.38% 24.79% 84
29.05% 8.29% 13.66% 18.53% 16.62% 8.31% 0 0 39.75% 0 9
1893685
0 9.01% 344.2 55
7.01% 94
7.27% 51
30.29% %
30.39% 8.152 0.577 5.348 0.503 1.853 5.711 4.44 %
20.28% 4.97 0.6 0 0.31 1908839
%
1.404 0 0.8 1.702 0 1.726 0.33 0.675 1.61 0 0.366 5.445 229.1 1122 39.48% 229.1 31
24.33% 0 363.3 6
33.87% 0 1270.5 125.9 972
47.74% %
28.38% 45.30% 39.33% 64.62% 18.94% 2.804 4858175
18.89% 0 17.81 61.95% 0 66.1 22.888 0 23.5 45.33% 0 17.98% 35.80% 0 69.72% 24.47% 0 0 0 34.07% %
51.31% 52.23% 2.58 2.73% 4.008 1.505 3.605 31.38% 3.40% 0 0 31.34% 40.73% 0 0.482 1.046 0 8.326 28.16% 3.954 0 1.046 8.517 3.77 0 0.414 0.975 32.07% 8.277 8.181 17.75 7.251 3.117 5.619 3.753 79.24 0 42.69 0 0 35.57% 25 39.8 24.79% 7.399 3.149 30.02% 7.305 23.45% 22.5 21.48% 20 .7578
48.93% 17.5 15 4.61% 38.64% 920.6 43.82% 3489049
2.64 4.42 8.603 9
4.152 32.17% 14.72% 18.14 033564
3
9.85% 9.40% 46
41.81 5.32% 81.57 1.276 5.01% 1.864 6.59% 3.443 0979341
0 7.443 5.90% 0 0 64.62% 6.45% 76.772 0 0 0707079
23.54% 0 27.18% 0 21.58% 0 95.545 0958676
25.61% 28.38% 0 33
7
46.53% 0 0 522
14.75% 0 65.64% 2498 1754 4035 70.21% 1766 1345 2595 1681 4030 3036 18.85% 0 7526262
0 3
1035336
36.74% 0 34.12% 0 .907
0 5743457
35.55% 0 35.40% 0 0 05
9
39.53% 0 6.805 1.874 21.59% 0 7.675 0.14 1.82% 0 7
6.06% 0 1.926 23.51% 1782757
35.29% 36
%
34.66% 5245287
525 525 37.35% 19.17% 525 36.47% 525 6.36 0 30.51% 20.98% 0 18.94% 0 91.617 0 28.29% 0 0 21.21% 0 26.83 28.96% %
131.13 3
14.856 11.33% 0 23.32% 0 1
0 31.77% 28.70% 0 0 0 0 0914729
20.84% 0 58.24% 54
18
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259
8.97% 9.559 5.4 3.409 9.457 1.702 32.35% 18.82% 22.46% 782.3 530 3%
6
23.64% 30.05% 33.88% 5598 29.87% 2132 5638 13.87% 0 0 69.72% 0 499
20.04% 0 12.40% 15.17% 437977
14.89% 0 0 17.42% 0 32.93 30.89% 0 09
29.403 4
1.169 24.82 14.76% 12.19% 0.055 27.18% 34.66% 27.17% 23.42 13 41.52% 171.73 7180978
37.94% 6.97% 30.429 6.23% 30.429 6.77% 30.429 9.94% 6.36% 0 17
39.74% 0 2127998
36.79% 0 0 3584591
39.43% 605
30.88% 32.29% 4
019934
31.67% 8205557
31.46% 32.45% 2.097 0.04 1.012 2.144 0.092 0.054 0.019 1.012 0.08 0.097 1.008 0.02 1.009 5
9
18.00% 23.51% 24.37% 52.89 28.33% 22.94% 0.2 30.39% 2.959 45.71 130.3 0 2
0 1
56.37% 20 16.73 22.01% 30 9.66% 3120107
8.38% 54.32% 59.25% 82.904 53.59% 40.97% 47.32% 250 707.7 258.6 50.41% 855 250 20.94% 250 44.23% 21.25% 250 6021409
2.92% 3.19% 11.79% 2.92% 88526
3.02% 13.75% 29.50% 4.99 4.54 21.39 95.2 27.58% 2.666 25.58% 29.35% 1.131 1 5.096 1.65 29.70% 42.79% 1.171 0 1.776 34.07% 1.35 0 5.02 2.035 0.988 48.55% 0 4.977 0.871 35.59% 28.62% 50.41% 34.46% 0.793 14.42% 39.33% 14.13% 7.386 0 1.23 26.52% 0 1.316 1.186 0.596 9.83% 0.138 0.545 9.72% 25.14% 6
6
9.28% 0.582 0.526 1.361 0.936 0.44 0.3 3283582
0.217 0.551 1.187 1.006 0.248 45.87% 0.24 0.99 0.31 8
0.636 1.132 1.235 0.975 1.577 0.918 44.12% 58.21% 7.77% 4056158
8.84% 34.19% 9.27% 28.13% 165.22 7
8.12% 23.74% 23.02% 29.67% 29.16% 47.37% 35.23% 0.091 16.37% 0.047 34.43% 16.76% 0 81.22 17.60% 25.41% 7.23% 60.2 3.11% 8.93% 82.77 21.59% 367
39.04% 17.55% 13
19.853 14.36 9.64% 9.29% 50.76% 76.55 2466836
25.41% 30.31% 15.67% 4.22% 23.74% 20.97% 19.27% 9.25% 8.19% 1
17.63% 20.26% 16.64% 21.58% 27.49% 22.81% 1.735 4.167 6.91% 3.70% 19.28% 21.48 6.79% 3.79% 1.66 4.106 6.88% 3.39% 31.482 5.62% 16.50% 8.81% 15.94% 8579808
33.73% 8.02% 9
34.40% 49.17% 33.33% 27.45% 43.70% 6966841
5.65% 7.90% 5.56% 7.79% 5.55% 7.36% 5.71% 7.82% 46.48% 19.36% 23.26% 3344001
19.19% 19.28% 24.45 20.02% 48.93% 41.32 42.54% 13.5 61.15% 5611936
7.31% 107.3 95.416 7.50% 6.39% 8.46% 426 5.95% 24.24% 610 6.12% 4.633 2.152 11.37% 1.933 7.88 5.327 8.92% 13.17% 4.133 1.926 7.541 8.37% 370.2 26.345 18.71% 5.79% 49.61% 5.06% 17.87% 4.49% 46.61% 15
30.05% 36.49% 30.12% 18.94% 36.17% 31.56% 30.70% 43.82% 62.58% 39.78% 62.84% 36.12% 62.37% 30.29% 10.61% 17.00% 48.65% 9.68% 9.79% 878
0.157 5.004 1.04% 2.5 2.582 0.157 5.5 54.55% 0.94% 1.69% 3.971 3.19 6 0.025 0.84% 0.42% 0.695 3.19 0.298 2.59% 12042 131 1820 1436 3619 132 1940 26.48% 53.99% 164 2515 2099 45.49% 641 3202 2414 0.02 25.67 409
48.66% 14.36 2
28.54% 16.65 0.04 0.087 10.6 0 19.973 20.24 5.15 0 4.96 24.14% 0 8.52 9.45% 0 3.15 57
18.00% 61.64% 30.89% 133.059 32.56% 0 6.02 8.09% 0 20.97% 7.07% 0 37.51% 0 25.14 6.452 34.33% 12.67% 0 2
10.80% 0 0 0 50.73 %
8.16% 39.47% 6.48% 15.66% 39.43% 6.45% 1481609
3.54% 30.78% 3.09% 15.92% 31.22% 2.71% 15.42% 32.57% 3.24% 5.09 7.088 3.727 2.905 6.453 4.758 6
3.725 6.746 2.587 5.6 3.82 68.94% 13.384 0.022 1.55 2.067 6.392 1.534 14.973 8.07 0.019 1.279 1.742 9.278 31.22% 1.272 1.582 2.622 2.407 %
81.426 11.63% 1.96 13.5 0.265 0 0.181 0.548 0.066 0 0.175 0.065 1.255 0.197 0.086 4444444
0.274 1.5934 0.09 27.01% 9.091 0.012 2.749 6.059 43.04% 15.69% 0.007 3.06 39.60% 12.98% 3.001 0 34.64% 5.92% 0 23.76% 36.45% 0 35.18% 0 25.52% 5.63% 75.19 41.34% 73.96 37.08% 26.435 41.78% 1
43.65% 27.30% 49.72% 84
97.616 27.17% 102.694 5019753
60.79 7021384
0 0.302 0.013 0.69% 4.30% 0.458 7.421 0.35% 8.95% 0.465 0 0.002 0.69% 6.30% 0 0.442 0.001 0.497 0.23% 2.82% 15.12 1.647 0.9 2.544 1.039 35.26% 32.48% 40.84% 2.433 0.777 28.54% 31.94% 1.854 0.024 0.936 2.1513 1.028 29.75% 25.83% 38.95% 2.154 0.022 0.265 3.005 0.763 28.32% 0 31.536 0 34.95% 57.66% 0 60.61 0 66.913 41.07% 19.80% 46.54% 19.30% 19.46% 17.16% 40.37% 9.272 0.434 3.097 1.189 18.85% 9.28% 3.057 19.30% 0.851 3.19 27.78% 14.21% 22.41% 10.86 3.12 3.351 30.12% 52.85 49.17 54.38% 96.1 45.01 38.20% 45.121 36.22% 0 53.05% 41.14% 0 0 0 50.76% 34.07 9.214 1.219 9.3 75.17% 9.124 0 5.435 3.666 30.77% 0 6.895 4.919 40.69% 0 9.101 62.08% 35.609 0 13.381 27.74% 26.76% 8.329 9.04% 6.1 6.94% 9.18% 91.678 0 7.627 3.19% 19.86% 0 0.25 3.785 3.55% 0 0.217 3.839 0 0.191 9.67% 2.56% 95
22.61% 25.03% 32.43% 25.18% 27.31% 3.719 5.969 18.48% 4.232 7.872 35.29% 4.18 3.448 10.77 33.06% 4.092 13.78% 17.40% 814.7 517.2 441.9 16.69% 15.69% 152 16.37% 534.9 43.9 16.41% 4.34% 240.1 80.171 25.03% 35.40% 43.74% 24.14% 7188419
24.24% 33.31% 28.73% 33.75% 28.77% 249 24.47% 32.80% 27.84% 53.07% 37.51% 89.27% 52.47% 0 42.31% 0 40.14% 28.49% 0 39.02% 23.65% 0 12.27% 13.41 67.32 6.08% 9.48% 17.54% 18.01% %
2
46.91% 27.8 31.29 0 23.464 28.11% 30.37% 4 30.94% 39.05% 8 16.293 19.17% 25.912 37.57% 27.49% 9.28% 2.46% 76.89% 8.48% 2.72% 76.73% 8.24% 0.67% 7.06% 0 0 47.74% 20.58% 0 38.82% 44.25% 0 20.236 42.32% 50.98% 31.52% 33.56% 1.33 0.776 0 0.045 0.774 5.38% 2.466 41.85% 6.35% 0.302 0 0.569 0.64 6.26% 0 0.527 0.034 0.799 0.652 6.06% 33.95 29.42% 87
0 0.02 0.076 3.109 0.081 27.78% 0.076 0.151 37.36% 42.79% 9.62% 8.96% 11.59% 3
42.80% 69
5.84% 32.69% 5.94% 32.50% 5.92% 9.98% 5.87% 9.16% 38.80% 54.07 35.30% 38.14% 82.354 46.89 57.74 39.57% 6 4.5 91.51 3 112.556 84.091 35.30% 0 23.50% 23.81% 18.00% 29.85% 18.61 0 4.95 1.618 0 4.342 23.28% 0 7.797 1.572 4.82 13.56% 0 8.19 1.561 13.07% 30.73% 0 0 40.93% 0 0 51.69% 28.88% 11.86% 17.36% 12.05% 17.08% 1.243 4.24% 17.00% 13.98 4.61% 17.85% 1.406 2.85% 20.62% 3.51% 0.7 211.8 83.5 76.8 3.54% 6.33% 1355.6 0.7 245.4 81.9 91.1 3.51% 6.48% 0.7 85.2 105.4 3.64% 7.02% 0.8 84.7 1392 63.8 3.18% 4.58% 326.5 130 78.4 89.2 34.68% 12.91% 1269.1 89 63.1 21.64% 200.9 137.1 301.6 88.4 0 56.85% 61.914 0 36.63% 0 48.31% 0 0 64.3 39.90% 40.19% 33.79% 80.762 0 37.41% 45.68% 0 43.81% 0 39.49% 0 6.45% 46.40% 13.79% 8.60% 0.917 13.609 12.64% 8.77% 0.953 8.00% 51.15% 2.58% 9.55% 2.29% 2.54% 41.87% 0.053 0.933 1.726 9.158 2.834 30.95% 0.037 1.552 1.982 9.65 3.569 64.92% 3.679 0 1.912 0.013 1.862 3.826 48.40% 95.8 0 15.457 0.817 0.75% 0 24.792 0 0.00% 0 0 0.00% 0 1.189 1.01% 9.603 2.72 16.76% 9.217 3.295 1.798 9.06% 1.661 39.04% 16.43% 8.92% 5.382 2.073 16.01% 8.82% 2.67% 25.36% 16
1.99% 1.16% 0.06% 79.272 6.15% 15.64% 8.93% 8.85% 84.14 6.91% 82.94% 29.67% 42.10% 84.66% 30.37% 39.60% 83.59% 0.068 5.604 26.47% 27.49% 8.58% 16.59 6.95 7.72% 0 32.59% 13.75% 0 26.20% 28.13% 205.8 112.2 207 1.81% 77.2 681.2 997.7 213.3 851.9 123.8 133 193.5 2.70% 281.7 136.7 989.5 222.9 2.72% 18.707 46.88% 44.21% 41.26% 9 5.28% 16.79% 6.79 22.28 9.31% 55.64 7.481 19.41% 21.12% 8.48% 24.63% 1007 1012 531 956 993 450 21.92% 1042 1968 585 48.44% 1069 1038 2886 630 26.89% 21.83% 9.61 52.79% 10.42 119.13 43.66% 98.867 9.887 50.54% 28.15% 21.85% 30.11% 0.045 1.705 17.7 5.58% 0.038 27.17 12.7 5.43% 1.412 16.75 20.00% 4.00% 19.35 0.025 1.34 7.559 21.09% 3.91% 30.82% 27.559 9.565 761
11.72 7.88 30.47% 29.52% 18.045 26.60% 34.43% 34.5 0 0 14.92 53.188 38.25% 32.29% 18.06 48.1 33.14 39.35% 30.37% 32.17% 29.61% 0 31.46% 396.6 240 77.1 58.5 48.5 43.14% 240 78.3 56.3 54.9 41.83% 12.19% 50.3 426.5 88.6 59.5 491.5 74.5 40.18% 0 50.75 57.66% 5.80% 0 7.275 4.78% 72.542 0 175.8 48.02% 5.28% 0 6.659 55.25% 2.71% 14.46% 18.24% 9
79.66% 25.11% 42.60% 14.97% 16.66 8.67% 32.65% 9.37% 33.09% 10.54% 54.11 0 0 5.05% 2.50% 0.00% 0 0.583 0 5.51% 2.73% 0.00% 0 0.482 0 0.00% 0 0.756 81.33 0 5.65% 3.82% 0.00% 0 0 0 35.45% 0 36.72% 0 15.51% 0 35.45% 0 36.13% 17.13% 0 18.54% 69.168 0 9.655 30.49% 4.46% 0 8.234 4.467 43.88 5.55% 1.144 8.645 7.168 0.616 45.33% 1.10% 45.125 0.845 11.19 22.81% 1.48% 8.47% 15.312 7.30% 5.24% 13.20% 4.34% 7.981 0.038 6.95% 1.44% 5.78% 10.44 4.91% 14.01% 38.70% 45.64% 39.62% 44.23% 7.072 0 1.326 56.7 3.348 31.31% 22.02% 0 4.626 2.708 25.96% 17.27% 0 24.33% 0 4.617 3.53 16.78% 4.532 22.934 28.17% 4.254 44.44% 0 24.88% 0 59.24 26.533 23.43% 44.79% 34.61% 35.88% 0 1.626 2.74% 0 1.764 2.48% 0 20.23% 1.86% 90.8 0 43.577 0.578 21.56% 0.50% 1.7 0.56 0.574 0.603 1.236 1.143 34.17% 1.235 0.05 1.766 30.07% 35.27% 35.44% 0.32 1.041 34.459 97.282 33.90% 155.018 28.05 40.576 0 0.804 12.50% 2.70% 0 0.18 12.27% 42.16% 0.41% 0 1.272 10.36% 2.21% 53.267 0 1.445 2.42% 0 0 42.53% 0 84.59 36.64% 0 35.77% 0 0.075 4.231 7.99% 2.81% 31.88% 14.925 0 2.104 0.075 5.96% 3.44% 0 2.42 4.403 6.45% 2.89% 33.13% 0 0.076 5 9.69% 1.91% 31.83% 3.632 20.745 26.99% 27.09% 2.412 25.83% 1.942 66.763 21.56% 53.17% 7.057 74.06 0.773 6.783 46.72 22.16% 60.99% 0.761 6.756 0.748 36.57% 61.64% 26.03 0 0.333 7.738 5.49% 9.01% 28.10% 0 2.33 0.304 22.353 8.655 7.39% 11.54% 38.72% 7.539 0 2.507 2.38 7.73% 8.87% 0 1.688 4.196 8.87% 統計
1148 SS MS F 162390534188.887 0 1146 1147 標準誤 1135.3767494601 1603.5784251023 0 1.7047625649 1.7719997691 © 2008 Prentice-Hall, Inc. Regression Models © 2009 Prentice-Hall, Inc. 4 – * Learning Objectives © 2009 Prentice-Hall, Inc. 4 – * Learning Objectives © 2009 Prentice-Hall, Inc. 4 – * Chapter Outline © 2009 Prentice-Hall, Inc. 4 – * Chapter Outline © 2009 Prentice-Hall, Inc. 4 – * Introduction © 2009 Prentice-Hall, Inc. 4 – * Introduction Independent variable © 2009 Prentice-Hall, Inc. 4 – * Scatter Diagram © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction Figure 4.1 © 2009 Prentice-Hall, Inc. 4 – * Simple Linear Regression where © 2009 Prentice-Hall, Inc. 4 – * Simple Linear Regression True values for the slope and intercept are not known so they are estimated using sample data © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Measuring the Fit Regression models can be developed for any variables X and Y © 2009 Prentice-Hall, Inc. 4 – * Measuring the Fit Sum of the squares total © 2009 Prentice-Hall, Inc. 4 – * Measuring the Fit Table 4.3 ^ © 2009 Prentice-Hall, Inc. 4 – * Measuring the Fit Sum of the squares total © 2009 Prentice-Hall, Inc. 4 – * Measuring the Fit Figure 4.2 Y = 2 + 1.25X Y – Y Y – Y © 2009 Prentice-Hall, Inc. 4 – * Coefficient of Determination © 2009 Prentice-Hall, Inc. 4 – * Correlation Coefficient © 2009 Prentice-Hall, Inc. 4 – * Correlation Coefficient Figure 4.3 © 2009 Prentice-Hall, Inc. 4 – * Triple A Construction Figure 4.5 F = 7.71 © 2009 Prentice-Hall, Inc. 4 – * Analysis of Variance (ANOVA) Table © 2009 Prentice-Hall, Inc. 4 – * ANOVA for Triple A Construction © 2009 Prentice-Hall, Inc. 4 – * Multiple Regression Analysis Multiple regression models are extensions to the simple linear model and allow the creation of models with several independent variables © 2009 Prentice-Hall, Inc. 4 – * Multiple Regression Analysis To estimate these values, a sample is taken the following equation developed © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Evaluating Multiple Regression Models Evaluation is similar to simple linear regression models © 2009 Prentice-Hall, Inc. 4 – * Evaluating Multiple Regression Models To determine which independent variables are significant, tests are performed for each variable © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Binary or Dummy Variables Binary (or dummy or indicator) variables are special variables created for qualitative data © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty © 2009 Prentice-Hall, Inc. 4 – * Jenny Wilson Realty Model explains about 90% of the variation in selling price F-value indicates significance Low p-values indicate each variable is significant © 2009 Prentice-Hall, Inc. 4 – * Model Building The best model is a statistically significant model with a high r2 and few variables © 2009 Prentice-Hall, Inc. 4 – * Model Building As the number of variables increases, the adjusted r2 gets smaller unless the increase due to the new variable is large enough to offset the change in k © 2009 Prentice-Hall, Inc. 4 – * Model Building In general, if a new variable increases the adjusted r2, it should probably be included in the model © 2009 Prentice-Hall, Inc. 4 – * Nonlinear Regression © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Colonel Motors © 2009 Prentice-Hall, Inc. 4 – * Cautions and Pitfalls © 2009 Prentice-Hall, Inc. 4 – * Cautions and Pitfalls SST Adjusted of (mean) average of (mean) average $ or 5 calculated if
2
F
Year
Fiscal
QuarterCompany
NameAssets
Cost of Goods Sold
Long-Term Debt
Inventories
Gross fixed assets (including Property Plant and Equipment)
Sales
Market Value
Account Payable
Inventory turnover
Gross Margin
capital intensity
Trade Credit Ratio
2
0
1
AAR CORP
1
5
3
33
4
9
331.099
5
20
35
5.4
404.393
6
223
13
0.6
1
7.31%
40.60%
32.17%
20
10
1
55
379.795
33
0.63
52
4.5
8
36
9.3
454.858
974.4917
129.7
89
0.7
42
16.50%
41.32
28.53%
2010
1655.
991
3
79.24
33
0.2
5
23.464
420.67
458.035
10
84
559
200.656
0.723
359
17.20%
44.56%
43.81%
2010 4 AAR CORP
170
3.727
39
9.272
329.802
507.274
4
17.7
487.826
1049
18
5.09
0.774
30
18.15%
45.16%
37.94%
2010 1
ACETO CORP
203.318
5
8.181
54.333
4.18
70.609
164
22.63
1.0701
4300
17.60%
7.15%
32.05%
2010 2 ACETO CORP
215.045
58.656
69.776
4.086
7
0.9
130
34.432
0.9452336
25
17.28%
5.5
48.5
2010 3 ACETO CORP
226.394
82.812
69.408
7.055
99.347
153.0596
36.091
1.18
9964
16.64%
9.23%
3
6.33%
2010 4 ACETO CORP
231.851
89.
172
0.55
74.857
6.913
105.765
14
5.6
39.97
1.23
250
15.69%
8.45%
3
7.79%
2010 1
AMPAL-AMERICAN ISRAEL CORP
12
61.5
118.452
674.098
25.506
197.162
121.696
156.0
525
154.762
4.38
207
2.67%
88.55%
1
27.17
2010 2 AMPAL-AMERICAN ISRAEL CORP
121
7.88
117.309
641
29.473
192.23
11
9.65
88.6
150
4.2674111
934
1.96
86.71%
125.9
2010 3 AMPAL-AMERICAN ISRAEL CORP
137
1
20.2
76
1.7
4
0.3
24
8.329
123.216
89.8144
152
345
3.4421
860
2.42
86.01%
1
2
3.64%
2010 4 AMPAL-AMERICAN ISRAEL CORP
139
7.675
142.
888
586.887
34.81
19
6.36
139.468
129.6695
55.516
3.8002633014
-2.45%
84.94%
39.8
2010 1
ANDERSONS INC
120
9.5
654.748
287.851
37
4.893
307.88
721.998
616.936
8
5.15
1.6
7296
9.31%
45.09%
11.79%
2010 2 ANDERSONS INC
115
5.445
715.
545
281.7
237.994
313.496
81
0.99
60
0.56
76.922
2.33
131
11.77%
56.85%
9.48%
2010 3 ANDERSONS INC
136
2.5
6
45.71
2
64.3
432.448
316.878
706.825
698.497
131.13
1.926
8.65%
4
2.29%
18.55%
2010 4 ANDERSONS INC
1699.39
1062.203
2
76.8
647.189
319.515
115
3.969
67
0.14
2
74.5
1.9677039598
7.95%
33.05%
23.80%
2010 1
ARDEN GROUP INC -CL A
12
1.59
63.1
1.228
14.9
39.909
104.777
3
35.9
1
3.12
3.972504483
39.74%
72.80%
12.53%
2010 2 ARDEN GROUP INC -CL A
119.405
61.71
14.651
39.76
101.96
277.7571
12.281
4.1746718983
39.48%
73.07%
12.04%
2010 3 ARDEN GROUP INC -CL A
123.48
6
0.8
16.368
38.92
100.308
260.7825
12.499
3.92
133
3
9.37%
70.40%
1
2.46%
2010 4 ARDEN GROUP INC -CL A
1
27.8
66.534
18.176
38.247
11
0.02
12.7
3.852130616
39.53%
67.79%
11.63%
2010 1
ARROW ELECTRONICS INC
745
4.532
3697.433
1262.84
1476.648
466.466
423
5.3
3627.8328
2460.494
2.5727393926
1
2.70%
24.01%
5
8.09%
2010 2 ARROW ELECTRONICS INC
7988.01
4024.831
12
62.86
1805.779
475.81
4613.307
2633.21
3028.403
2.452350654
12.76%
20.85%
65.64%
2010 3 ARROW ELECTRONICS INC
8
708.8
4049.047
1627.501
2013.
711
496.522
4657.841
30
95.2
3072.831
2.
1202
13.07%
19.7
65.97%
2010 4 ARROW ELECTRONICS INC
9600.538
455
4.758
1761.203
1
908
505.54
5238.162
392
6.659
3644.988
2.32
13.05%
2
0.94%
6
9.59
2010 1
AVNET INC
6707.664
3839.651
957.279
156
7.742
306.308
435
392
8.326
229
3.149
2.57
7382
11.83%
16.34%
52.66%
2010 2 AVNET INC
7315.247
426
938.756
1698.349
302.291
48
34.5
456
3.057
2735.097
2.6130037406
11.74%
15.11%
5
6.57%
2010 3 AVNET INC
7157.
791
4159.042
9
37.51
1747.72
302.597
47
56.7
45
53.7
2534.605
2.
4137
12.57%
14.76%
53.28%
2010 4 AVNET INC
7
782.3
4553.465
1243.681
1812.766
30
2.58
521
3.82
3660.766
286
2.5577772248
12.67%
1
4.30%
54.9
2010 1
APPLIED INDUSTRIAL TECH INC
81
0.505
322.299
22
6.02
60.994
437.743
895.5547
78.876
1.34
26.37%
21.25%
1
8.02%
2010 2 APPLIED INDUSTRIAL TECH INC
8
2
6.1
329.348
201.872
59.845
4
46.2
934.7969
82.354
1.5393
6901
26.20%
22.87%
18.45%
2010 3 APPLIED INDUSTRIAL TECH INC
866.707
35
5.78
174.33
58.2
486.141
10
51.478
9
7.421
1.89145
7
249
26.81%
25.03%
2
0.04
2010 4 APPLIED INDUSTRIAL TECH INC
891.52
37
0.05
173.253
58.471
523.071
1072.9603
94.529
2.1292986136
2
9.25%
25.23%
1
8.07
2010 1
BEST BUY CO INC
17
956
7751
1093
6335
3982
10787
17747.6195
5860
1.311394975
28.14%
3
8.60%
54.32%
2010 2 BEST BUY CO INC
17362
8183
1088
6346
3915
1133
12648.9458
5573
1.2905922246
27.83%
38.15%
49.15%
2010 3 BEST BUY CO INC
22352
8657
1101
10064
3994
11890
16834.5422
9858
1.0550883608
2
7.19%
2
8.41
82.91%
2010 4 BEST BUY CO INC
17849
12042
5897
3823
16256
12657.1016
4894
1.50
892
2
5.92%
39.33%
30.11%
2010 1
OFFICEMAX INC
4031.724
1385.373
174
3.719
725.715
407.825
1917.254
1392
634.85
1.8093356171
27.74%
35.98%
3
3.11%
2010 2 OFFICEMAX INC
39
95.7
1199.916
17
42.69
762.11
3
95.8
1653.174
11
10.28
621.343
1.61
27.42%
34.18%
37.58%
2010 3 OFFICEMAX INC
4079.308
1318.296
174
1.33
764.047
395.69
1813.366
1112.9903
639.479
1.727602075
2
7.30%
34.12%
35.26%
2010 4 OFFICEMAX INC
4078.929
1295.834
1740.435
846
397.289
1766
1505.5266
686.106
1.6092219235
26.63
31.94%
3
8.85%
2010 1
CACHE INC
105.4
31.835
1.03
19.306
30.005
48.55
70.3682
10.459
1.773290628
3
4.43%
60.85%
21.54%
2010 2 CACHE INC
103.027
31.642
20.408
28.204
56.575
72.5393
7.547
1.5934
44.07%
58.02%
13.34%
2010 3 CACHE INC
98.228
29.622
0.476
19.2
26.83
45.524
65.2443
8.949
1.4941363396
34.93%
5
8.24%
1
9.66%
2010 4 CACHE INC
85.99
34.563
0.31
15.78
24.753
55.87
56.0328
8.273
1.9732244805
38.14%
61.06%
14.81%
2010 1
CARDINAL HEALTH INC
20434.7
23805.6
2
103.5
6861.9
1438
24780.7
9715
10047.1
3.3990033839
3.93%
17.33%
40.54%
2010 2 CARDINAL HEALTH INC
20821.5
23902.5
2099
7961
1423.2
24919.7
1164
1054
3.2
2507
4.08%
15.17%
42.31%
2010 3 CARDINAL HEALTH INC
21270.2
23264.1
1875.6
7214.9
1406.1
24342.8
1303
10766.6
3.0
6592
1
6.31%
44.23%
2010 4 CARDINAL HEALTH INC
19990.2
23495.5
18
96.1
6355.9
1468.8
24459.6
11978.604
9494.9
3.4626551124
3.94%
1
8.77%
3
8.82%
2010 1
CASEYS GENERAL STORES INC
1446.451
11
28.05
109.853
123.274
103
0.517
1362.027
1447.686
164.065
9.0889797563
17.18%
89.32%
12.05%
2010 2 CASEYS GENERAL STORES INC
1503.503
1122
679.159
122.348
1075.364
134
9.519
1572.6193
17
4.232
9.137
1456
16.85%
89.78%
12.91%
2010 3 CASEYS GENERAL STORES INC
1534
117
1.66
678.
864
134.721
1171.586
1374.199
1612.538
159.2
9.1155915338
14.74%
8
9.69%
11.59%
2010 4 CASEYS GENERAL STORES INC
1
610
1332.307
678.68
121
7.305
1549.495
148
1.852
215.675
9.0657489598
14.02%
88.4
13.92%
2010 1
CASTLE (A M) & CO
565.27
197.947
65.903
161.413
81.33
222.9
299.5189
88.452
1.1911135983
11.23%
3
3.51%
3
9.67%
2010 2 CASTLE (A M) & CO
569.074
208.691
67.062
168.535
78.871
240
132
318.8588
96.257
1.264
993
1
3.09%
31.88%
4
0.09
2010 3 CASTLE (A M) & CO
569.89
21
2.834
68.437
161.78
77.616
244.938
304.1405
89.2
1.
2886
13.11%
32.42%
36.44%
2010 4 CASTLE (A M) & CO
529.352
204.7
6
1.127
13
0.917
76.715
235.64
423.1723
7
1.764
1.3987160784
13.13%
3
6.95
30.45%
2010 1
CATO CORP -CL A
49
1.98
149.86
106.71
101.469
261.963
702.715
86.267
1.3300907969
42.79%
48.74%
32.9
2010 2 CATO CORP -CL A
493.573
14
1.404
100.869
234.701
686.2944
79.802
1.39
7065
39.75%
51.31%
3
4.00%
2010 3 CATO CORP -CL A
504.796
12
7.13
120.557
100.367
20
0.975
780.
3808
87.22
1.1756
8673
36.74%
4
5.43%
4
3.40%
2010 4 CATO CORP -CL A
522.092
144.861
132.02
99.773
22
7.046
72
1.028
105.526
1.1470640636
36.20%
43.04%
4
6.48%
2010 1
COAST DISTRIBUTION SYSTE
MS
18.99
1
2.804
25.247
2.069
24.102
18.6465
4.99
0.7874440206
21.21%
7.57%
20.71%
2010 2 COAST DISTRIBUTION SYSTEMS 54.9
27.728
13.275
29.776
1.976
34.647
17.9
6.805
1.007869
4364
1
9.97%
6.22%
1
9.64%
2010 3 COAST DISTRIBUTION SYSTEMS
49.549
26.193
9.441
27.173
32.245
16.5871
4.41
0.9198756782
6.38%
1
3.70%
2010 4 COAST DISTRIBUTION SYSTEMS
47.782
15.321
10.113
25.912
1.707
17.606
18.0342
3.375
0.577
12.98%
6.18%
19.17%
2010 1
CCOM GROUP INC
2
4.96
11.46
2.195
11.987
1.235
15.898
1.3965
7.179
0.972
1633
27.92%
9.34%
2010 2 CCOM GROUP INC
26.395
2.263
11.175
1.237
21.501
1.0241
6.748
1.3625766341
26.61%
31.38%
2010 3 CCOM GROUP INC
26.423
15.979
1.194
11.763
1.154
22.003
1.2978
7.721
1.393233935
2
7.38%
8.93%
35.09%
2010 4 CCOM GROUP INC
24.318
14.833
1.886
10.781
20.654
1.9551
6.514
1.3159155429
28.18%
9.46%
31.54%
2010 1
COMMERCIAL METALS
3619
1250.8
11
77.2
663.208
1381.063
1402.258
1792.8204
32
5.604
1.864
10.80%
67.56%
23.22%
2010 2 COMMERCIAL METALS
3534.848
1269.1
1187.476
662.663
1319.783
1322.443
1871.5844
379.562
1.9144366232
4.03%
66.57%
28.70%
2010 3 COMMERCIAL METALS
3564.5
1605.233
1
175.8
652.992
1253.092
1765.154
1779.5109
507.196
2.4402035488
9.06%
65.74%
28.73%
2010 4 COMMERCIAL METALS
3706.153
1616.95
11
97.282
674.68
1232.268
1816.247
148
8.511
504.388
2.4357672678
10.97%
64.62%
2
7.77%
2010 1
PIZZA INN HOLDINGS INC
7.709
0.64
1.35
2.21
13.
4
585
1.742
6.2351648352
14.89%
61.92%
17.42%
2010 2 PIZZA INN HOLDINGS INC 8.41
8.799
0.659
1.686
2.214
10.411
12.8176
5.7793103448
15.48%
5
6.77%
19.02%
2010 3 PIZZA INN HOLDINGS INC
8.722
8.593
0.22
1.563
2.139
1
0.179
16.4226
1.706
5.
2896
1
5.58%
5
7.78%
16.76%
2010 4 PIZZA INN HOLDINGS INC
8.458
8.713
1.489
2.167
1
4.82
1.783
5.70969
855
1
5.24%
5
9.27%
17.34%
2010 1
TARGET CORP
43323
1069
14794
25212
15593
4202
1.243
6150
1.4821181037
31.43%
77.67%
39.44%
2010 2 TARGET CORP
43655
1050
15737
7728
25401
1
5
531
37083.832
6228
1.
4030
32.35%
76.67%
40.10%
2010 3 TARGET CORP
44949
10761
15680
9550
25590
15605
36768.326
7761
1.245
630
3
1.04%
7
2.82%
4
9.73%
2010 4 TARGET CORP
43
705
14625
15607
7596
25493
20661
386
4035
6625
1.705
29.21%
77.04%
32.07%
2010 1
ALLIANCE ONE INTL INC
2193.086
403.844
765.684
1044.406
198.24
490.956
3
18.06
123.631
0.4322531927
17.74%
1
5.95%
25.18%
2010 2 ALLIANCE ONE INTL INC
2076.493
482.849
742.468
100
8.277
214.206
5
59.24
361.3986
60.477
0.4704564709
13.66%
17.5
10.81%
2010 3 ALLIANCE ONE INTL INC
18
56.3
454.662
762.617
819.983
22
5.711
52
2.144
369.2404
69.969
0.497
1
2.92%
21.58%
13.40%
2010 4 ALLIANCE ONE INTL INC
1808.33
447.18
884.371
800.365
23
7.088
521.713
35
0.08
86.103
0.551
14.29%
2
2.85%
2010 1
DILLARDS INC -CL A
4647.043
914.261
969.132
1453.551
2717.
977
1475.991
1924.884
793.393
0.6638956573
38.06%
65.16%
5
3.75%
2010 2 DILLARDS INC -CL A
4413.68
930.436
956.353
1328.228
2697.691
141
4.254
152
9.091
701.695
0.6689503372
34.21%
6
7.01%
4
9.62%
2010 3 DILLARDS INC -CL A
4712.091
857.474
909.625
1708.504
2649.718
1367.356
1585.0383
1049.231
0.5647347214
3
7.29%
60.80%
76.73%
2010 4 DILLARDS INC -CL A
4
374.16
1273.892
908.629
1290.147
2595
1958.06
2382.2864
491.5
0.8496433896
34.94%
6
6.80%
25.10%
2010 1
DOLLAR GENERAL CORP
8977.076
2048.306
339
9.887
1604.754
1360.868
3111.314
9742.2272
789.274
1.3111961213
34.17%
45.89%
25.37%
2010 2 DOLLAR GENERAL CORP
9179.474
2115.272
3350.807
1738.439
1377.63
3214
99
51.1
9
41.7
1.2654202136
34.19%
44.21%
29.30%
2010 3 DOLLAR GENERAL CORP
9349.574
21
49.17
3286.907
188
5.75
1414.7
32
23.42
9615.4
962
971.538
1.186
33.33%
42.86%
30.14%
2010 4 DOLLAR GENERAL CORP
9546.222
229
0.763
3287.07
1765.433
1524.575
3486.104
9497.3097
953.641
1.2548048771
34.29%
46.34%
2
7.36%
2010 1
ASCENA RETAIL GROUP INC
1145.044
240.292
25.708
181.136
278.803
404.089
1099.3353
112.97
1.2811644429
40.53%
60.62%
27.96
2010 2 ASCENA RETAIL GROUP INC
1638.386
361.617
25.351
242.458
482.175
594.12
1726.6355
126.293
1.7073754586
39.13%
66.54%
21.26%
2010 3 ASCENA RETAIL GROUP INC
162
3.77
373.874
24.985
263.985
479.636
665.497
2210.4814
152.201
1.4764702049
4
3.82%
64.50%
2010 4 ASCENA RETAIL GROUP INC
16
54.11
419.484
2
4.617
32
0.345
478.086
7
10.86
1939.9133
178.722
1.4357777283
40.99%
5
9.88%
25.14
2010 1
ALCO STORES INC
191.435
7
4.97
32.819
137.892
31.46
108.094
64.7238
2
6.452
0.5388925025
30.64%
1
8.58%
24.47%
2010 2 ALCO STORES INC
199.352
76.99
38.161
14
0.274
37.229
113.051
54.129
29.979
0.553
5543
31.90%
20.97%
26.52%
2010 3 ALCO STORES INC
239.258
72.057
62.606
177.335
37.364
105.23
49.6002
46.011
0.4537465878
31.52%
17.40%
43.72%
2010 4 ALCO STORES INC
212.711
96.311
56.955
151.079
4
0.091
136.197
51.0218
2
5.969
0.5
8652
2
9.29%
19.07%
2010 1
EDUCATIONAL DEVELOPMENT CORP
18.14
0.074
10.3
2.115
6.296
23.1144
1.541
0.2149640954
6
3.15
17.04%
2
4.48%
2010 2 EDUCATIONAL DEVELOPMENT CORP
18.896
2.364
0.075
10.165
2.089
22.1559
2.294
0.2310285854
58.89%
17.05%
39.90%
2010 3 EDUCATIONAL DEVELOPMENT CORP
20.591
3.478
2.068
9.
485
23.8435
2.801
0.3533834586
63.33%
17.85%
29.53%
2010 4 EDUCATIONAL DEVELOPMENT CORP
18.705
2.123
10.01
2.042
5.713
25.389
2.408
0.217
62.84%
1
6.94%
42.15%
2010 1
FAMILY DOLLAR STORES
27
60.61
1164.684
102
7.514
1050.841
1822.906
4221.7907
501.03
1.152404
5533
36.11%
50.56%
27.49%
2010 2 FAMILY DOLLAR STORES
2850.663
1349.399
935.305
1053.622
2090.23
4463.3491
584.944
1.3749601976
35.44%
52.97%
27.98%
2010 3 FAMILY DOLLAR STORES
2801.616
1266.761
986.061
1064.537
1996.989
5424.9791
539.658
1.3186045761
36.57%
51.9
2
7.02%
2010 4 FAMILY DOLLAR STORES
2982.057
1278.127
10
28.022
1111.966
1956.846
5582.0839
676.975
1.2691899986
34.68%
51.96%
34.60%
2010 1
MACY’S INC
20636
3
378
7503
4921
9294
5574
979
2.72
0.7084731544
3
9.40%
6
5.38%
7
4.22%
2010 2 MACY’S INC
20438
7493
4633
9070
5537
7874.03
0.6728072012
41.9
66.1
68.77%
2010 3 MACY’S INC
21682
3377
6982
6
530
8915
5623
10012.41
0.605
3
9.94%
5
7.72%
98.58%
2010 4 MACY’S INC
20631
4855
6971
4758
8813
8269
9800.3442
1980
0.860205528
41.29%
64.94%
23.94%
2010 1
FOSTER (LB) CO
325.058
67.769
13.152
105.934
36.835
82.002
294.2158
53.265
0.661
17.36%
2
5.80%
64.96%
2010 2 FOSTER (LB) CO
340.162
97.051
3.047
94.164
36.226
119.504
265.5763
40.111
0.970034683
18.79%
27.78%
33.56%
2010 3 FOSTER (LB) CO
35
4.133
103.3
2.702
94.688
35.453
125.561
296.5192
43.5
1.0947090844
17.67%
27.24%
2010 4 FOSTER (LB) CO
378.716
125.034
2.399
90.367
46.336
147.9
420.7404
45.533
1.351317176
1
5.51%
33.90%
30.77%
2010 1
GAP INC
7945
1762
2585
3329
16494.91
1052
1.1703752906
4
7.07%
62.76%
31.60%
2010 2 GAP INC
7308
1837
1632
2565
3317
11409.3
1141
1.1604548326
44.62%
61.12%
34.40%
2010 3 GAP INC 7728
1989
2160
2587
3654
11710.16
1.0490506329
45.57%
54.50%
39.35%
2010 4 GAP INC 7065
2539
1620
2563
11330.76
1.3433862434
4
1.82
61.27%
24.04%
2010 1
GENUINE PARTS CO
5168.762
1841.64
500
2211.457
477.269
2602.115
6707.3741
1185.177
0.83
2279
29.23%
17.75
4
5.55%
2010 2 GENUINE PARTS CO
5219.36
2024.876
2164.548
469.15
2847.186
6217.8329
12
86.6
0.9254
450
28.88%
17.81
45.19%
2010 3 GENUINE PARTS CO
5413.77
2097.529
2182
47
8.436
2950.56
7024.4857
1371.718
0.9650553571
2
8.91%
17.98%
46.49%
2010 4 GENUINE PARTS CO
5465.044
1990.6
2224.717
484.13
2807.728
8093.0322
1374.93
0.9033543372
29.10%
17.87%
4
8.97%
2010 1
GRAINGER (W W) INC
38
10.77
930.763
425
8
52.5
939.438
1672.354
7881.5155
314.039
1.0684915624
4
4.34%
52.43%
18.78%
2010 2 GRAINGER (W W) INC
3731.928
1000.558
412.711
867.303
934.655
1783.696
7056.972
347.505
1.1635585967
43.9
51.87%
19.48%
2010 3 GRAINGER (W W) INC
3789.237
1072.366
427.495
93
5.21
942.354
1899.412
8225.8557
402.568
1.189
4
3.54%
50.19%
21.19%
2010 4 GRAINGER (W W) INC
3904.377
102
3.109
42
0.44
99
1.577
963.672
1826.696
9581.7956
344.2
1.0619795765
43.99%
49.29%
18.85%
2010 1
HAVERTY FURNITURE
36
4.42
70.466
6.718
93.651
172.62
156.25
353.2903
16.501
0.753
54.90%
64.83%
10.56%
2010 2 HAVERTY FURNITURE
367.701
66.577
6.609
89.002
170.608
145.259
268.5324
18.007
0.7289997974
54.17%
65.72%
12.40%
2010 3 HAVERTY FURNITURE 374.16
72.398
8.727
88.184
172.547
157.305
238.7869
21.179
0.817
53.98%
66.18%
13.46%
2010 4 HAVERTY FURNITURE
370.2
7
5.264
8.574
91.938
17
5.511
162.234
2
83.4
18.088
0.835700
2476
53.61%
6
5.62%
11.15%
2010 1
HAWKINS INC
161.645
54.494
25.844
48.488
74.665
2
46.89
15.108
2.3104873757
65.23%
2
0.23%
2010 2 HAWKINS INC
170.983
5
0.955
24.771
48.943
7
0.399
363.3
1
4.167
2.013434
7525
27.62%
66.40%
20.12%
2010 3 HAWKINS INC
171.73
55.213
24.414
49.682
70.62
455.4996
14.513
2.2451153807
21.82%
67.05%
20.55%
2010 4 HAWKINS INC
185.005
67.629
2
9.217
62.395
81.9
423.4116
23.35
2.5220115232
17.48%
68.11%
28.49%
2010 1
HOME DEPOT INC
43619
11069
7676
1147
25404
16863
59397.78
7051
1.0217381271
34.36%
68.88%
41.81
2010 2 HOME DEPOT INC
42535
12828
7727
10759
2519
19410
47497.66
5919
1.1537008724
3
3.91%
70.07%
30.49%
2010 3 HOME DEPOT INC
41741
10913
8752
10993
25050
16598
50737.8
5714
1.003401986
34.25%
69.50%
34.43%
2010 4 HOME DEPOT INC
40125
9883
8707
10625
25060
15126
59677.71
4717
0.9143306504
34.66%
70.23%
31.18%
2010 1
HUTTIG BUILDING PRODUCTS INC
146.9
1
9.533
1.7195876289
19.42%
28.02%
34.69%
2010 2 HUTTIG BUILDING PRODUCTS INC
164.1
108.2
133.9
31.2147
1.9082892416
19.19%
24.26%
32.49%
2010 3 HUTTIG BUILDING PRODUCTS INC 147.9 103.3 51.1 53.7 19.2
127.2
2
0.563
1.7934027778
26.34%
25.86%
2010 4 HUTTIG BUILDING PRODUCTS INC
126.1
103.1
21.6713
1.68
1681
18.53%
27.93%
2
5.32%
2010 1
ANIXTER INTL INC
26
78.4
974.3
943.1
85.2
1272.6
1588.1213
602.2
1.046
2
3.44%
8.29%
47.32%
2010 2 ANIXTER INTL INC
2778.4
9
75.2
686.6
957.6
84.6
1270.5
1447.9314
663.6
1.026
1482
2
3.24%
8.12%
52.23%
2010 3 ANIXTER INTL INC
2827.1
1027.3
650.7
981.2
85.4
1344.9
1841.7069
675.1
1.0597276666
23.62%
8.01%
50.20%
2010 4 ANIXTER INTL INC
2933.3
1056.3
688.8
1002
1386.5
2050.1128
648.7
1.0648722214
23.82%
4
6.79
2010 1
SEARS HOLDINGS CORP
25417
7216
1391
9316
7591
10046
13897.155
3734
0.8008434604
2
8.17%
44.90%
37.17%
2010 2 SEARS HOLDINGS CORP
24833
7635
9430
7485
10458
7859.7
3673
0.8145737757
26.99%
44.25%
3
5.12%
2010 3 SEARS HOLDINGS CORP
26045
7121
2570
11226
7448
9678
7917.8
4616
0.6
8948
26.42%
39.88%
47.70%
2010 4 SEARS HOLDINGS CORP
24268
9476
2663
9123
7365
13144
8215.33
3101
0.9313479778
27.91%
44.67%
23.5
2010 1
KAMAN CORP
784.41
199.539
81.75
301.6
81.22
2
76.772
647.5839
83.64
0.6799355976
2
7.90%
30.22%
2010 2 KAMAN CORP
836.319
228.848
306.765
83.481
317.087
573.8149
95.31
0.752
21.39
3
0.06%
2010 3 KAMAN CORP
860.111
257.972
100.55
308.016
86.917
3
59.5
680.9358
101.25
0.8392321819
2
8.25%
22.01%
2
8.16%
2010 4 KAMAN CORP
895.757
251.863
140.443
316.899
89.719
365.109
756.5758
95.416
0.8060712257
31.02%
22.06%
26.13%
2010 1
KROGER CO
22881
19155
6997
4772
13976
24738
1
4227
3963
3.9600992351
22.5
74.55%
16.02%
2010 2 KROGER CO
23276
14551
7277
4650
14003
18760
13428.12
3851
3.0887285077
22.44%
75.07%
20.53%
2010 3 KROGER CO
23755
14550
7261
5256
1410
18667
13904
4179
2.9
376
22.05%
72.85%
22.39%
2010 4 KROGER CO
23505
15548
7304
4966
14147
19885
13268
3.0420661319
2
1.81%
74.02%
2010 1
LIMITED BRANDS INC
1140.278
2523
1098
1677
19
31.536
8
707.7
1.0681761124
40.97%
60.43%
25.11%
2010 2 LIMITED BRANDS INC
6722
1368.023
2532
1083
1641
2242.5
8281.72
1.2544915177
39.00%
6
0.24
24.93%
2010 3 LIMITED BRANDS INC
6891
1172.08
1983.371
9434.19
687
0.923
40.90%
52.87%
34.64%
2010 4 LIMITED BRANDS INC
6451
1908.108
1032
3455.86
9386.04
1.5338488746
44.79%
60.94%
15.77%
2010 1
LOWE’S COMPANIES INC
37414
8030
9899
22379
12388
39134.16
7062
0.8849459996
35.18%
69.33%
57.01%
2010 2 LOWE’S COMPANIES INC
34633
9354
8653
22274
1436
29513.02
4888
1.008
34.87%
72.02%
34.04%
2010 3 LOWE’S COMPANIES INC
34341
5539
8543
22180
11586
29747.96
4959
0.8752035357
3
5.05%
72.19%
42.80%
2010 4 LOWE’S COMPANIES INC
33699
6754
6537
8321
22089
10480
33579.2
4351
0.8009962049
35.55%
7
2.64
41.52%
2010 1
MCKE
SS
27399
25989
2278
9429
27450
17528.76
13296
2.7545310016
8.39%
48.44%
2010 2 MCKESSON CORP
26792
25978
8763
27534
15630.34
12834
2.8
5598
5.65%
8.94%
46.61%
2010 3 MCKESSON CORP
30396
26672
2305
9547
28247
17876.52
13581
2.9133806663
4
8.08%
2010 4 MCKESSON CORP
30886
26958
3587
9225
28853
19
920.6
14090
2.8721500107
9.70%
48.83%
2010 1
CVS CAREMARK CORP
61284
18656
8454
10275
8044
23760
50123.76
4043
1.809
6808
21.48
17.02%
2010 2 CVS CAREMARK CORP
61524
18346
9454
1038
8248
23718
39757.92
3867
1.7756484708
22.65%
44.26%
1
6.30%
2010 3 CVS CAREMARK CORP
61713
18326
10585
8356
23711
42736.26
4162
1.
7474
2
2.71%
44.12%
17.55%
2010 4 CVS CAREMARK CORP
62169
18762
10695
8322
24589
473
91.51
4026
1.7633458647
23.70%
43.76%
16.37%
2010 1
ENVIROSTAR INC
10.37
2.758
3.06
0.205
3.628
7.3154
0.9090309822
23.98%
6.27%
26.79%
2010 2 ENVIROSTAR INC 9.533
4.585
2.363
0.18
6.122
8.2291
1.6893883567
7.41%
2010 3 ENVIROSTAR INC 9.59
2.905
2.303
0.181
4.095
8.5111
1.2451778826
29.06%
18.36%
2010 4 ENVIROSTAR INC
9.731
4.346
1.823
0.175
7.9484
0.813
2.1066408143
24.81%
8.76%
14.07%
2010 1
NASH FINCH CO
1026.01
1087.873
306.384
325.036
211.39
1179.693
422.4085
247.695
3.5639981064
39.41%
21.00%
2010 2 NASH FINCH CO
1003.456
10
60.2
290.58
312.935
21
1.143
1154.617
423.3449
234.103
3.3239128424
40.29%
20.28%
2010 3 NASH FINCH CO
1092.14
1388.926
318.771
341.405
238.742
1510.881
517.6267
2
81.57
4.24527
3099
41.15%
18.64%
2010 4 NASH FINCH CO
105
0.675
1054.112
311.186
3
33.14
24
0.066
1146
514.7111
230.082
3.1253737671
41.88%
20.06%
2010 1
NEWPARK RESOURCES
605.788
126.807
1
10.6
105.359
22
0.298
1
60.79
467.145
61.613
1.1483332881
21.14%
67.65%
38.32%
2010 2 NEWPARK RESOURCES
643.458
138.712
104.588
116.47
215.336
181.352
543.7861
76.183
1.2506209738
23.51%
64.90%
42.01%
2010 3 NEWPARK RESOURCES
633.783
138.14
86.549
117.629
21
2.38
17
9.278
759.3936
68.584
1.1801844519
22.95%
64.36%
38.26%
2010 4 NEWPARK RESOURCES
737.342
146.251
172.987
123.028
212.655
194.526
556.7162
66.316
1.2154310907
24.82
63.35%
34.09%
2010 1
NORDSTROM INC
6956
2756
1067
2262
2087
9047.137
1.1847328244
67.95%
43.51%
2010 2 NORDSTROM INC 7296 1482
2794
1055
2515
7449.4
1.396795476
41.07%
68.36%
4
1.75%
2010 3 NORDSTROM INC 7382
1249
2806
1307
2300
8418.286
1.0575783235
42.76%
63.76%
48.30%
2010 4 NORDSTROM INC
7462
1675
2775
2318
2916
8977.24
1.46672
5043
4
2.56%
7
0.35%
2
9.01%
2010 1
OMNICARE INC
7323.706
1139.645
1995.086
369.847
209.068
1492.371
3400.4297
223.438
3.0871135166
14.97%
2010 2 OMNICARE INC
740
5.348
1152.717
2187.378
361.182
205.102
1491.425
2800.4394
219.47
3.1536833696
36.22%
14.72%
2010 3 OMNICARE INC
7348.044
1171.458
2206.073
388.927
207.706
15
16.207
2776.7903
217.752
3.1234340609
2
2.74%
34.81%
14.36
2010 4 OMNICARE INC
7363.413
1184.524
2106.758
418.968
208.298
1530.667
2961.058
233.765
2.9323711621
22.61%
33.21%
1
5.27%
2010 1
OWENS & MINOR INC
1749.35
1772.669
20
8.152
669.996
86.964
1969.67
1954.2251
542.163
2.6070866286
1
0.00%
11.49%
27.53%
2010 2 OWENS & MINOR INC
1804.744
1820
207.902
712.078
92.565
2019.893
1800.9948
578.627
2.6351020278
9.85%
11.50%
28.65%
2010 3 OWENS & MINOR INC
1841.339
1859.925
208.576
733.296
93.714
20
63.8
1806.0431
586.285
2.5736245429
11.33%
28.41%
2010 4 OWENS & MINOR INC
1822.039
1862.336
209.096
720.116
101.545
207
0.166
1866.8332
53
1.735
2.562708991
10.04%
12.36%
25.69%
2010 1
PARK OHIO HOLDINGS CORP
515.257
15
8.19
318.798
173.29
73.375
191.701
10
2.931
0.89
2132
29.75%
45.17%
2010 2 PARK OHIO HOLDINGS CORP
504.021
160.736
305.697
169.115
70.229
198.303
169.0249
83.692
0.9388647946
18.94%
29.34%
42.20%
2010 3 PARK OHIO HOLDINGS CORP
547.949
164.338
310.242
193.021
7
1.853
202.986
157.1395
97.476
0.9076037732
1
9.04%
27.13%
48.02%
2010 4 PARK OHIO HOLDINGS CORP
552.532
179.024
302.457
192.542
68.783
220.532
247.5326
95.695
0.9286368246
18.82%
26.32%
4
3.39%
2010 1
PENNEY (J C) CO
12081
2299
2999
5307
3929
6892.871
0.7370952228
41.49%
62.28%
33.16%
2010 2 PENNEY (J C) CO
12509
2386
3490
5298
3938
5812.68
0.7118138425
60.29%
35.80%
2010 3 PENNEY (J C) CO
12952
2554
5285
4189
7374.07
0.6585019982
39.03%
55.33%
42.16%
2010 4 PENNEY (J C) CO
13042
3560
3213
5231
5703
7590.969
0.9518716578
61.95%
19.87%
2010 1
PEP BOYS-MANNY MOE & JACK
1529.641
354.224
305.931
561.351
699.439
510.033
657.4366
218.472
0.6322780907
30.55%
55.48%
42.83%
2010 2 PEP BOYS-MANNY MOE & JACK
1520.285
35
1.912
305.661
558.932
694.262
504.855
503.8464
196.676
0.628255539
30.29%
55.40%
3
8.96%
2010 3 PEP BOYS-MANNY MOE & JACK
1531
351.904
305.392
568.592
691.833
496.364
613.9004
207.838
0.6242066688
54.89%
41.87%
2010 4 PEP BOYS-MANNY MOE & JACK
1556.672
334.098
295.122
564.402
700.981
477.389
733.0349
2
10.44
0.5897612874
30.02%
44.08%
2010 1
PIER 1 IMPORTS INC/DE
653.055
19
1.862
30
3.19
56.518
306.259
929.8559
74.969
0.6222326002
37.35%
1
5.71%
2010 2 PIER 1 IMPORTS INC/DE
668.286
195.418
352.036
57.024
309.869
71
4.633
85.38
0.596
36.94%
13.94%
27.55%
2010 3 PIER 1 IMPORTS INC/DE
684.376
209.69
338.437
59.171
353.759
1144.5064
6
1.445
0.6073807376
40.73%
14.88%
17.37%
2010 4 PIER 1 IMPORTS INC/DE
7
43.577
244.113
311.77
64.773
426.5
1
184.2
387
57.421
0.7508777974
42.77%
2010 1
AGILYSYS INC
338.769
27.829
0.482
25.857
26.549
46.787
153.9436
87.79
1.3809890083
40.52%
50.66%
187.64%
2010 2 AGILYSYS INC
359.72
32.179
22.555
27.134
49.941
149.5715
10
3.725
1.3293811452
35.57%
5
4.61%
207.70%
2010 3 AGILYSYS INC
418.354
39.856
22.528
26.431
58.997
129.7828
14
9.124
1.768116585
32.44%
53.99%
252.77%
2010 4 AGILYSYS INC
312.398
27.178
1.461
20.632
26.543
46.956
13
2.152
93.486
1.2594068582
42.12%
5
6.26%
199.09%
2010 1
PUBLIX SUPER MARKETS INC
9817.765
4560.779
97.942
1345
4372.16
6548.665
1979
0.25
1148
3.3403038059
30.36%
76.47%
2010 2 PUBLIX SUPER MARKETS INC
9465.867
4306.814
107.21
1276.287
4368.848
6261.831
12219.022
994.736
3.2854
2347
31.22%
7
7.39%
15.89%
2010 3 PUBLIX SUPER MARKETS INC
98
19.853
4234.545
86.671
1266.248
4370.523
6086.076
1218
0.582
998.788
3.3309629956
3
0.42%
77.54%
16.41%
2010 4 PUBLIX SUPER MARKETS INC
10159.087
4501.964
76.482
1359.028
435
2.936
64
31.482
12105.0195
1156.181
3.42970
7200
30.00%
76.21%
2010 1
AUTONATION INC
5501.1
2328.2
1103
1512.4
1728
2836
3070.9422
167.5
1.594275345
17.92%
53.33%
5.90%
2010 2 AUTONATION INC
5518.1
2575.1
1359.4
1580.9
1741.9
3104.3
2910.687
178.4
1.6649532861
52.42%
5.75%
2010 3 AUTONATION INC
5730.7
2728.5
1372.6
1739.8
1780.7
3273.9
3440.349
1.6433282139
16.66
50.58%
5.63%
2010 4 AUTONATION INC
5974.2
2701.7
1340.6
1867
1838
3246.2
4183.8648
1.4981146723
16.77%
4
9.61
2010 1
RICHARDSON ELECTRONICS LTD
246.908
25.224
85.564
129.3248
6
1.169
0.3070592961
32.75%
15.92%
163.07%
2010 2 RICHARDSON ELECTRONICS LTD
264.094
28.695
26.491
5.752
40.98
160.0824
18.75
0.5121592075
2
9.98%
17.84%
45.75%
2010 3 RICHARDSON ELECTRONICS LTD
279.83
27.813
5.521
39.653
198.198
17.814
1.0215790344
29.86%
16.49%
44.92%
2010 4 RICHARDSON ELECTRONICS LTD
314.054
29.058
30.853
5.216
40.724
202.8833
0.988
1
4.46%
43.74%
2010 1
RITE AID CORP
8044.122
4555.132
6235.505
3175.936
2235.224
6394.336
1020.8343
1275.907
1.4202432583
28.76%
41.31%
19.95%
2010 2 RITE AID CORP
7817.183
4396.579
6159.91
3257.58
2184.607
6161.752
776.8963
1310.9
1.3667733165
40.14%
21.27%
2010 3 RITE AID CORP
7815.968
4436.215
6214.846
3330.805
2138.54
6202.353
836.6356
1292.35
1.3466775242
2
8.48%
39.10%
2
0.84%
2010 4 RITE AID CORP
7555.85
4628.931
6156.82
3158.145
2039.383
6456.466
1166.2891
130
7.872
1.4267118717
2
8.31%
39.24%
20.26%
2010 1
ROSS STORES INC
2882.607
1366.238
908.065
933.654
1934.778
6837.32
748.779
1.534
29.39%
5
0.69%
38.70%
2010 2 ROSS STORES INC
2850.863
1355.468
915.704
945.335
1911.76
6343.2656
745.461
1.4864470226
50.80%
3
8.99%
2010 3 ROSS STORES INC
2962.589
1325.551
10
48.1
966.191
1874.32
7024.8242
767.741
1.3499623695
2
9.28%
47.97%
40.96%
2010 4 ROSS STORES INC
3116.204
1521.785
1086.917
983.776
2145.242
7697.7076
767.455
1.4255283373
47.51%
35.77%
2010 1
HARRIS TEETER SUPERMARKETS
1835.151
700.864
383.227
31
2.412
1072.146
1040.512
1254.3118
196.658
2.2511101154
32.64%
77.44%
18.90%
2010 2 HARRIS TEETER SUPERMARKETS
1845.469
717.912
325.913
319.366
1062.451
1071.438
1543.5258
21
2.154
2.2726717296
33.00%
76.89%
19.80%
2010 3 HARRIS TEETER SUPERMARKETS
18
21.05
740.869
304.014
315.604
1046.683
1098.572
151
3.954
212.302
2.333555916
32.56%
76.83%
19.33%
2010 4 HARRIS TEETER SUPERMARKETS
1889.886
805.609
296.131
320.506
1067.807
1189.928
1695.8867
228.748
2.532923551
32.30%
7
6.91%
19.22%
2010 1
SAFEWAY INC
14957.4
6408.5
4369
2705.2
10180.3
9327.1
965
0.652
1967.9
2.4581423448
31.29
79.01%
2
1.10%
2010 2 SAFEWAY INC
15098.2
6532.2
4309.2
2632.9
10089.9
9519.5
7502.256
2170.8
2.4473876473
79.31%
22.80%
2010 3 SAFEWAY INC
14856
6487.5
4750.5
2570.4
9399.6
7888.448
2024.6
2.4936098245
30.98%
79.49%
2010 4 SAFEWAY INC
15148.1
8
851.9
2623.4
9910.2
1280
8276.32
2533.4
3.408641072
30.87%
79.07%
1
9.79%
2010 1
SUPERVALU INC
16123
6720
2329
6902
11566
28
55.64
2713
3.8312995076
22.64%
74.77%
23.46%
2010 2 SUPERVALU INC
14537
6724
6644
2320
6828
2060.64
2866
2.8926650893
22.47%
74.64%
2010 3 SUPERVALU INC
14453
2613
6679
1916.48
2.7601864991
21.50%
71.88%
32.70%
2010 4 SUPERVALU INC
13758
6348
2270
6604
8660
1829.56
2107
2.7212779029
23.28%
74.42%
24.33%
2010 1
TRINITY PLACE HOLDINGS INC
274.3
67.702
9.816
91.617
127.594
121.445
103.4477
53.684
0.778850855
58.21%
44.20%
2010 2 TRINITY PLACE HOLDINGS INC
29
0.064
6
4.95
25.951
99.429
128.443
10
2.073
119.9184
59.382
0.6799409566
36.37%
56.37%
58.18%
2010 3 TRINITY PLACE HOLDINGS INC
304.029
69.394
42.977
103.093
129.489
120.739
101.8584
50.439
0.6852983873
42.53%
55.67%
41.78%
2010 4 TRINITY PLACE HOLDINGS INC
270.774
69.295
30.192
76.595
126.334
100.876
96.2237
41.701
0.77
1281
31.31%
62.26%
41.34%
2010 1
SYSCO CORP
1042
7
240.1
2468.783
1747.773
3014.341
90
81.426
1469
4.152
1960.354
4.260874478
63.30%
21.59%
2010 2 SYSCO CORP
10276.966
7078.09
2468.69
179
0.32
3072.721
8868.499
16542.5476
1906.745
4.00106837
20.19%
6
3.19%
2010 3 SYSCO CORP
10468.227
7166.936
246
8.517
1751.239
3176.22
8945.093
1744
3.409
2038.922
4.0473259569
19.88%
64.46%
22.79%
2010 4 SYSCO CORP
10313.701
8260.846
2472.662
1771.539
3203.823
10348.477
16810.7594
1953.092
4.6899611613
20.17%
64.39%
1
8.87%
2010 1
RADIOSHACK CORP
2356.5
523.2
630.7
688.7
271.7
991.7
2837.3494
185.6
0.7698079894
47.24%
28.29%
18.72%
2010 2 RADIOSHACK CORP
2395.7
503.2
324.1
646.2
263.4
962.3
2446.3199
185.4
0.7539141509
47.71%
28.96%
19.27%
2010 3 RADIOSHACK CORP 2242.5
547.1
327.9
759.1
264.4
2427.9086
278.2
0.7786237814
45.40%
25.83%
27.76%
2010 4 RADIOSHACK CORP
2175.4
770.9
331.8
723.7
1309.8
1955.7428
272.4
1.039
41.14%
27.48%
20.80%
2010 1
TRANSCAT INC
34.128
14.774
4.013
20.628
54.675
7.559
2.2813465102
2
8.38%
36.29%
36.64%
2010 2 TRANSCAT INC
35.229
15.433
0.019
7.297
20.92
54.0948
8.077
2.151990518
2
6.23%
35.95%
38.61%
2010 3 TRANSCAT INC
37.45
17.232
1.674
7.386
4.176
23.881
63.455
9.252
2.347204
2498
27.84%
3
6.12%
38.74%
2010 4 TRANSCAT INC
41.36
18.156
5.253
7.571
25.757
60.6294
8.241
2.4277595775
29.51%
32.00%
2010 1
TRANSNET CORP
5.718
4.44
0.413
0.115
5.865
1.206
2.021
13.2017804154
24.14%
21.78%
34.46%
2010 2 TRANSNET CORP
5.427
4.391
0.139
0.097
5.775
1.2542
1.55
15.9094202899
23.97%
41.10%
26.96%
2010 3 TRANSNET CORP
4.964
4.061
0.172
0.081
1.667
26.115755627
17.00%
32.02%
34.07
2010 4 TRANSNET CORP 5.264
4.255
0.248
0.056
0.7235
1.999
20.2619047619
18.42%
45.33%
2010 1
UNITED STATIONERS INC
1877.597
978.185
441.8
61
0.095
130.669
1154.309
1421.1098
433.806
1.62902005
15.26%
17.64%
2010 2 UNITED STATIONERS INC
1861.288
1032.337
453.4
639.192
129.204
1220.759
1272.8005
443.857
1.65
15.43%
16.81%
3
6.36%
2010 3 UNITED STATIONERS INC
1880.985
1066.634
617.439
129.431
1270.701
123
9.559
424.883
1.6976089242
1
6.06%
33.44%
2010 4 UNITED STATIONERS INC
1908.663
987.686
6
84.091
135.301
1186.468
1473.6281
421.566
1.5177306708
16.75
16.51%
35.53%
2010 1
UNIVERSAL CORP/VA
245
7.399
425.856
418.547
12
18.61
327.112
538.916
958.4704
24
0.428
0.4087404043
20.98%
2
1.16%
44.61%
2010 2 UNIVERSAL CORP/VA
2494.438
520.221
326.466
114
1.776
329.856
664.188
958.4717
214.479
0.4407931584
21.68%
22.41%
32.29%
2010 3 UNIVERSAL CORP/VA
2318.846
523.206
322.486
990.719
321.042
688.208
959.2583
195.409
0.4906984542
28.39%
2010 4 UNIVERSAL CORP/VA
2227.867
550.257
320.193
791.069
316.703
680.215
1011.9131
21
7.168
0.6176458703
19.11%
28.59%
31.93%
2010 1
VILLAGE SUPER MARKET -CL A
329.913
222.216
32.595
35.582
161.988
302.784
400.8
67.32
6.362
8
1.99%
22.24%
2010 2 VILLAGE SUPER MARKET -CL A
347.893
229.1
32.389
35.694
165.818
315.309
347.75
80.737
6.4300185196
27.32%
82.29%
25.61%
2010 3 VILLAGE SUPER MARKET -CL A
339.473
218.579
32.302
36.296
166.77
300.992
360.3
70.187
6.0724822892
82.13%
23.32%
2010 4 VILLAGE SUPER MARKET -CL A
357.129
248.952
41.831
36.256
175.286
342.74
366.4654
59.176
6.8627191532
82.86%
1
7.27%
2010 1
WAL-MART STORES INC
174371
72754
35780
35503
102928
99811
200399.04
31372
2.1191617028
27.11%
74.35%
2010 2 WAL-MART STORES INC
176944
75554
38702
34793
103814
103726
187099.45
33953
2.1495959941
27.16%
74.90%
3
2.73%
2010 3 WAL-MART STORES INC
186890
73932
43899
4
1059
106542
101952
1940
91.1
36208
1.9493750989
72.18%
35.51%
2010 4 WAL-MART STORES INC
180663
85065
43842
36318
107878
116360
197142.12
33557
2.1987153805
26.89%
74.81%
2
8.84%
2010 1
WALGREEN CO
26548
11541
2366
10865
16364
383
13.41
1.618
29.47%
59.25%
30.82%
2010 2 WALGREEN CO
26334
11836
10891
16987
34479.838
4611
1.6131934033
30.32%
60.20%
27.14%
2010 3 WALGREEN CO
26707
12183
2359
7110
11154
17199
31180.6231
4584
1.702
2
9.16%
61.07%
26.65%
2010 4 WALGREEN CO
26275
11814
7378
11184
16870
25229.7024
1.6308669244
29.97%
60.25%
27.18%
2010 1
WATSCO INC
1210.92
384.549
47.65
45
8.234
31.133
509.755
1844.1174
176.605
0.8857392274
24.56%
34.65%
2010 2 WATSCO INC
1417.568
661.19
2
0.574
522.545
3
1.361
864.805
1877.476
344.842
1.3482955895
23.54%
5.66%
2010 3 WATSCO INC
1316.924
614.724
22.664
456.768
30.999
812.787
1802.3068
235.623
1.255
24.37%
28.99%
2010 4 WATSCO INC
1237.227
500.12
10.016
391.925
31.221
657.248
2051.3377
182.185
1.1785651584
23.91%
27.72%
2010 1
WEIS MARKETS INC
92
4.008
472.911
216.51
510.264
664.256
978.0113
119.276
2.1519185484
2
8.81%
70.21%
17.96
2010 2 WEIS MARKETS INC
94
0.871
457.261
219.822
506.153
653.676
885.2132
114.444
2.0959315384
30.05%
6
9.72%
17.51%
2010 3 WEIS MARKETS INC
963.196
45
0.065
23
0.053
503.32
639.967
1052.5579
12
3.351
2.0008446791
29.67%
68.63%
2010 4 WEIS MARKETS INC
992.081
477.949
231.021
525.062
662.479
1084.8367
134.278
2.0731986623
27.85%
6
9.45%
20.27%
2010 1
WEYCO GROUP INC
207.66
36.926
31.969
26.601
61.039
2
66.763
5.939
1.0210142122
39.50%
45.42%
2010 2 WEYCO GROUP INC
205.758
29.384
37.266
26.011
48.723
258.6
6.591
0.8488192388
39.69%
41.11%
13.5
2010 3 WEYCO GROUP INC
216.06
34.305
47.84
26.025
57.136
273.6376
0.8061711278
39.96%
35.23%
13.15%
2010 4 WEYCO GROUP INC
223.435
3
5.619
56.111
25.67
62.333
278.1329
10.36
0.685
3036
31.39%
16.62%
2010 1
WILLIAMS-SONOMA INC
1996.76
408.077
8.642
502.387
800.963
717.637
3108.4128
177.938
0.842689448
43.14%
61.45%
24.79%
2010 2 WILLIAMS-SONOMA INC
1995.493
453.947
7.197
518.623
771.635
775.554
2844.1609
18
4.135
0.889211663
41.47%
59.80%
23.74%
2010 3 WILLIAMS-SONOMA INC
2035.172
469.612
7.165
586.256
750.239
815.516
3412.5101
202.888
0.8500695551
42.42%
56.13%
24.88%
2010 4 WILLIAMS-SONOMA INC
2131.762
654.033
5
13.381
730.556
1195.451
3377.3936
227.963
1.1895434584
45.29%
58.73%
2010 1
FOOT LOCKER INC
2960
2396.4267
0.813559322
30.68%
24.80%
2010 2 FOOT LOCKER INC
2913
1219
1096
2115.4058
0.6689217759
23.57%
3
1.48%
2010 3 FOOT LOCKER INC
2912
2467.0472
0.7368855845
30.31%
24.35%
2
2.34%
2010 4 FOOT LOCKER INC 2896 962 137 1059 386 1392
2761.5132
0.8509509067
30.89%
26.71%
2010 1
ZALE CORP
1382.158
169.377
465.5
902.344
229.32
329.21
151.5492
358.462
0.206
48.55%
108.89%
2010 2 ZALE CORP
1202.439
292.537
367.6
737.812
197.573
582.252
69.9933
252.767
0.3567185073
49.76%
21.12%
43.41%
2010 3 ZALE CORP
1147.891
1
77.1
299.3
693.127
189.71
359.843
104.6688
289.103
0.247
50.78%
21.49%
80.34%
2010 4 ZALE CORP
1160.381
163.153
284.684
703.115
173.359
56.5083
157.189
0.23370304
52.71%
19.78%
4
5.56%
2010 1
TJX COMPANIES INC
7754.51
3535.061
789.538
2615.079
2267.031
5016.54
18905.7469
1684.956
1.373
46.44%
33.59%
2010 2 TJX COMPANIES INC
7686.709
3605.592
788.878
2884.602
23
50.3
5068.08
16635.4447
1847.547
1.3112004133
28.86%
3
6.45%
2010 3 TJX COMPANIES INC
8182.148
3892.566
788.204
3272.96
2481.968
5525.847
18163.3538
1974.272
1.2643205217
29.56%
43.13%
35.73%
2010 4 TJX COMPANIES INC
7971.763
4549.19
787.517
2765.464
2460.782
633
1.726
18465.8452
1683.929
1.506747456
28.15%
47.09%
26.60%
2010 1
TUESDAY MORNING CORP
377.948
98.559
280.716
71.961
165.867
178.2019
102.246
0.3908403788
40.58%
20.40%
61.64%
2010 2 TUESDAY MORNING CORP
3
83.5
176.145
241.245
7
2.466
289.615
108.1123
84.125
0.6749354837
3
9.18%
23.10%
29.05%
2010 3 TUESDAY MORNING CORP
371.44
103.581
257.996
72.447
282.968
83.395
0.414
39.78%
21.92%
48.49%
2010 4 TUESDAY MORNING CORP
350.536
120.402
239.194
72.823
200.783
171.6578
62.916
0.4843299342
40.03%
23.34%
31.34%
2010 1
DGSE COMPANIES INC
30.046
14.79
11.54
16.628
4.734
17.348
22.1275
0.8600337268
14.75%
22.16%
2010 2 DGSE COMPANIES INC
28.017
17.679
3.015
15.54
4.761
20.745
31.1738
0.544
1.0991668739
1
4.78%
23.45%
2.62%
2010 3 DGSE COMPANIES INC
28.176
15.212
2.739
16.028
4.814
18.109
36.5954
0.714
0.9637607704
16.00%
2010 4 DGSE COMPANIES INC
30.26
22.481
3.317
17.046
4.467
26.366
42.7401
1.791
1.3594364153
14.73%
20.76%
2010 1
TECH DATA CORP
5607.157
5317.097
340.277
1776.357
85.449
5621.055
2209.6932
2598.502
3.0549118576
5.41%
4.59%
46.23%
2010 2 TECH DATA CORP
5496.13
5175.631
342.612
1782.822
8
3.53
54
73.96
1868.3397
2613.435
2.908328578
5.45%
47.74%
2010 3 TECH DATA CORP
64
14.01
5827.963
392.357
2165.473
92.06
6163.762
200
2.666
3202
2.952
14162
2010 4 TECH DATA CORP
6488.292
6724.709
6
0.076
2205.394
94.315
7117.195
2191.729
3223.962
3.0770595399
4.10%
45.30%
2010 1
FREDS INC
588.787
334.698
319.269
137.618
47
1.647
545.9465
97.213
1.0914782983
29.04%
30.12%
20.61%
2010 2 FREDS INC
58
5.02
3
23.53
4.114
314.802
138.662
449.467
425.0798
89.858
1.0204882419
30.58%
19.99%
2010 3 FREDS INC
632.863
305.261
3.998
139.122
435.008
470.5025
128.32
0.904
2
9.83%
27.86%
29.50%
2010 4 FREDS INC
595.528
351.247
3
13.384
139.931
485.633
527.8124
81.002
1.0427648571
27.67%
16.68%
2010 1
TRANS WORLD ENTMT CORP
321.46
104.698
6.545
25
1.279
31.398
156.539
73.1504
74.746
0.4043588164
33.12%
11.11%
47.75%
2010 2 TRANS WORLD ENTMT CORP
294.599
89.769
6.208
237.141
29.074
135.802
57.9791
69.233
0.3675893698
10.92%
50.98%
2010 3 TRANS WORLD ENTMT CORP
330.79
84.573
5.864
270.8
26.763
128.788
57.1935
1
15.312
0.33
34.33%
89.54%
2010 4 TRANS WORLD ENTMT CORP
348.724
1
52.85
234.164
21.478
231.287
54.9938
13
0.007
0.6054015732
8.40%
56.21%
2010 1
WORLD FUEL SERVICES CORP
1846.892
3
814.7
9.647
121.923
46.822
3918.021
1582.5226
884.96
30.6758230271
2.63%
27.75%
2
2.59%
2010 2 WORLD FUEL SERVICES CORP
194
3.443
4285.501
4.728
14
0.693
439
7.275
1543.7932
947.214
32.6370137387
2.54%
2010 3 WORLD FUEL SERVICES CORP
2269.015
4870.498
8.348
219.908
52.516
4987.074
1787.3292
9
80.171
27.0132251436
19.28%
19.65%
2010 4 WORLD FUEL SERVICES CORP
2566.45
5699.117
24.566
211.526
6
4.106
5828.777
2516.8083
1131.228
26.4194152524
2.22%
23.26%
19.41%
2010 1
SED INTERNATIONAL HLDGS INC
103.543
121.202
41.919
127.938
7.3472
48.383
3.0130638525
1.70%
3
7.82%
2010 2 SED INTERNATIONAL HLDGS INC
115.987
133.23
45.702
0.815
140.425
1
0.087
3.0410518027
44.76%
2010 3 SED INTERNATIONAL HLDGS INC
11
8.026
132.746
5
0.366
140.152
11.8722
57.563
2.7635841279
5.28%
1.80%
2010 4 SED INTERNATIONAL HLDGS INC
114.422
1
26.03
47.948
0.926
133.148
1
3.117
61.955
2.
5638
5.34%
1.89%
46.53%
2010 1
AIRGAS INC
4814.829
481.304
1711.63
344.644
2424.894
1052.656
5196.2502
204.068
1.4185100316
54.28%
87.56%
19.39%
2010 2 AIRGAS INC
4848.112
482.383
1666.918
337.448
2428.437
1061.663
5698.4229
212.413
1.4144221014
54.56%
87.80%
20.01%
2010 3 AIRGAS INC
4846.584
464.447
1617.15
359.186
2434.217
1034.464
5253.0734
1
82.77
1.3334031931
55.10%
87.14%
2010 4 AIRGAS INC
4935.881
511.091
1842.994
362.502
2455.758
1102.684
5286.7663
227.692
1.416376606
53.65%
20.65%
2010 1
INGLES MARKETS INC -CL A
1496.834
636.099
782.21
282.568
1070.209
843.233
370.8666
124.894
2.2950937378
79.11%
2010 2 INGLES MARKETS INC -CL A
1513.347
631.402
773.623
282.145
1066.126
839.33
367.8292
138.618
2.2361872314
24.77%
16.52%
2010 3 INGLES MARKETS INC -CL A
1505.083
640.325
734.203
283.624
1080.982
858.417
368.3036
132.392
2.2635563278
25.41%
79.22%
15.42%
2010 4 INGLES MARKETS INC -CL A
1529.3
641.78
725.314
286.431
1089.391
858.251
406.4799
142.389
2.2516423854
25.22%
79.18%
1
6.59%
2010 1
CASH AMERICA INTL INC
1
222.32
220.356
313.794
97.87
192.592
313.062
1165.0548
71.408
2.0818351016
29.61%
66.31%
2
2.81%
2010 2 CASH AMERICA INTL INC
1300.487
217.283
374.044
100.215
196.559
292.081
1005.9616
75.058
2.1938359795
66.23%
25.70%
2010 3 CASH AMERICA INTL INC
1363.55
230.743
405.233
1
20.24
203.409
319.365
1021.125
94.543
2.0932962592
62.85%
29.60%
2010 4 CASH AMERICA INTL INC
1427.186
268.112
432.271
1
24.39
368.831
1091.2815
26.51
2.1918632456
27.31%
64.12%
2010 1
JENNIFER CONVERTIBLES INC
22.942
12.865
0.084
8.232
2.264
17.877
7.9218
16.942
1.4865957939
28.04%
21.57%
94.77%
2010 2 JENNIFER CONVERTIBLES INC
25.239
14.612
0.073
9.881
2.508
1
9.655
6.5603
19.834
1.6134268205
25.66%
20.24%
100.91%
2010 3 JENNIFER CONVERTIBLES INC
21.645
2.397
18.781
5.7236
22.713
1.5069377218
25.40%
120.94%
2010 4 JENNIFER CONVERTIBLES INC
23.355
4.146
0.058
8.603
2.239
6.269
0.1466
0.4788634789
33.87%
25.36%
2010 1
VOXX INTERNATIONAL CORP
477.607
101.095
11.128
111.064
21.408
130.3
187.0195
35.955
0.9457809628
22.42%
16.16%
27.59%
2010 2 VOXX INTERNATIONAL CORP
482.69
99.778
11.079
1
26.345
20.682
129.298
144.9317
37.754
0.8405578559
22.83%
29.20%
2010 3 VOXX INTERNATIONAL CORP
500.016
126.878
10.792
133.351
20.229
163.167
157.4678
38.276
0.9771271025
13.17%
2010 4 VOXX INTERNATIONAL CORP
501.097
102.119
11.243
113.62
19.563
138.894
191.0527
27.341
0.8269715878
26.48%
14.69%
1
9.68%
2010 1
SAKS INC
2196.441
379.707
496.993
702.132
938.292
667.438
1569.048
148.071
0.5619760709
43.11%
57.20%
22.18%
2010 2 SAKS INC
2146.595
37
1.874
4
97.616
67
0.933
920.49
593.145
1321.1696
116.924
0.541
37.30%
57.84%
19.71%
2010 3 SAKS INC
22
19.973
378.176
3
57.61
830.628
902.191
658.831
1792.3814
190.633
0.503
42.60%
52.06%
28.94%
2010 4 SAKS INC
2143.1
538.73
359.25
671.383
890.364
866.331
1909.1763
88.378
0.7173449462
37.81%
10.20%
2010 1
CASUAL MALE RETAIL GRP INC
189.83
51.416
1.484
98.693
39.375
94.984
195.0603
27.819
0.545
4
5.87%
2
8.52
2010 2 CASUAL MALE RETAIL GRP INC
187.087
52.142
0.265
94.241
39.023
9
7.251
165.0766
27.497
0.540516446
46.38%
28.27%
2010 3 CASUAL MALE RETAIL GRP INC
204.41
48.802
0.133
109.591
40.08
89.936
210.6128
0.4788453236
45.74%
26.78%
35.40%
2010 4 CASUAL MALE RETAIL GRP INC
182.613
60.855
92.889
39.051
111.471
200.6928
17.552
0.601
45.41%
15.75%
2010 1
HANCOCK FABRICS INC
15
0.138
34.875
30.786
93.003
63.103
42.8194
23.271
0.3780528786
44.73%
30.96%
3
6.88%
2010 2 HANCOCK FABRICS INC
162.309
31.038
42.091
104.598
41.944
60.455
35.9406
0.3141482078
48.66%
28.62%
3
8.92%
2010 3 HANCOCK FABRICS INC
163.823
40.715
38.142
106.328
42.047
73.454
26.4686
28.462
0.3860595659
44.57%
28.34%
38.75%
2010 4 HANCOCK FABRICS INC
140.923
45.475
31.856
87.804
39.335
78.453
28.6972
17.842
0.4684956627
42.04%
30.94%
2010 1
AMERICA’S CAR-MART INC
261.979
46.433
6.593
20.692
23.401
82.602
256.6154
2.2617696486
4
3.79%
53.07%
2010 2 AMERICA’S CAR-MART INC
269.203
47.269
22.888
23.988
82.611
289.4762
2.169297843
42.78%
51.17%
2010 3 AMERICA’S CAR-MART INC
27
6.895
48.154
25.679
24.915
82.775
265.6359
6.367
1.982
41.83%
49.24%
7.69%
2010 4 AMERICA’S CAR-MART INC
276.409
4
7.539
23.595
25.532
93.871
256.9666
2.1970613305
42.34%
51.97%
2010 1
TIFFANY & CO
34
18.707
233.445
464.17
1473.73
673.786
633.586
6167.0438
164.665
0.1609086068
25.99%
2010 2 TIFFANY & CO
3446.561
243.518
467.855
1553.117
661.387
668.76
5321.3502
165.757
0.160905391
63.59%
29.87%
2010 3 TIFFANY & CO
3514.787
245.959
593.028
1654.552
668.179
681.729
66
84.7
2
16.293
0.1533568457
63.92%
28.77%
31.73%
2010 4 TIFFANY & CO
3735.669
391.21
588.494
1625.302
665.588
1101.215
7380.708
91.313
0.2385533015
64.47%
2010 1
FERRELLGAS PARTNERS -LP
1508.359
303.99
1064.714
158.168
678.88
352.07
1380.666
79.239
2.1112176015
81.10%
22.51%
2010 2 FERRELLGAS PARTNERS -LP
15
95.545
633.738
1080.074
143.976
671.125
777.852
1510.5375
124.211
4.194940161
82.34%
15.97%
2010 3 FERRELLGAS PARTNERS -LP
1482.916
513.008
1104.059
139.54
665.068
615.29
1603.8725
70.54
3.6188998152
82.66%
11.46%
2010 4 FERRELLGAS PARTNERS -LP
1442.351
3
24.45
1111.088
166.911
652.768
353.848
1666.4423
48.658
2.1174673928
79.64%
13.75%
2010 1
FASTENAL CO
1370.275
244.555
507.243
332.103
520.772
7075.2137
65.778
0.481574325
53.04%
39.57%
12.63%
2010 2 FASTENAL CO
1441.855
263.391
522.214
344.465
571.183
7399.5619
71.435
0.5117085998
53.89%
12.51%
2010 3 FASTENAL CO
1469.337
281.058
546.063
343.848
603.75
784
1.854
7
3.605
0.526
53.45%
38.64%
12.19%
2010 4 FASTENAL CO
1468.283
264.876
557.369
363.419
573.766
8832.5912
60.474
0.4800948314
53.84%
39.47%
10.54%
2010 1
HERBALIFE LTD
1186.749
317.814
244.008
146.44
172.702
618.633
2762.588
55.717
2.1738155006
48.63%
54.11%
2010 2 HERBALIFE LTD
1197.178
240.28
15
2.035
167.32
688.806
2
721.5
48.318
2.30639082
50.03%
52.39%
2010 3 HERBALIFE LTD
1248.356
339.974
205.8
183.144
169.308
688.431
3572.72
5
0.068
2.0286115777
50.62%
48.04%
2010 4 HERBALIFE LTD
1232.22
375.735
175.046
182.467
177.427
738.356
4026.993
43.784
2.0553812659
49.11%
49.30%
5.93%
2010 1
OFFICE DEPOT INC
4634.801
2105.537
661.104
1142.478
1236.772
3071.97
2198.5139
973.422
1.757978498
31.46%
51.98%
3
1.69%
2010 2 OFFICE DEPOT INC
4511.321
1881.908
656.995
1176.018
1230.3
2699.475
1114.8744
984.915
1.6233868853
51.13%
36.49%
2010 3 OFFICE DEPOT INC
4668.942
2018.434
657.164
1183.854
1219.151
2899.717
1274.5082
10
45.121
1.7106300681
30.39%
50.73
36.04%
2010 4 OFFICE DEPOT INC
4569.437
2061.759
659.82
1233.657
1157.013
296
1.932
1496.5776
1080.276
1.7056873785
48.40%
36.47%
2010 1
MERISEL INC
40.612
0.683
1.782
6.933
15.006
3.1025
3.769
4.6743119266
45.68%
7
9.55%
25.12%
2010 2 MERISEL INC
4
2.104
8.741
0.616
2.014
6.279
16.749
1.8038
3.839
4.605374078
47.81%
75.71%
22.92%
2010 3 MERISEL INC
42.551
10.397
2.319
18.302
1.1255
4.898
4.7989845373
43.19%
69.75%
26.76%
2010 4 MERISEL INC
46.824
10.734
21.889
1.6595
5.1457334612
50.96
75.50%
2010 1
VASOMEDICAL INC
1.907
1.276
24.2596
0.902
0.302
52.98%
13.98
70.69%
2010 2 VASOMEDICAL INC
1
1.505
1.603
0.355
3.801
21.7929
0.718
63.06%
18.13%
18.89%
2010 3 VASOMEDICAL INC
19.949
5.851
34.663
1.0225292881
70.91%
16.05%
11.54%
2010 4 VASOMEDICAL INC
18.555
1.786
59.7103
0.747
0.916856492
70.43%
17.01%
13.72%
2010 1
SIGNET JEWELERS LTD
2911.4
487.4
375.2
805.4
2738.5425
104.2
0.4247309485
2
5.06%
12.94%
2010 2 SIGNET JEWELERS LTD
2938.6
459.4
1126.2
362.1
719.7
25
50.75
114.7
0.4086825016
36.17%
1
5.94%
2010 3 SIGNET JEWELERS LTD
3147.6
424.4
1297.4
641.8
30
14.92
179.3
0.350222809
21.88%
27.94%
2010 4 SIGNET JEWELERS LTD
3089.8
725.5
1184.2
351.5
3661.3087
0.5847034172
42.90%
2
2.89%
9.91%
2010 1
STAPLES INC
1354
6.453
4328.728
2029.474
2292.504
2093.98
6057.795
171
78.3
2056.384
1.9012111814
28.54%
33.95
2010 2 STAPLES INC
13234.004
3963.864
2004.843
2514.009
2082.199
5534.24
14864.2388
217
6.746
1.6493720084
2010 3 STAPLES INC
138
80.762
4626.242
2054.758
2432.273
2104.35
6537.676
14846.9998
2289.351
1.8705937106
29.24%
4
6.39%
35.02%
2010 4 STAPLES INC
13911.667
4582.95
2014.407
2359.173
2147.771
6415.402
1608
3.569
2208.386
1.9129715748
28.56%
47.65%
34.42%
2010 1
ANN INC
932.466
168.468
3.007
199.62
348.055
476.181
1275.7647
90.208
0.9136974897
6
3.55%
2010 2 ANN INC
947.782
192.753
18
1.132
336.598
483.472
1035.6493
93.375
1.012
60.13%
6
5.01%
19.31%
2010 3 ANN INC
964.537
192.924
2.497
231.953
333.772
505.281
1350.7243
90.964
0.9340644177
61.82%
59.00%
1
8.00%
2010 4 ANN INC
926.82
2
26.533
3.589
193.625
332.489
515.261
1224.3199
97.33
1.0645898049
56.04%
63.20%
2010 1
QKL STORES INC
140.361
67.08
28.996
81.606
191.2619
25.116
3.1566316087
17.80%
30.78%
2010 2 QKL STORES INC
139.025
54.505
19.016
18.765
124.6644
2.9601368598
17.54%
49.67%
34.63%
2010 3 QKL STORES INC
150.821
53.575
20.962
64.869
143.2359
29.403
2.520227679
17.41%
47.15%
2010 4 QKL STORES INC
169.619
70.389
44.467
24.792
85.824
105.5912
38.945
2.071269881
45.38%
2010 1
WET SEAL INC
367.536
8
8.645
35.08
8
0.777
137.762
481.2207
33.704
2.7598499354
35.65%
2010 2 WET SEAL INC
374.43
89.165
39.285
87.029
131.541
343.8778
37.635
2.3980367108
32.22%
68.90%
28.61%
2010 3 WET SEAL INC
373.804
97.563
40.687
91.824
146.401
350.378
43.478
2.4399289751
33.36%
69.30%
29.70%
2010 4 WET SEAL INC
368.532
10
9.101
33.336
88.72
165.49
347.4857
32.026
2.9477594802
72.69%
19.35
2010 1
AUTOZONE INC
5385.823
746.754
2739.5
2262.823
2368.846
1589.244
7308.7705
2187.347
0.3340942035
53.01%
51.14%
137.63%
2010 2 AUTOZONE INC
5424.992
707.956
2774.7
2261.528
2383.143
1506.225
8144.0103
2144.995
0.3129536148
53.00%
142.41%
2010 3 AUTOZONE INC
5452.77
856.05
2698.5
2288.364
2425.043
1821.99
9095.0502
2235.766
0.3762946461
5
3.02%
51.45%
122.71%
2010 4 AUTOZONE INC
5571.594
1148.03
2948.633
2304.579
2519.946
2445.159
9462.5465
2433.05
0.499910406
53.05%
99.50%
2010 1
FIRST CASH FINANCIAL SVCS
275.678
66.355
4.678
31.435
51.091
94.66
650.5042
2.0146648045
29.90%
6
1.91%
2010 2 FIRST CASH FINANCIAL SVCS
283.593
66.935
34.871
51.433
95.013
656.8122
3.321
2.018972642
29.55%
59.60%
3.50%
2010 3 FIRST CASH FINANCIAL SVCS
303.069
72.791
44.018
55.653
106.083
840.9638
1.8454030346
5
5.84%
2010 4 FIRST CASH FINANCIAL SVCS
342.446
85.872
1.386
47.406
58.425
127.506
965.7104
2.679
1.8785439272
32.65%
55.21%
2.10%
2010 1
DSW INC
920.363
290.307
130.332
286.657
206.317
449.537
530.5262
132.578
1.0576983683
35.42%
41.85%
29.49%
2010 2 DSW INC
946.831
277.881
130.919
309.143
203.746
4
15.12
475.1201
14
1.216
0.9327995972
33.06%
39.73%
34.02%
2010 3 DSW INC
999.743
318.612
332.446
208.804
489.269
666.4536
139.933
0.9931965791
34.88%
38.58%
28.60%
2010 4 DSW INC
1041.477
321.633
309.013
212.342
468.45
758.1319
150.276
1.0028170156
32.08%
2010 1
INSIGNIA SYSTEMS INC
15.891
2.874
5.883
101.2798
1.871
6.5993111366
51.15%
6
8.46%
31.80%
2010 2 INSIGNIA SYSTEMS INC 17.96
3.899
0.403
1.041
81.4506
2.345
8.811299435
53.17%
72.09%
2010 3 INSIGNIA SYSTEMS INC
20.173
0.529
109.7851
3.031
8.4849785408
53.58%
66.41%
35.59%
2010 4 INSIGNIA SYSTEMS INC
24.601
7.281
104.0197
2.335
7.9957582185
48.22%
70.19%
2010 1
CALLOWAY’S NURSERY INC
27.815
3.999
9.404
4.304
17.507
2.5715
1.477281123
51.69%
80.27%
98.84%
2010 2 CALLOWAY’S NURSERY INC
26.386
10.446
9.432
2.141
20.456
2.919
3.2415826222
48.93%
89.24%
35.45%
2010 3 CALLOWAY’S NURSERY INC
23.425
9.311
3.171
17.599
3.753
5.372
1.1735692771
44.53%
84.73%
95.60%
2010 4 CALLOWAY’S NURSERY INC
22.794
4.837
11.756
2.097
17.449
9.415
5.195
1.8363705391
48.62%
89.27%
55.18%
2010 1
VALUEVISION MEDIA INC -CL A
180.536
27.339
12
4.977
100.676
43.251
1.8265008586
36.60%
39.04%
34.61%
2010 2 VALUEVISION MEDIA INC -CL A
181.353
79.021
47.156
2
7.443
126.177
59.5613
5
0.695
1.7590321216
37.37%
36.79%
40.18%
2010 3 VALUEVISION MEDIA INC -CL A
186.855
85.234
51.997
26.651
132.283
76.7426
51.618
1.7192419796
33.89%
39.02%
2010 4 VALUEVISION MEDIA INC -CL A
238.359
119.249
25.775
178.836
233.8706
58.31
2.5981023345
33.32%
39.31%
32.61%
2010 1
ADDVANTAGE TECHNOLOGIES GP
49.744
6.889
13.527
31.925
7.465
10.22
19.9457
2.534
0.2116696368
32.59%
1
8.95%
2010 2 ADDVANTAGE TECHNOLOGIES GP 50.96 8.436
13.061
31.427
12.055
23.2298
0.2663215052
19.06%
26.12%
2010 3 ADDVANTAGE TECHNOLOGIES GP
51.143
9.089
12.512
28.546
13.298
28.6061
2.178
0.303103063
31.65%
20.38%
16.38%
2010 4 ADDVANTAGE TECHNOLOGIES GP
52.26
8.438
12.057
27.411
7.224
11.734
29.9248
2.752
0.3015887199
28.09%
20.86%
2010 1
EZCORP INC -CL A
526.804
62.57
63.515
52.378
184.751
838.1904
39.692
0.9813670441
66.13%
45.20%
2010 2 EZCORP INC -CL A
546.278
62.162
56.403
54.044
176.584
1012
38.592
1.0367417735
64.80%
21.85%
2010 3 EZCORP INC -CL A
571.383
58.985
61.027
59.045
173.542
912.9939
44.194
1.0045984842
66.01%
49.17%
25.47%
2010 4 EZCORP INC -CL A
606.412
67.405
71.502
62.293
198.168
986.489
9.135
1.0172113273
65.99%
46.56%
2010 1
BON-TON STORES INC
169
5.327
414.34
102
1.688
676.085
736.762
675.211
325.571
189.736
0.6205091188
52.15%
28.10%
2010 2 BON-TON STORES INC
1671.153
377.151
990.996
675.636
724.634
622.62
182.2423
219.811
0.5580308362
39.43%
51.75%
35.30%
2010 3 BON-TON STORES INC
1914.686
432.852
1096.166
717.943
716.937
218.8432
348.533
0.5423408569
39.62%
48.61%
2010 4 BON-TON STORES INC
1656.239
635.839
917.73
682.324
703.432
1031.717
212.4942
175.249
0.793
3
8.37%
50.76%
16.99%
2010 1
APPLIANCE RECYCLING CTR AMER
33.615
18.914
13.609
7.544
27.267
15.1058
1.2445877476
30.63%
35.66%
16.21%
2010 2 APPLIANCE RECYCLING CTR AMER
35.399
19.134
2.469
14.293
28.21
14.973
1.3715145868
37.57%
2010 3 APPLIANCE RECYCLING CTR AMER
40.752
2.444
16.573
9.772
27.338
17.0832
5.495
1.
1754
33.65%
37.09%
20.10%
2010 4 APPLIANCE RECYCLING CTR AMER
39.864
17.673
2.501
16.59
11.747
25.347
18.6762
4.468
1.0657299644
30.28%
41.45%
17.63%
2010 1
WHOLE FOODS MARKET INC
3871.623
1649.241
733.667
323.4
1897.097
263
9.158
4676.2997
187.29
5.2026365847
37.51%
85.44%
7.10%
2010 2 WHOLE FOODS MARKET INC
4022.21
1300.538
728.566
316.54
1895.465
2106.061
6197.8814
207.441
4.0645623027
38.25%
85.69%
2010 3 WHOLE FOODS MARKET INC
3888.665
1338.569
513.196
333.554
1888.31
2163.181
6191.802
203.294
4.1180783087
38.12%
84.99%
2010 4 WHOLE FOODS MARKET INC
3986.54
1306.456
508.288
323.487
1886.13
2097.394
63
84.14
213.212
3.9767868367
37.71%
85.36%
10.17%
2010 1
GLACIER WATER SERVICES
70.228
15.717
116.578
3.038
23.035
92.0385
1.226
5.1345965371
31.77%
93.23%
2010 2 GLACIER WATER SERVICES
70.302
16.414
116.936
2.959
41.526
25.449
5.4740703685
35.50%
93.35%
2010 3 GLACIER WATER SERVICES
71.826
17.977
115.358
2.898
42.466
28.266
77.2468
6.1386375277
36.40%
93.61%
2010 4 GLACIER WATER SERVICES
73.845
15.596
118.782
45.269
23.306
66.64
2.651
4.919
33.08%
92.93%
11.37%
2010 1
CHRISTOPHER & BANKS CORP
264.947
72.857
34.543
92.884
126.235
328.2028
1.9950163611
42.28%
72.89%
2010 2 CHRISTOPHER & BANKS CORP
260.811
65.536
4
0.109
88.466
101.339
230.8354
11.841
1.7557734555
35.33%
68.80%
11.68%
2010 3 CHRISTOPHER & BANKS CORP
245.503
77.548
45.973
83.955
120.947
189.9985
7.803
1.8017239376
35.88%
2010 4 CHRISTOPHER & BANKS CORP
234.163
39.211
76.647
99.609
217.7665
15.149
1.8024981217
22.93%
66.16%
15.21%
2010 1
STEIN MART INC
418.825
209.159
237.524
73.139
300.998
412.5628
82.783
0.918
30.51%
2
7.50%
2010 2 STEIN MART INC
408.499
20
2.582
218.372
75.074
275.955
335.4803
74.997
0.8887202344
26.59%
25.58%
2010 3 STEIN MART INC
479.015
195.53
280.986
77.313
267.887
408.0894
137.573
0.7831255332
27.01%
51.35%
2010 4 STEIN MART INC
436.444
244.603
232.295
79.964
336.67
347.8505
0.953
27.35%
2010 1
BUCKLE INC
508.594
1
14.856
84.741
1
58.5
214.797
169
0.546
33.307
1.3283678756
65.17%
15.51%
2010 2 BUCKLE INC
509.177
106.379
108.68
168.048
188.639
1289.0921
38.614
1.0999736326
43.61%
60.73%
20.47%
2010 3 BUCKLE INC
543.578
129.799
111.235
171.335
243.346
1355.6
35.891
1.1804469909
46.66%
60.63%
2010 4 BUCKLE INC
494.844
149.894
88.593
169.234
303.056
1684.826
33.489
1.500230198
50.54%
11.05%
2010 1
KOHL’S CORP
13466
3017
7109
16936.92
1412
0.8410774411
38.09%
34.99%
2010 2 KOHL’S CORP
13706
2450
2930
7310
4100
14688.52
0.8239448461
40.24%
71.39%
32.80%
2010 3 KOHL’S CORP
14734
7274
4218
15826.98
2125
0.7456896552
38.48%
64.35%
50.38%
2010 4 KOHL’S CORP
14779
3816
3512
8692
6038
14776.98
1138
1.0801018964
36.80%
74.11%
2010 1
BED BATH & BEYOND INC
5361.026
1148.015
1846.14
1103.367
1923.051
11840.5648
678.685
0.636
40.30%
37.41%
35.29%
2010 2 BED BATH & BEYOND INC
544
0.012
1261.812
1903.096
1105.297
2
136.7
9320.2227
771.752
0.673
40.95%
36.12%
2010 3 BED BATH & BEYOND INC
5560.147
1297.247
2171.783
1124.704
2193.755
11141.9777
856.646
0.63670455
40.87%
39.05%
2010 4 BED BATH & BEYOND INC
5646.193
1428.5
1968
1116.297
2504.967
12117.7179
709.55
0.6899816214
42.97%
36.18%
28.33%
2010 1
FINISH LINE INC -CL A
616.821
181.997
197.75
132.041
282.398
893.2226
66.533
0.936
40.04%
23.56%
2010 2 FINISH LINE INC -CL A
647.183
194.477
217.04
128.712
301.07
693.8712
97.159
0.9377130596
3
7.23%
32.27%
2010 3 FINISH LINE INC -CL A
676.092
172.532
262.16
130.091
260.935
939.3027
114.918
0.7200834725
33.88%
33.17%
44.04%
2010 4 FINISH LINE INC -CL A
664.845
239.108
193.5
126.51
3
84.59
914.6945
72.78
1.0494903054
37.83%
18.92%
2010 1
JEWETT-CAMERON TRADING CO
19.595
5.296
7.375
15.9002
0.243
0.7697674419
2
8.19%
3.29%
2010 2 JEWETT-CAMERON TRADING CO
19.842
5.914
5.382
1.956
15.0631
0.9705423812
22.94%
26.66%
2010 3 JEWETT-CAMERON TRADING CO
21.625
9.613
5.887
1.936
12.488
16.73
0.757
1.7060963706
23.02%
24.75%
2010 4 JEWETT-CAMERON TRADING CO
21.659
11.214
6.266
14.034
15.8372
0.465
1.8454702543
20.09%
3.31%
2010 1
CENTRAL GARDEN & PET CO
1121.977
174.236
404.007
327.403
162.336
269.236
654.3744
117.635
0.569
33.15%
43.69%
2010 2 CENTRAL GARDEN & PET CO
1195.705
273.515
400.171
330.57
162.296
441.9
602.211
147.698
0.8313866982
38.11%
32.93
33.42%
2010 3 CENTRAL GARDEN & PET CO
1183.707
295.466
400.138
306.118
162.352
465.486
578.4087
119.869
0.9281343452
36.53%
25.75%
2010 4 CENTRAL GARDEN & PET CO
1130.884
236.396
400.106
285.964
165.281
346.99
638.0859
112.611
0.798
31.87%
36.63%
32.45%
2010 1
PATTERSON COMPANIES INC
2447.952
563.178
336.382
178.721
849.787
3308.32
180.472
1.8018611214
33.73%
34.70%
21.24%
2010 2 PATTERSON COMPANIES INC
255
0.047
571.769
306.675
182.83
857.414
3395.42
16
4.342
1.7782840401
33.31%
2010 3 PATTERSON COMPANIES INC
2503.585
537.86
323.27
185.572
824.65
4063.074
172.227
1.7076411433
34.78%
20.88%
2010 4 PATTERSON COMPANIES INC
2564.968
574.025
336.094
189.583
883.819
4203.381
210.033
1.74114753
35.05%
36.06%
23.76%
2010 1
BOOKS-A-MILLION INC
281.964
81.794
210.252
53.331
116.968
117.0088
91.642
0.3972877536
30.07%
20.23%
78.35%
2010 2 BOOKS-A-MILLION INC
279.453
80.373
203.143
53.948
115.668
101.3472
95.395
0.3888435999
82.47%
2010 3 BOOKS-A-MILLION INC
304.87
73.807
230.475
53.85
102.694
98.6409
114.415
0.3404240599
28.13%
111.41%
2010 4 BOOKS-A-MILLION INC
274.802
104.226
196.814
54.71
150.795
88.0243
0.4878478032
30.88%
21.75%
60.76%
2010 1
SPORT CHALET INC
138.35
57.147
99.396
32.457
79.687
29.0538
25.235
0.5811283532
24.62%
31.67%
2010 2 SPORT CHALET INC
131.615
63.755
93.708
29.989
88.763
28.1655
27.071
0.6603177562
28.17%
2
4.24%
3
0.50%
2010 3 SPORT CHALET INC
156.086
69.464
108.074
29.086
95.828
41.3986
45.495
0.6885054167
27.51%
47.48%
2010 4 SPORT CHALET INC
127.12
69.765
93.588
98.205
28.9955
21.606
0.6919003084
22.28
22.00%
2010 1
DESTINATION MATERNITY CORP
188.232
62.077
47.699
74.161
62.642
133.771
117.667
14.725
0.8112890684
53.59%
4
5.79%
1
1.01%
2010 2 DESTINATION MATERNITY CORP
193.321
59.742
47.428
77.064
60.949
16
0.426
0.7901074558
54.44%
44.16%
2010 3 DESTINATION MATERNITY CORP
200.594
62.383
42.175
71.87
59.417
142.034
160.6297
14.664
0.8377267783
5
6.08%
45.26%
10.32%
2010 4 DESTINATION MATERNITY CORP
205.154
55.964
39.327
80.735
58.702
124.257
208.9103
19.475
0.7334491006
54.96%
42.10%
15.67%
2010 1
SHOE CARNIVAL INC
326.622
126.676
20
0.157
60.879
18
9.457
364.4758
53.722
0.637188796
33.14%
28.36%
2010 2 SHOE CARNIVAL INC
349.844
115.341
238.147
61.503
165.394
27
7.481
79.016
0.5263059429
30.26%
20.52%
47.77%
2010 3 SHOE CARNIVAL INC
344.543
139.496
228.233
62.608
204.443
302.1426
58.668
0.5982074703
21.53%
2010 4 SHOE CARNIVAL INC
345.145
122.402
212.929
62.391
179.895
326.6753
55.219
0.5549072676
31.96%
22.66%
30.70%
2010 1
CHICOS FAS INC
1394.449
176.646
160.448
511.844
481.588
2661.0217
101.57
1.1817208761
63.32%
76.13%
21.09%
2010 2 CHICOS FAS INC
1386.986
182.891
146.899
527.477
465.371
1678.851
101.584
1.1901271202
60.70%
78.22%
21.83%
2010 3 CHICOS FAS INC
1409.909
184.373
179.11
527.9
483.022
1726.3012
100.65
1.131
61.83%
74.67%
2010 4 CHICOS FAS INC
1416.021
198.356
159.814
517.377
474.973
1942.6571
106.665
1.1705043018
76.40%
22.46%
2010 1
O’REILLY AUTOMOTIVE INC
4837.865
621.785
596.71
1903.108
1784.301
1280.067
5751.0582
794.676
0.3258552859
51.43%
48.39%
62.08%
2010 2 O’REILLY AUTOMOTIVE INC
4916.519
668.606
479.233
1932.479
1830.745
1381.241
6595.1452
854.659
0.3486329472
51.59%
48.65%
61.88%
2010 3 O’REILLY AUTOMOTIVE INC
5023.419
6
91.678
326.5
1
997.7
1891.56
1425.887
7411.824
943.147
0.3519813383
51.49%
48.64%
66.14%
2010 4 O’REILLY AUTOMOTIVE INC
5047.827
633.022
357.273
2023.488
1930.095
1310.33
8520.7909
895.736
0.3148418658
48.82%
2010 1
PETSMART INC
2398.449
931.123
533.893
596.66
1176.144
1395.153
3912.9747
198.28
1.605316672
33.26%
66.34%
14.21%
2010 2 PETSMART INC
2443.845
935.671
534.9
622.483
1158.509
1390.54
3
681.2
198.093
1.5349651353
32.71%
65.05%
14.25%
2010 3 PETSMART INC
2489.353
941.176
528.27
687.825
1150.286
1388.07
4397.9876
201.564
1.4365721647
32.20%
6
2.58%
14.52%
2010 4 PETSMART INC
2470.22
995.37
52
1.552
615.841
1132.435
152
0.034
4647.3981
136.276
1.5270322306
34.52%
64.77%
2010 1
TANDY LEATHER FACTORY INC
44.917
5.377
3.459
17.539
14.589
39.7527
1.614
0.3125708473
63.14%
35.28%
11.06%
2010 2 TANDY LEATHER FACTORY INC
45.794
18.11
14.35
42.4516
0.3029537995
62.37%
34.31%
1
1.86%
2010 3 TANDY LEATHER FACTORY INC
40.144
5.215
3.358
20.824
9.958
13.641
45.6392
2.567
0.2678892485
61.77%
2010 4 TANDY LEATHER FACTORY INC
40.596
6.678
3.308
20.236
10.285
17.313
47.9363
1.248
0.3252800779
61.43%
33.70%
7.21%
2010 1
SPARTAN STORES INC
756.33
45
0.548
175.714
127.545
245.568
577.237
310.415
121.864
3.6770573617
21.95%
65.82%
21.11%
2010 2 SPARTAN STORES INC
773.97
466.858
170.188
128.623
246.391
602.056
328.077
13
1.933
3.6449361357
65.70%
21.91%
2010 3 SPARTAN STORES INC
763.498
617.493
170.886
134.588
238.285
383.6124
122.377
4.6919999544
21.07%
63.91%
15.64%
2010 4 SPARTAN STORES INC
751.396
441.65
170.711
103.814
241.448
571.471
334.535
100.919
3.7050863667
2
2.72%
69.93%
17.66%
2010 1
BARNES & NOBLE INC
4059.854
1044.142
1787.683
779.866
1395.842
723.5704
1267.786
0.6613110292
25.20%
30.37%
90.8
2010 2 BARNES & NOBLE INC
4019.266
1454.027
526.9
1761.118
756.445
1904.147
85
1.927
1318.744
0.8194469062
69.26%
2010 3 BARNES & NOBLE INC
3996.62
1710.107
454.4
1615.874
732.371
2323.779
896.3483
1244.363
1.0127989643
26.41%
31.19%
53.55%
2010 4 BARNES & NOBLE INC
3596.466
997.436
463.1
1375.362
704.651
1374.797
627.0345
949.01
0.6669055869
27.45%
69.03%
2010 1
COSTCO WHOLESALE CORP
23478
14897
2135
6223
11115
17299
26319.9608
6317
2.5622635019
13.89%
64.11%
36.52%
2010 2 COSTCO WHOLESALE CORP
23366
16211
2134
5365
11105
18742
26849.9076
2.7978943735
13.50%
67.43%
2010 3 COSTCO WHOLESALE CORP
23899
15314
5546
11058
17780
25663.4938
5975
2.8070754285
13.87%
66.60%
33.61%
2010 4 COSTCO WHOLESALE CORP
23815
20778
2308
11314
24125
24493.315
5947
3.7156652361
66.74%
24.65%
2010 1
URBAN OUTFITTERS INC
1708.178
254.828
221.984
548.575
479.961
6361.7626
100.439
1.2488079311
46.91%
71.19%
20.93%
2010 2 URBAN OUTFITTERS INC
1727.067
292.674
243.203
559.945
552.159
5406.096
92.151
1.2583068744
46.99%
16.69%
2010 3 URBAN OUTFITTERS INC
1721.971
311.794
289.256
582.786
573.592
5046.9429
114.967
1.171
1474
45.64%
66.83%
2010 4 URBAN OUTFITTERS INC
1794.321
377.081
229.561
586.346
668.39
5560.4477
82.904
1.4536185206
43.58%
71.86%
2010 1
SCHNITZER STEEL INDS -CL A
1295.875
335.761
144.798
242.969
431.067
394.282
1238.9189
59.829
1.571091001
14.84%
63.95%
2010 2 SCHNITZER STEEL INDS -CL A
1268.928
480.323
100.143
203.564
429.545
564.328
1268.1152
69.539
2.1513
67.85%
12.32%
2010 3 SCHNITZER STEEL INDS -CL A
1350.158
582.893
99.371
291.273
438.354
703.54
1390.2613
90.972
2.3558990132
17.15%
60.08%
12.93%
2010 4 SCHNITZER STEEL INDS -CL A
1343.418
557.278
99.24
268.103
460.81
639.09
1213.105
91.879
1.9924987844
12.80%
63.22%
14.38%
2010 1
WEST MARINE INC
341.004
80.558
242.809
55.051
109.559
243.1485
51.768
0.3666393592
26.47%
18.48%
47.25%
2010 2 WEST MARINE INC
332.89
147.109
240.129
55.223
233.39
244.8
40.665
0.6092252008
3
6.97%
18.70%
2010 3 WEST MARINE INC
329.43
119.251
208.938
54.665
17
2.544
229.3112
0.5311056034
20.74%
19.08%
2010 4 WEST MARINE INC
308.886
85.317
201.588
56.483
107.3
239.3725
0.4156472428
20.49%
21.89%
27.40%
2010 1
NAVARRE CORP
165.22
84.214
11.292
98.792
79.2844
65.614
3.2965630627
31.27%
66.42%
2010 2 NAVARRE CORP
181.957
103.098
0.055
27.694
10.548
120.476
94.5958
74.512
3.9264957916
14.42%
27.58%
61.85%
2010 3 NAVARRE CORP
199.015
129.372
0.042
28.469
9.758
147.325
78.2384
92.64
4.6070188558
25.53%
62.88%
2010 4 NAVARRE CORP
173.866
108.546
24.913
9.299
124.304
69.4982
80.379
4.0667640778
12.68%
64.66%
2010 1
TRACTOR SUPPLY CO
1340.543
479.986
1.324
755.617
365.838
710.917
2107.4472
394.955
0.7074921179
3
2.48%
32.62%
55.56%
2010 2 TRACTOR SUPPLY CO
1363.243
705.527
1.238
702.405
3
72.542
1065.656
2213.7597
289.538
0.9677864943
33.79%
2010 3 TRACTOR SUPPLY CO
1428.058
553.426
1.151
758.683
385.223
829.114
2887.1687
348.61
0.7575532754
33.25%
33.68%
42.05%
2010 4 TRACTOR SUPPLY CO
1463.474
695.732
1.316
736.52
395.789
1032.649
3528.9082
247.388
0.9306187855
32.63%
34.95%
23.96%
2010 1
OLYMPIC STEEL INC
381.799
132.536
129.274
112.556
167.901
355.33
71.14
1.1001714141
21.06%
46.54%
42.37%
2010 2 OLYMPIC STEEL INC
392.913
169.41
159.82
113.468
212.756
250.2582
87.244
1.172006337
20.37%
41.01%
2010 3 OLYMPIC STEEL INC
415.368
50.05
181.348
114.613
209.185
250.4761
76.254
1.006
17.91%
38.73%
36.45%
2010 4 OLYMPIC STEEL INC
429.438
176.722
55.235
200.606
118.234
215.201
312.1244
81.645
0.9253575038
17.88%
37.08%
2010 1
SCANSOURCE INC
78
1.187
436.008
30.429
269.695
2
0.191
488.423
752.4341
25
0.442
1.7923391241
10.73%
51.28%
2010 2 SCANSOURCE INC
824.878
490.807
308.996
20.531
548.112
709.953
276.301
1.6962662284
10.45%
5
0.41%
2010 3 SCANSOURCE INC
786.797
440.661
312.532
22.677
496.102
766.8719
225.695
1.4179924316
11.18%
4
5.49%
2010 4 SCANSOURCE INC
859.75
524.476
346.61
23.528
582.342
665.7058
287.864
1.5913900191
49.43%
2010 1
AMERN EAGLE OUTFITTERS INC
19
75.19
390.766
326.417
677.88
648.462
34
52.89
143.477
1.1970695589
67.50%
22.13%
2010 2 AMERN EAGLE OUTFITTERS INC
1849.703
411.794
349.091
657.131
651.502
2407.0851
144.929
1.219
65.31%
22.25%
2010 3 AMERN EAGLE OUTFITTERS INC
1909.124
439.198
409.509
652.361
751.507
3134.8417
196.504
1.1579172159
41.56%
6
1.44%
2
6.15%
2010 4 AMERN EAGLE OUTFITTERS INC
1879.998
554.842
301.208
643.12
916.088
2810.5324
167.723
1.561
68.10%
18.31%
2010 1
PSS WORLD MEDICAL INC
872.727
33
1.009
189.746
217.5
103.737
478.856
1
200.9
125.155
1.51695993
26.14%
2010 2 PSS WORLD MEDICAL INC
877.688
339.065
191.667
220.846
101.269
496.189
117
4.403
137.431
1.547
31.44%
27.70%
2010 3 PSS WORLD MEDICAL INC
922.547
352.191
193.645
240.211
101.958
51
0.086
1249.893
149.698
1.5277547028
30.95%
29.80%
29.35%
2010 4 PSS WORLD MEDICAL INC
951.672
376.753
195.662
213.211
102.401
549.658
1503.8219
128.057
1.661
23.30%
2010 1
EURO GROUP OF COMPANIES INC
0.533
1.193
0.092
0.071
14.7779
3.5611940299
-288
2.50%
43.56%
2530.00%
2010 2 EURO GROUP OF COMPANIES INC 0.517
0.142
5.7631
1.5434782609
-6
47.37%
36.99%
5326.32%
2010 3 EURO GROUP OF COMPANIES INC 0.546 0.179
2.277
0.036
11.5261
2.0813953488
-84.54%
31.03%
1039.18%
2010 4 EURO GROUP OF COMPANIES INC 0.541 0.084
3.386
0.078
0.018
1.2677
1.0632911392
-3
20.00%
18.75%
5045.00%
2010 1
RELIANCE STEEL & ALUMINUM CO
4571.701
1083.19
931.428
845.275
982.505
14
54.07
364
8.139
299.294
1.3841003329
25.51%
53.75%
20.58%
2010 2 RELIANCE STEEL & ALUMINUM CO
4618.52
1211.038
923.446
896.66
982.888
1620.585
2684.4629
29
1.704
1.3904514233
25.27%
52.29%
2010 3 RELIANCE STEEL & ALUMINUM CO
4817.523
1264.917
94
4.231
921.225
985.36
1653.798
3094.0265
326.359
1.3916358846
51.68%
19.73%
2010 4 RELIANCE STEEL & ALUMINUM CO
4668.893
1198.302
857.789
860.215
1025.305
1584.337
3814.0529
244.988
1.3453183941
54.38%
15.46%
2010 1
TESSCO TECHNOLOGIES INC
166.175
108.589
3.194
20.906
141.953
123.4965
76.917
2.2187736254
23.50%
54.18%
2010 2 TESSCO TECHNOLOGIES INC
184.718
127.171
3.095
57.577
21.394
165.026
113.6579
9
0.025
2.3024251586
27.09%
54.55%
2010 3 TESSCO TECHNOLOGIES INC
179.308
132.996
49.849
21.761
167.94
120.4544
82.131
2.4760486288
20.81%
48.90%
2010 4 TESSCO TECHNOLOGIES INC
161.161
98.736
21.148
85.8475
62.913
2.066492952
24.22%
31.63%
48.28%
2010 1
NUTRISYSTEM INC
185.78
72.139
40.55
25.076
158.83
559.2985
39.043
1.5587174002
5
4.58%
38.21%
24.58%
2010 2 NUTRISYSTEM INC
1
76.55
61.792
23.893
33.868
141.634
6
98.867
41.948
1.9177257421
58.63%
29.62%
2010 3 NUTRISYSTEM INC
134.34
52.654
33.538
121.189
540.6055
26.672
2.5923245452
56.55%
66.72%
2010 4 NUTRISYSTEM INC
149.953
38.221
28.747
34.324
87.862
590.943
26.435
1.6808936385
56.50%
54.42%
30.09%
2010 1
PANTRY INC
2113.055
1314.522
1226.637
125.177
1014.035
1507.798
308.0038
145.704
10.528768407
12.82%
89.01%
2010 2 PANTRY INC
1895.712
1265.234
1225.65
136.214
1006.19
1468.842
283.6104
154.335
9.6807770734
13.86%
88.08%
10.51%
2010 3 PANTRY INC
1914.305
1426.985
1209.859
133.453
1002.151
1667.824
320.6356
160.621
1
0.583
14.44%
88.25%
9.63%
2010 4 PANTRY INC
1896.45
1488.872
1203.332
130.949
1005.152
1723.298
548.165
144.358
11.2621840985
13.60%
8
8.47%
2010 1
INSIGHT ENTERPRISES INC
1494.738
879.833
82.127
121.831
144.869
1034.621
663.7479
61
3.001
7.1170368093
14.96%
2010 2 INSIGHT ENTERPRISES INC
1621.048
1083.831
124.01
143.222
12
66.913
608.8474
716.25
8.8173331544
14.45%
56.54%
2010 3 INSIGHT ENTERPRISES INC
1477.199
1005.057
166.37
152.981
142.973
1169.197
725.8763
478.997
7.2569650277
14.04%
48.31%
2010 4 INSIGHT ENTERPRISES INC
1803.283
1165.716
91.619
157.411
141.399
1339.199
609.637
746.576
7.51125029
12.95%
55.75%
2010 1
DOLLAR TREE INC
2142.7
836.8
719.4
1352.6
5149.056
1.2061981982
38.13%
19.12%
2010 2 DOLLAR TREE INC
2257.3
751.6
724.1
1377.9
5646.368
288.6
1.1717946961
37.95%
49.07%
2010 3 DOLLAR TREE INC
2362.1
881.7
934.9
741.4
1426.6
6444.536
303.2
1.045597391
38.20%
2010 4 DOLLAR TREE INC
2380.5
1035.3
803.1
741.1
1725.3
6241.2685
261.4
1.1913693901
39.99%
4
7.99%
15.15%
2010 1
AMERISOURCEBERGEN CORP
13556.271
18770.874
1375.256
5361.851
641.909
19335.859
7399.3178
8225.557
3.632
10.69%
42.54%
2010 2 AMERISOURCEBERGEN CORP
13822.288
18685.373
1358.505
4980.895
665.801
19300.627
8143.2647
8434.934
3.6132325013
43.70%
2010 3 AMERISOURCEBERGEN CORP
1400
3.785
19029.708
1359.681
5096.601
688.184
19602.12
8927.5603
8452.112
3.776673888
11.90%
43.12%
2010 4 AMERISOURCEBERGEN CORP
14434.843
19119.333
1343.158
5210.098
711.712
19715.373
8508.7939
8833.285
3.7
1007
12.02%
44.80%
2010 1
PCM INC
265.978
249.996
5.209
42.821
17.851
289.854
62.3088
85.505
4.4888629528
29.42%
2010 2 PCM INC
314.307
274.526
52.887
21.689
316.983
48.904
103.25
5.7367409203
13.39%
29.08%
32.57%
2010 3 PCM INC
30
2.587
290.591
56.153
336.099
77.4085
5.3299889949
13.54%
28.32%
2010 4 PCM INC
334.091
373.749
63.583
21.851
425.378
91.9679
124.851
6.2428843456
12.14%
2010 1
TAITRON COMPONENTS -CL A
21.409
12.064
8.3842
0.706
0.0928152312
31.45%
2010 2 TAITRON COMPONENTS -CL A
22.233
12.08
5.072
6.5926
1.086
0.0970013254
29.57%
61.15%
2010 3 TAITRON COMPONENTS -CL A
22.119
12.409
5.8164
0.1102535832
33.66%
28.80%
2010 4 TAITRON COMPONENTS -CL A
21.867
1.113
12.414
1.728
8.7532
0.0896748983
2010 1
SYSTEMAX INC
790.257
786.655
0.991
366.967
64.772
915.237
796.6406
315.391
2.1473006393
14.05%
15.00%
2010 2 SYSTEMAX INC
797.544
689.646
380.487
6
2.622
805.875
552.7224
316.954
1.8453202471
14.13%
2010 3 SYSTEMAX INC
858.344
743.779
1.073
429.365
70.65
862.705
450.4058
338.995
1.8368269758
13.79%
39.29%
2010 4 SYSTEMAX INC
894.1
865.825
370.375
73.765
1006.172
518.2455
377.03
2.1652662115
13.95%
16.61%
37.47%
2010 1
WAYSIDE TECHNOLOGY GROUP INC
52.379
36.312
0.444
40.358
44.1005
26.199
33.0559854347
10.03%
64.92%
2010 2 WAYSIDE TECHNOLOGY GROUP INC 57.61
43.684
0.412
48.442
43.4997
30.929
34.3157894737
9.82%
23.84%
63.85%
2010 3 WAYSIDE TECHNOLOGY GROUP INC
59.132
47.783
0.159
52.994
47.8578
31.162
38.1958433253
33.45%
58.80%
2010 4 WAYSIDE TECHNOLOGY GROUP INC
68.683
58.624
1.164
64.936
53.7248
38.998
49.8927659574
31.89%
60.06%
2010 1
AMCON DISTRIBUTING CO
87.036
145.113
31.335
32.948
11.642
162.341
37.9442
13.915
4.3039164801
10.61%
26.11%
8.57%
2010 2 AMCON DISTRIBUTING CO
91.524
136.758
31.419
35.326
11.864
153.699
34.321
16.454
4.0061516829
11.02%
10.71%
2010 3 AMCON DISTRIBUTING CO
102.013
160.034
33.916
41.309
11.781
179.163
32.7448
18.648
4.1765250864
10.68%
22.19%
10.41%
2010 4 AMCON DISTRIBUTING CO
9
2.067
161.125
24.043
35.006
11.855
179.535
35.609
16.65
4.2226298893
10.25%
25.30%
2010 1
AMERICAN POWER GROUP CORP
10.219
15.877
0.434
-32.27%
4
0.75%
68.18%
2010 2 AMERICAN POWER GROUP CORP
8.192
12.2518
0.469
0.1703296703
12.50%
189.11%
2010 3 AMERICAN POWER GROUP CORP
7.396
0.507
1.429
1
6.059
0.1834862385
22.58%
40.93%
205.16%
2010 4 AMERICAN POWER GROUP CORP
6.927
1.135
15.2847
0.8498498498
28.22%
2010 1
POOL CORP
827.862
19
0.851
242.15
382.38
32.206
269.833
1119.299
251.59
0.5172758664
29.27%
93.24%
2010 2 POOL CORP
879.871
45
4.196
242.131
331.537
32.162
647.467
1086.0922
221.374
1.272
29.85%
2010 3 POOL CORP
765.049
321.381
219.2
306.609
31.328
455.02
997.2181
127.995
1.0072334544
29.37%
2010 4 POOL CORP
728.545
198.7
347.439
30.685
241.426
111
0.748
169.7
0.5052228583
31.56%
70.29%
2010 1
SCHEIN (HENRY) INC
4262.631
1222.705
522.882
806.115
249.72
1760.31
5378.6891
483.299
1.5464417567
30.54%
23.65%
27.46%
2010 2 SCHEIN (HENRY) INC
4417.665
1277.985
523.421
797.603
248.233
1849.401
5024.1186
504.248
1.593777709
30.90%
27.27%
2010 3 SCHEIN (HENRY) INC
4604.459
1330.889
383.495
849.541
254.004
1893.511
5410.8003
532.274
1.6159959299
29.71%
28.11%
2010 4 SCHEIN (HENRY) INC
4547.471
1423.121
395.309
870.206
252.573
2023.568
5644.1352
590.029
1.6550353046
22.50%
2010 1
MSC INDUSTRIAL DIRECT -CL A
1184.072
202.541
18.822
243.283
132.328
384.817
2898.585
58.432
0.8268127005
15.18%
2010 2 MSC INDUSTRIAL DIRECT -CL A
1197.066
210.069
242.812
135.352
395.482
2879.4772
64.751
0.8643125315
46.88%
35.79%
2010 3 MSC INDUSTRIAL DIRECT -CL A
1161.02
239.204
266.066
139.697
450.381
3292.4749
75.47
0.9401231729
46.89%
2010 4 MSC INDUSTRIAL DIRECT -CL A
1153.323
247.239
285.985
143.609
461.361
2797.9709
0.8957107224
46.41%
33.43%
2010 1
STAR GAS PARTNERS -LP
654.416
260.187
133.059
72.023
37.727
348.819
293.4473
25.217
3.8643833684
34.38%
2010 2 STAR GAS PARTNERS -LP
609.155
404.23
82.827
37.324
551.732
304.139
17.136
6.1143673945
26.73%
38.27%
2010 3 STAR GAS PARTNERS -LP
58
0.022
133.411
82.797
62.851
4
3.971
176.761
297.6746
15.788
2.1683854662
24.52%
41.16%
2010 4 STAR GAS PARTNERS -LP
582.508
106.219
66.734
44.712
135.464
317.9497
16.626
1.6393718409
40.12%
12.27%
2010 1
AMERIGAS PARTNERS -LP
1812.644
389.574
784.146
119.85
637.325
656.595
2243.9732
217.238
3.7496895905
4
0.67%
84.17%
33.09%
2010 2 AMERIGAS PARTNERS -LP
1805.307
540.152
784.369
115.806
636.949
886.101
2288.1271
155.495
4.584
2414
84.62%
2010 3 AMERIGAS PARTNERS -LP
1659.346
236.493
770.703
95.885
634.882
396.6
2361.201
101.709
2.2343226684
40.37%
86.88%
25.64%
2010 4 AMERIGAS PARTNERS -LP
1696.219
230.557
771.279
114.122
642.778
381.033
2558.1581
132.927
2.1957077621
39.49%
84.92%
34.89%
2010 1
INDUSTRIAL SERVICES AMER INC
75.558
67.022
29.317
26.565
74.169
70.7413
2.8963699222
57.23%
19.36%
2010 2 INDUSTRIAL SERVICES AMER INC
85.656
84.194
28.79
25.815
26.613
92.815
72.5023
22.748
3.6872208111
24.51%
2010 3 INDUSTRIAL SERVICES AMER INC
107.285
68.231
4
7.541
30.873
26.447
104.3533
14.707
2.407
10.87%
46.14%
19.21%
2010 4 INDUSTRIAL SERVICES AMER INC
106.162
92.387
43.623
34.312
27.554
99.472
83.5374
1
1.406
2.8346091892
7.12%
44.54%
11.47%
2010 1
SUBURBAN PROPANE PRTNRS -LP
994.645
224.853
349.449
86.027
354.744
301.432
1661.312
60.349
2.8793161955
80.48%
20.02%
2010 2 SUBURBAN PROPANE PRTNRS -LP
1030.212
326.967
347.845
66.384
351.348
469.163
1675.9221
46.186
4.2905958231
84.11%
9.84%
2010 3 SUBURBAN PROPANE PRTNRS -LP
986.443
175.261
347.899
54.823
350.153
198.07
1653.2356
31.037
2.891928684
11.52%
86.46%
2010 4 SUBURBAN PROPANE PRTNRS -LP
970.26
160.937
347.953
61.047
350.42
168.029
1922.3587
39.886
2.7778890135
85.16%
2010 1
RUSH ENTERPRISES INC
1007.31
241.225
174.154
294.269
355.636
299.288
481.9861
30.142
0.8550681999
19.40%
54.72%
10.07%
2010 2 RUSH ENTERPRISES INC
1102.533
260.66
208.583
308.891
410.098
329.839
480.2701
38.686
0.8643146097
57.04%
11.73%
2010 3 RUSH ENTERPRISES INC
1144.724
327.644
223.329
335.995
414.754
405.841
556.0529
37.533
1.0161299827
55.25%
2010 4 RUSH ENTERPRISES INC
1167.933
383.508
224.081
321.933
445.919
462.959
741.1206
37.933
1.1658053769
17.16%
58.07%
2010 1
BIOSCRIP INC
714.563
294.666
316.69
60.406
22.514
335.068
423.5819
83.718
5.2778205656
12.06%
27.15%
24.99%
2010 2 BIOSCRIP INC
718.706
336.183
315.928
54.088
22.982
412.03
279.6588
74.193
5.872499869
18.41%
29.82%
18.01%
2010 3 BIOSCRIP INC
7
43.88
363.366
314.752
66.322
22.723
441.153
277.0301
89.38
6.0354787808
25.52%
2010 4 BIOSCRIP INC
663.986
37
5.435
225.117
66.509
23.919
450.372
283.0424
83.851
5.6528220069
26.45%
18.62%
2010 1
ABERCROMBIE & FITCH -CL A
2738.596
199.651
7
0.603
316.447
1209.345
687.804
3856.8548
148.439
0.6367518642
70.97%
79.26%
2010 2 ABERCROMBIE & FITCH -CL A
2856.863
204.784
75.967
480.128
1204.349
745.798
3259.8072
205.025
0.5141612529
72.54%
71.50%
2010 3 ABERCROMBIE & FITCH -CL A
2922.777
265.995
81.67
511.821
1220.103
885.779
3763.5795
202.044
0.5363078142
69.97%
70.45%
2010 4 ABERCROMBIE & FITCH -CL A
2947.902
357.013
68.566
385.857
1149.583
1149.396
4398.0709
137.235
0.7954143914
68.94%
74.87%
11.94%
2010 1
EMPIRE RESOURCES INC
163.19
111.825
108.367
120.126
15.1101
23.158
1.0009667284
2010 2 EMPIRE RESOURCES INC
171.004
107.021
1.698
105.074
4.137
114.822
29.8743
1.0028157664
18.71%
2010 3 EMPIRE RESOURCES INC
174.149
116.357
117.147
124.952
33.7662
21.346
1.0472187597
17.08%
2010 4 EMPIRE RESOURCES INC
190.124
99.208
1.621
132.196
4.078
105.113
48.1468
0.7957552448
2.99%
29.95%
2010 1
PENSKE AUTOMOTIVE GROUP INC
3916.175
2024.135
862.785
1384.231
720.575
2424.187
1328.6876
213.541
1.5045063426
34.23%
2010 2 PENSKE AUTOMOTIVE GROUP INC
3838.663
218
8.655
844.292
1364.718
707.832
2603.81
1046.7331
209.535
1.5923576611
34.15%
8.05%
2010 3 PENSKE AUTOMOTIVE GROUP INC
3975.597
2218.104
837.976
1437.939
731.813
2630.084
1215.588
210.999
1.582
15.66%
2010 4 PENSKE AUTOMOTIVE GROUP INC
4069.832
2253.376
769.285
1524.226
739.847
267
0.304
1604.382
261.986
1.5214385424
15.61%
32.68%
9.81%
2010 1
STAGE STORES INC
823.132
235.83
34.844
349.195
335.382
340.042
590.1903
128.93
0.7194819657
30.65%
48.99%
37.92%
2010 2 STAGE STORES INC
812.166
226.339
31.491
338.899
327.87
3
45.01
420.926
115.012
0.6578723256
2010 3 STAGE STORES INC
854.132
240.754
28.449
420.078
326.056
331.85
487.9047
184.171
0.6344171167
55.50%
2010 4 STAGE STORES INC
796.084
288.426
25.002
325.501
317.954
45
3.679
564.789
95.365
0.773
36.43%
49.41%
21.02%
2010 1
INGRAM MICRO INC
7721.911
7638.528
251.964
2579.494
221.225
8095.954
2902.6647
3832.647
3.0076562358
47.34%
2010 2 INGRAM MICRO INC
7692.468
7702.805
254.317
2645.951
223.534
8156.328
2380.0755
3997.943
2.9481910153
49.02%
2010 3 INGRAM MICRO INC
8478.833
7984.718
535.866
2875.714
228.561
8453.835
2643.6649
4133.282
2.8921414102
48.89%
2010 4 INGRAM MICRO INC
9084.032
9318.205
531.127
2914.525
247.395
9882.867
3030.4421
4593.694
3.2185908043
2010 1
UNITED NATURAL FOODS INC
1125.941
713.517
52.601
412.6
245.797
884.768
1038.5141
205.756
1.8313832839
37.33%
2010 2 UNITED NATURAL FOODS INC
1101.848
724.905
51.344
393.596
245.8
898.217
1170.9351
172.323
1.798
19.30%
38.44%
2010 3 UNITED NATURAL FOODS INC
1167.53
796.424
49.692
438.752
254.603
985.694
1328.7603
198.623
1.9136803356
19.20%
36.72%
20.15%
2010 4 UNITED NATURAL FOODS INC
125
0.799
797.879
48.433
439.702
279.255
988.46
1468.3006
192.331
1.8165527165
38.84%
19.46%
2010 1
EPLUS INC
386.234
151.185
46.966
1
3.448
189.017
142.31
92.485
13.282814971
64.52%
2010 2 EPLUS INC
39
0.804
189.074
11.447
22.752
232.892
176.4263
89.221
15.1897168106
18.81%
66.53%
38.31%
2010 3 EPLUS INC
40
2.433
18
5.004
34.782
21.655
26.084
229.979
200.2072
97.842
11.1778140294
19.56%
54.64%
2010 4 EPLUS INC
389.576
25.837
9.062
23.806
66.502
226.6906
85.916
1.6822606374
72.43%
129.19%
2010 1
NU SKIN ENTERPRISES -CL A
770.81
57.545
114.653
114.473
80.308
364.124
1824.57
28.979
0.52281792
84.20%
41.23%
7.96%
2010 2 NU SKIN ENTERPRISES -CL A
772.567
60.219
113.258
113.819
88.979
388.362
1550.646
28.385
0.527
8
4.49%
43.88%
2010 3 NU SKIN ENTERPRISES -CL A
819.71
61.188
118.283
383.553
1785.6
28.763
0.52725095
84.05%
44.65%
2010 4 NU SKIN ENTERPRISES -CL A
892.224
63.863
133.013
114.475
133.722
401.22
1879.146
25.48
0.5487502041
84.08%
53.88%
6.35%
2010 1
GENESIS ENERGY -LP
1147.976
436.713
378.4
47.928
279.766
466.531
771.5311
120.755
9.9104298098
85.37%
25.88%
2010 2 GENESIS ENERGY -LP
1174.451
417.894
404.9
83.156
274.501
456.538
758.0719
123.035
6.3759726588
76.75%
2
6.95%
2010 3 GENESIS ENERGY -LP
1179.497
541.762
64.581
269.802
576.012
931.0627
13
9.603
7.334141075
80.69%
2010 4 GENESIS ENERGY -LP
1506.735
565.364
55.428
265.056
602.243
1705.836
165.978
9.4220266813
82.70%
27.56%
2010 1
SMF ENERGY CORP
28.789
33.792
8.166
38.125
14.633
5.252
16.4397956702
79.14%
13.78%
2010 2 SMF ENERGY CORP 28.022
36.849
4.383
4
0.458
12.3221
18.041126071
80.30%
2010 3 SMF ENERGY CORP
29.672
3
9.565
43.181
11.0385
7.009
20.5053122571
79.66%
16.23%
2010 4 SMF ENERGY CORP
29.578
43.021
3.883
1.744
7.226
47.549
10.4395
7.301
23.4446866485
9.52%
80.56%
15.35%
2010 1
LITHIA MOTORS INC -CL A
921.5
234.048
367.663
380.169
455.382
165.5872
1.0520437698
50.84%
2010 2 LITHIA MOTORS INC -CL A
909.292
428.856
232.672
369.003
363.257
5
22.353
160.6862
26.437
1.1643159858
17.90%
2010 3 LITHIA MOTORS INC -CL A
955.089
456.772
279.789
401.159
362.99
556.169
250.1647
24.957
1.1861712211
47.50%
2010 4 LITHIA MOTORS INC -CL A
971.676
446.301
268.693
415.228
362.433
538.084
375.6127
23.747
1.0933564596
1
7.06%
4.41%
2010 1
DXP ENTERPRISES INC
274.423
102.8
98.065
70.112
15.955
146.992
165.4992
53.636
1.4410657846
18.54%
2010 2 DXP ENTERPRISES INC 305.931
116.907
99.931
68.036
15.896
167.292
214.7806
60.513
1.6924892145
2010 3 DXP ENTERPRISES INC
309.611
120.943
98.492
70.873
15.501
172.249
263.7081
54.361
1.7413270558
29.79%
17.95%
2010 4 DXP ENTERPRISES INC
320.624
117.574
103.621
75.887
14.917
169.669
337.92
55.019
1.6022621968
16.43%
32.43%
2010 1
COLDWATER CREEK INC
579.591
136.572
11.738
172.004
287.674
243.086
652.9388
96.709
0.8188997152
2010 2 COLDWATER CREEK INC
570.366
153.124
11.616
16
6.392
281.386
253.498
3
61.914
91.555
0.9049988771
39.60%
2010 3 COLDWATER CREEK INC
585.725
145.501
12.222
197.49
276.298
232.412
311.3846
124.134
0.7997152923
37.40%
58.32%
53.41%
2010 4 COLDWATER CREEK INC
506.723
175.29
12.241
156.481
259.349
252.105
269.1837
76.354
0.9904201192
30.47%
2010 1
CARMAX INC
6371.95
1961.332
3727.044
894.665
886.652
2366.807
4861.327
251.162
2.2182296073
17.13%
49.78%
2010 2 CARMAX INC
6577.179
2032.946
3895.792
929.17
88
0.197
2449.284
4460.6927
236.997
2.2293091206
2010 3 CARMAX INC
6695.392
1859.51
3915.396
1002.982
893.421
2227.774
7419.0816
218.037
1.924807158
16.53%
47.11%
2010 4 CARMAX INC
6839.909
1967.717
3909.492
1049.477
92
0.045
2358.272
7
989.5
269.763
1.9174239291
16.56%
46.71%
11.44%
2010 1
EASTERN ASTERIA INC
21.338
0.653
2.507
15.011
1.7738
0.148
0.042507486
86.95%
2.96%
2010 2 EASTERN ASTERIA INC
2
3.348
16.516
1.1086
0.093
0.1585942208
2010 3 EASTERN ASTERIA INC
23.882
17.676
0.149
0.6652
0.2322765559
33.82%
2010 4 EASTERN ASTERIA INC
24.306
17.634
5.984
0.2217
0.155
0.0393656188
88.39%
1.66%
2010 1
AMAZON.COM INC
5382
7131
60553.42
2.6970684039
24.53%
44.10%
50.75%
2010 2 AMAZON.COM INC
12397
4827
1704
6566
48948.48
3545
2.5675531915
46.76%
2010 3 AMAZON.COM INC 14162
5636
7560
70519.94
4614
2.5301907969
25.45%
61.03%
2010 4 AMAZON.COM INC
18797
10148
12947
81180
8051
3.550113696
21.62%
42.98%
62.18%
2010 1
G WILLI-FOOD INTL LTD
95.894
17.709
15.133
13.155
80.901
12.492
1.31
16320
31.01%
46.50%
2010 2 G WILLI-FOOD INTL LTD
91.249
0.013
11.918
12.641
20.096
79.272
9.749
1.0616982736
51.47%
48.51%
2010 3 G WILLI-FOOD INTL LTD
99.075
11.509
1
4.092
24.555
86.8736
10.067
1.4214368037
32.19%
55.04%
41.00%
2010 4 G WILLI-FOOD INTL LTD
103.501
19.408
14.326
27.846
87.9595
9.102
1.7556651138
30.30%
57.47%
32.69%
2010 1
BLUEFLY INC
44.701
11.245
3.255
67.1717
0.597486783
44.44%
14.01%
25.44%
2010 2 BLUEFLY INC
42.231
11.953
23.417
3.128
20.545
4
9.214
0.5509564416
41.82%
11.78%
2010 3 BLUEFLY INC
45.756
11.686
30.236
3.154
19.202
56.5961
0.4356140384
39.14%
44.37%
2010 4 BLUEFLY INC
42.144
17.969
25.128
28.576
71.1142
4.515
0.6491221733
37.12%
11.14%
15.80%
2010 1
PRICESMART INC
517.2
258.635
42.795
147.39
236.857
315.419
558.9273
113.28
1.9650801007
35.91%
2010 2 PRICESMART INC
530.103
302.175
47.127
124.077
251.398
366.121
632.3149
11
3.097
2.2262374432
17.47%
66.95%
2010 3 PRICESMART INC
547.585
285.186
5
0.151
259.619
348.617
716.8426
113.494
2.2181724846
18.20%
66.11%
2010 4 PRICESMART INC
572.565
299.008
5
3.005
131.19
265.544
365.734
771.6674
124.401
2.2630776275
18.24%
66.93%
34.01%
2010 1
PETMED EXPRESS INC
115.16
47.143
15.785
4.209
74.369
409.0262
2.1022988249
36.61%
21.05%
2010 2 PETMED EXPRESS INC 108.589
38.915
14.735
3.909
61.245
399.875
4.331
2.5501310616
36.46%
2010 3 PETMED EXPRESS INC
108.26
28.193
14.885
3.739
45.118
405.7652
3.085
1.903646185
20.08%
6.84%
2010 4 PETMED EXPRESS INC
106.287
33.435
3.433
50.91
354.1697
1.6707058089
12.01%
2010 1
CHILDRENS PLACE RETAIL STRS
874.58
242.429
182.356
315.567
422.133
12
69.168
45.588
1.247759166
42.57%
63.38%
2010 2 CHILDRENS PLACE RETAIL STRS
892.525
231.727
214.301
318.255
345.301
1164.3507
68.564
1.1683999022
32.89%
59.76%
19.86%
2010 3 CHILDRENS PLACE RETAIL STRS
875.443
271.052
232.902
317.564
453.395
1154.0636
79.626
1.2122101149
40.22%
57.69%
17.56%
2010 4 CHILDRENS PLACE RETAIL STRS
854.331
265.643
210.523
320.601
453.17
1094.837
1.1981417376
41.38%
60.36%
11.19
2010 1
GROUP 1 AUTOMOTIVE INC
2066.813
986.632
430.686
654.66
480.285
1191.153
781.7807
97.141
1.5768413533
17.17%
42.32%
2010 2 GROUP 1 AUTOMOTIVE INC
2099.257
1191.857
421.277
696.994
454.42
1418.509
561.0023
91.904
1.7635533946
15.98%
2010 3 GROUP 1 AUTOMOTIVE INC
2201.512
1232.916
431.643
757.201
458.303
1461.755
709.0225
84.864
1.69566805
37.70%
5.81%
2010 4 GROUP 1 AUTOMOTIVE INC
2201.964
1220.731
412.95
777.771
506.288
1437.752
993.5957
92.799
1.5905580037
15.09%
2010 1
SONIC AUTOMOTIVE INC -CL A
2278.504
1277.787
562.52
830.255
382.375
154
3.666
577.588
54.715
1.572
17.22%
31.53%
2010 2 SONIC AUTOMOTIVE INC -CL A
2100.802
1439.55
550.182
868.686
386.289
1722.025
450.9066
53.188
1.6946438988
16.40%
2010 3 SONIC AUTOMOTIVE INC -CL A
2072.101
1488.461
529.632
863.917
392.173
1770.26
517.9132
47.968
1.7181789481
2010 4 SONIC AUTOMOTIVE INC -CL A
2250.764
1560.368
546.401
903.221
436.26
1844.893
698.8999
59.719
1.7659831886
2010 1
AMERICAN INTERNATIONAL INDS
29.731
2.212
7.276
10.3678
2.885
0.4639261745
40.65%
58.20%
77.41%
2010 2 AMERICAN INTERNATIONAL INDS
31.75
7.084
5.087
10.42
0.5708951557
38.94%
55.92%
78.29%
2010 3 AMERICAN INTERNATIONAL INDS
35.914
0.867
5.374
9.459
6.5806
6.868
1.2897428544
28.68%
32.50%
72.61%
2010 4 AMERICAN INTERNATIONAL INDS
25.891
3.383
1.808
3.673
5.541
6.6281
0.6165482048
38.95%
39.61%
2010 1
TALON INTERNATIONAL INC
5.585
8.235
2.6378
3.4592753174
32.18%
57.15%
77.62%
2010 2 TALON INTERNATIONAL INC
16.576
10.443
16.562
1.898
3.8553
6.7723735409
30.25%
55.30%
53.90%
2010 3 TALON INTERNATIONAL INC
12.775
6.381
3.1208
4.577
4.5367934589
57.66%
49.33%
2010 4 TALON INTERNATIONAL INC
13.828
5.796
0.017
8.974
2.1306
5.231
4.5441003528
35.41%
55.43%
58.29%
2010 1
PC CONNECTION INC
385.423
359.611
60.757
11.644
408.262
166.3274
108.513
5.6124324999
11.92%
16.08%
26.58%
2010 2 PC CONNECTION INC
415.861
421.564
67.243
11.092
477.546
161.9293
127.736
6.5869375
11.72
14.16%
26.75%
2010 3 PC CONNECTION INC
451.687
470.856
2.187
13.818
532.827
181.2955
15
2.749
6.3342862332
14.51%
2
8.67%
2010 4 PC CONNECTION INC
420.941
492.267
74.293
555.563
236.1456
114.632
6.3225039976
11.39%
15.38%
20.63%
2010 1
CTD HOLDINGS INC
1.323
0.177
4.6603
1.4480874317
–
49.72%
75.17%
37.29%
2010 2 CTD HOLDINGS INC
1.372
0.123
0.758
0.154
2.3461
0.691011236
20.13%
81.24%
4
2.21%
2010 3 CTD HOLDINGS INC 1.82 0.206 0.428
0.185
1.943
1.144
-4.57%
87.15%
43.65%
2010 4 CTD HOLDINGS INC 1.932 0.2 0.426 0.175
1.331
1.1111111111
88.38%
32.85%
2010 1
IPARTY CORP
20.636
14.022
14.836
8.8916
0.671666051
38.72%
16.39%
40.84%
2010 2 IPARTY CORP 21.05
11.429
0.009
14.648
2.726
20.065
6.2824
6.555
0.7972793861
32.67%
2010 3 IPARTY CORP
27.344
10.207
20.509
16.898
7.4458
11.481
0.5806525016
67.94%
2010 4 IPARTY CORP
21.281
16.433
0.004
14.951
29.492
7.0453
4.572
0.9268471517
44.28%
16.72%
15.50%
2010 1
MARINEMAX INC
350.05
76.529
190.243
100.806
100.449
201.6194
5.948
0.3863374199
23.81%
2010 2 MARINEMAX INC
322.08
83.956
173.695
99.621
110.116
237.1181
27.077
0.4613752892
24.59%
2010 3 MARINEMAX INC
336.527
79.042
181.388
98.465
115.383
153.5961
28.597
0.4452029525
31.50%
24.78%
2010 4 MARINEMAX INC
336.76
92.649
188.724
99.705
124.392
155.9219
7.002
0.5006538561
34.57%
2010 1
SCHOOL SPECIALTY INC
765.983
140.692
201.587
126.828
64.672
252.984
361.7379
126.169
1.241009447
44.39%
33.77%
49.87%
2010 2 SCHOOL SPECIALTY INC
677.972
170.179
266.471
64.259
291.879
252.858
8
1.412
1.6847904642
41.70%
46.08%
27.89%
2010 3 SCHOOL SPECIALTY INC
604.823
5
2.708
60.395
80.747
64.383
89.86
246.2535
64.045
0.6760165964
44.36%
71.27%
2010 4 SCHOOL SPECIALTY INC
637.544
198.036
111.266
65.571
127.355
279.4647
85.639
0.7703645066
41.93%
67.24%
2010 1
HASTINGS ENTERTAINMENT INC
237.344
75.156
152.804
59.048
129.098
53.9632
69.973
0.499453403
27.87%
54.20%
2010 2 HASTINGS ENTERTAINMENT INC
240.421
67.13
43.874
153.56
57.661
119.13
64.8295
59.236
0.4382368686
2010 3 HASTINGS ENTERTAINMENT INC
257.845
64.602
44.107
16
7.627
59.071
112.2
58.0184
79.325
0.4022703285
42.47%
26.06%
70.65%
2010 4 HASTINGS ENTERTAINMENT INC
229.683
3
1.766
146.636
54.717
160.542
48.4418
60.555
0.6212376258
39.20%
37.72%
2010 1
CENTRAL EUROPEAN DIST CORP
3743.171
75.674
1198.05
215.519
149.806
2425.0727
77.724
0.776
49.49%
6
7.73%
51.88%
2010 2 CENTRAL EUROPEAN DIST CORP
3385.622
87.119
1149.356
79.188
215.431
175.597
1505.601
0.9579727516
50.39%
73.12%
34.62%
2010 3 CENTRAL EUROPEAN DIST CORP
3433.777
80.448
1191.133
91.126
202.569
157.76
1572.1985
64.187
0.944
49.01%
68.97%
40.69%
2010 4 CENTRAL EUROPEAN DIST CORP
3396.182
140.43
1251.933
93.678
201.477
228.374
1614.6103
114.958
1.5197722993
38.51%
68.26%
50.34%
2010 1
HYPERTENSION DIAGNOSTICS INC
1.278
1.082
0.289
0.002
5.7623
3.8098591549
-258.28%
2010 2 HYPERTENSION DIAGNOSTICS INC 1.373 0.693 0
0.281
0.001
0.041
2.4315789474
-51.31%
2010 3 HYPERTENSION DIAGNOSTICS INC
1.253
0.288
0.127
7.0113
0.008
1.6344463972
-266.14%
2010 4 HYPERTENSION DIAGNOSTICS INC 1.547
0.141
6.7066
0.014
0.3863013699
71.63%
2010 1
FOREVERGREEN WORLDWIDE CORP
0.024
0.433
5.3065
1.9353701528
2010 2 FOREVERGREEN WORLDWIDE CORP 14.9 1.704 0.024 0.944
0.377
2.8684
1.8481561822
29.96%
2010 3 FOREVERGREEN WORLDWIDE CORP
14.925
0.326
2.639
1.9723404255
2010 4 FOREVERGREEN WORLDWIDE CORP
9.039
0.836
1.787
2.4311512415
24.07%
25.39%
2010 1
DELIAS INC
154.487
31.86
55.183
49.961
54.7925
16.732
0.9767313529
36.23%
63.63%
33.49%
2010 2 DELIAS INC
154.753
28.109
40.364
54.973
43.213
45.3995
24.877
0.781891516
57.57%
2010 3 DELIAS INC
140.408
37.172
41.838
52.444
51.0402
22.559
0.9044062188
38.67%
55.62%
37.22%
2010 4 DELIAS INC
139.703
39.432
32.025
49.988
57.9939
21.301
1.0677064295
60.95%
31.83%
2010 1
WESCO INTL INC
2539.153
921.183
540.952
50
7.057
114.615
1148.599
1473.9254
534.515
1.8164417434
18.44%
2010 2 WESCO INTL INC
2532.604
1016.169
483.812
531.486
114.355
1259.121
1430.5036
540.706
1.9569127133
17.71%
42.94%
2010 3 WESCO INTL INC
2635.259
1066.769
483.646
551.982
114.364
1324.555
1669.9036
574.918
1.9691749087
43.40%
2010 4 WESCO INTL INC
2826.774
1061.304
725.893
588.848
1
18.045
1331.587
2270.928
537.505
1.8605822077
20.30%
16.70%
2010 1
BOSS HOLDINGS INC
39.601
13.33
12.814
14.337
0.6493679308
27.64%
2010 2 BOSS HOLDINGS INC
39.611
9.604
0.339
13.935
12.942
11.6064
2.498
0.7044929397
25.79%
17.99%
2010 3 BOSS HOLDINGS INC
41.301
10.279
18.035
2.988
14.232
12.8762
0.6430403503
2010 4 BOSS HOLDINGS INC
43.383
0.838
20.024
15.542
14.4832
0.5706928716
13.48%
21.56%
2010 1
1-800-FLOWERS.COM
300.339
64.562
64.061
74.471
108.316
219.006
1.0731269478
40.39%
41.51%
45.39%
2010 2 1-800-FLOWERS.COM
311.877
138.791
57.717
43.641
52.027
238.454
168.3466
73.276
2.350159171
41.80%
30.73%
2010 3 1-800-FLOWERS.COM
269.665
49.945
51.29
155.513
159.9949
53.659
2.1680522498
53.26%
34.50%
2010 4 1-800-FLOWERS.COM
256.086
99.485
45.707
51.324
165.427
131.6031
59.914
2.2075645449
39.86%
53.22%
2010 1
GAIAM INC
202.849
29.195
23.775
42.773
62.183
192.6596
25.583
1.1528817107
64.27%
2010 2 GAIAM INC
197.071
26.723
25.183
43.127
56.426
141.1457
24.739
1.0916704114
52.64%
63.13%
43.84%
2010 3 GAIAM INC
205.716
38.395
30.801
43.292
72.328
155.576
29.695
1.3716418977
46.92%
58.43%
41.06%
2010 4 GAIAM INC
20
7.797
41.036
33.218
43.457
83.331
179.4023
27.837
1.2819944079
56.68%
33.41%
2010 1
PFSWEB INC
119.394
58.896
2.172
9.592
68.235
28.3205
46.505
1.6355683917
13.69%
21.97%
68.15%
2010 2 PFSWEB INC
123.14
57.216
1.263
35.353
66.407
35.1214
47.383
1.6483298042
13.84%
20.67%
71.35%
2010 3 PFSWEB INC
124.49
54.756
37.638
63.56
42.4624
47.778
1.5003493581
13.85%
19.81%
2010 4 PFSWEB INC
130.23
65.968
2.136
35.161
76.314
48.4585
55.692
1.812332587
13.56%
20.60%
72.98%
2010 1
GEEKNET INC
54.234
10.162
3.161
14.679
90.9645
1.8967802147
36.77%
24.97%
2010 2 GEEKNET INC
52.985
10.119
4.731
15.274
75.1874
1.6413625304
33.75%
32.21%
2010 3 GEEKNET INC
54.511
11.379
16.222
4.948
14.659
123.655
0.9844703032
22.38%
23.37%
2010 4 GEEKNET INC
66.757
13.322
5.114
50.007
157.0132
2.410574059
28.79%
2010 1
KRISPY KREME DOUGHNUTS INC
168.609
77.155
42.514
14.587
71.249
92.117
249.5354
5.3379687284
16.24%
83.01%
2010 2 KRISPY KREME DOUGHNUTS INC
167.924
77.075
41.181
14.427
71.252
87.932
265.7845
5.3129523678
12.35%
83.16%
2010 3 KRISPY KREME DOUGHNUTS INC
168.649
79.152
34.773
15.137
70.748
90.228
378.2352
8.287
5.3546204844
12.28%
82.38%
2010 4 KRISPY KREME DOUGHNUTS INC
169.926
80.093
32.874
14.635
71.163
442.3019
9.954
5.38042456
12.64%
82.94%
10.86%
2010 1
YOSEN GROUP INC
91.831
17.073
0.251
19.561
25.4964
3.884
2.3727329581
12.72%
2010 2 YOSEN GROUP INC
90.289
15.736
6.785
18.358
16.5041
2.1837357757
14.28%
20.62%
2010 3 YOSEN GROUP INC
88.677
15.819
6.603
1
7.738
12.6111
2.3631610397
10.82%
3.18%
21.64%
2010 4 YOSEN GROUP INC
73.131
17.241
7.284
19.086
11.021
8.675
2.4830416937
45.45%
2010 1
DELTA APPAREL INC
251.145
73.797
74.624
123.8
36.201
99.122
68.128
35.816
0.5908912572
25.55%
36.13%
2010 2 DELTA APPAREL INC
246.658
67.707
74.229
130.01
35.491
91.16
92.4838
30.565
0.5333254564
25.73%
21.44%
33.53%
2010 3 DELTA APPAREL INC
260.722
80.924
77.045
125.871
36.142
107.942
132.8496
35.005
0.6325127696
22.31%
2010 4 DELTA APPAREL INC
251.333
94.412
62.355
116.599
37.694
126.187
124.3336
34.459
0.7787520106
24.43%
2010 1
BOWLIN TRAVEL CENTERS INC
18.584
4.028
4.268
10.731
5.2106
1.103
1.1533285612
32.52%
74.26%
2010 2 BOWLIN TRAVEL CENTERS INC
19.047
5.094
3.502
10.727
4.7353
1.025
1.410884919
75.39%
13.02%
2010 3 BOWLIN TRAVEL CENTERS INC
19.74
5.226
6.244
4.9351
0.897
1.2028776978
75.75%
14.37%
2010 4 BOWLIN TRAVEL CENTERS INC
19.625
5.182
3.514
11.344
6.001
5.8561
0.827
1.1755242746
31.81%
76.35%
2010 1
ASBURY AUTOMOTIVE GROUP INC
1346.6
733.9
527.3
498.3
440.9
888.5
435.2292
139.3
1.470741483
46.94%
15.68%
2010 2 ASBURY AUTOMOTIVE GROUP INC
1338.7
513.4
977.9
345.1323
153.4
1.6045297883
46.07%
2010 3 ASBURY AUTOMOTIVE GROUP INC
1326.5
852.4
500.7
525.6
444.7
1019.2
460.5815
1.6348293057
45.83%
1
4.91%
2010 4 ASBURY AUTOMOTIVE GROUP INC
1486.3
845.6
542.9
458.4
1011.6
606.107
1.5827795976
4
5.78%
2010 1
BIG 5 SPORTING GOODS CORP
367.776
142.424
2.005
218.521
330.898
98.307
0.6047586999
34.82%
44.99%
2010 2 BIG 5 SPORTING GOODS CORP
384.698
142.002
1.652
252.04
78.377
219.828
286.6097
96.143
0.5770796928
23.72%
2010 3 BIG 5 SPORTING GOODS CORP
382.341
149.769
57.114
251.31
79.976
231.753
292.7707
90.817
0.5950889043
35.38%
39.19%
2010 4 BIG 5 SPORTING GOODS CORP
392.356
146.279
49.882
254.217
81.333
227.511
333.3899
94.818
0.578
35.70%
41.68%
2010 1
GAMESTOP CORP
4535.371
1511.916
447.567
1152.043
575.332
2082.697
3715.8564
767.49
1.3709818117
27.41%
36.85%
2010 2 GAMESTOP CORP
4362.959
1282.267
447.798
1129.495
575.334
1799.093
3014.5576
624.958
1.1240373818
34.74%
2010 3 GAMESTOP CORP
5215.065
1352.835
248.903
1942.416
606.068
1899.152
2974.4009
1514.627
0.8807774704
23.78%
79.75%
2010 4 GAMESTOP CORP
5063.8
2789.082
1257.5
613.8
3692.758
3076.22
1028.1
1.7432220096
2010 1
ADVANCE AUTO PARTS INC
3202.808
870.146
277.695
1745.555
1095.935
1830.606
3640.8358
1185.782
0.5152722994
52.47%
38.57%
64.78%
2010 2 ADVANCE AUTO PARTS INC
3328.727
665.438
301.254
1816.998
1098.901
1417.956
4225.0556
1266.244
0.3735736703
37.69%
89.30%
2010 3 ADVANCE AUTO PARTS INC
3394.325
660.218
301.043
1839.498
1104.38
1406.511
4930.0589
1255.608
0.361120592
53.06%
2010 4 ADVANCE AUTO PARTS INC
3354.217
603.649
300.851
1863.87
1143.17
1270.13
5421.3894
1292.113
0.3260000086
38.02%
101.73%
2010 1
AEROPOSTALE INC
757.984
267.456
122.686
264.895
463.641
2715.937
72.008
2.0927617654
68.35%
15.53%
2010 2 AEROPOSTALE INC
866.416
296.118
2
15.457
273.206
494.706
2656.9257
140.95
1.7514365224
55.91%
2010 3 AEROPOSTALE INC
847.364
367.589
239.391
293.409
602.756
2210.7689
142.572
1.6163157802
55.07%
2010 4 AEROPOSTALE INC
773.197
524.39
156.596
299.242
839.331
2040.0696
103.014
2.6485212898
37.52%
65.65%
2010 1
CALAVO GROWERS INC
134.364
57.654
13.891
39.232
243.1038
4.096
4.5864524084
14.36%
74.53%
2010 2 CALAVO GROWERS INC
160.06
95.297
9.424
15.283
40.02
109.219
254.0483
10.358
6.6425260517
12.75%
72.36%
2010 3 CALAVO GROWERS INC
145.083
98.439
7.106
15.881
40.448
114.578
309.5558
20.093
6.3174817097
14.09%
71.81%
2010 4 CALAVO GROWERS INC
150.198
92.063
6.089
14.831
41.059
107.234
322.1928
14.047
5.9952461579
14.15%
73.46%
13.10%
2010 1
OVERSTOCK.COM INC
181.047
216.721
60.256
19.641
26.837
264.33
371.5534
43.402
10.0762971917
57.74
16.42%
2010 2 OVERSTOCK.COM INC
161.574
189.376
50.615
25.726
29.952
231.253
415.4474
40.934
8.3486234488
18.11%
53.80%
17.70%
2010 3 OVERSTOCK.COM INC
172.296
203.766
45.885
34.393
30.388
245.4
361.45
45.819
6.7787554683
16.97%
18.67%
2010 4 OVERSTOCK.COM INC
217.959
289.191
12.332
32.114
348.87
379.2872
67.311
8.696558257
17.11%
46.40%
19.29%
2010 1
BAKERS FOOTWEAR GROUP INC
50.588
23.249
43.524
20.4537
13.217
1.4392162274
50.23%
2010 2 BAKERS FOOTWEAR GROUP INC
47.073
29.897
2
1.626
22.031
43.293
4.0612
16.905
1.3324568245
50.46%
2010 3 BAKERS FOOTWEAR GROUP INC
51.168
32.797
27.478
19.586
40.576
9.1367
1.335817856
41.62%
40.15%
2010 4 BAKERS FOOTWEAR GROUP INC
48.006
36.357
8.123
18.405
58.233
8.7676
16.01
1.3619404383
41.53%
2010 1
TRAVELCENTERS OF AMERICA LLC
888.464
1389.722
100.552
124.596
413.884
1383.619
61.1323
128.393
10.9521358967
-0.44%
76.86%
2010 2 TRAVELCENTERS OF AMERICA LLC
912.077
1467.417
99.856
124.837
415.434
1504.491
40.1917
1
27.559
11.7660213364
2010 3 TRAVELCENTERS OF AMERICA LLC
925.507
1471.921
99.16
128.584
423.886
1513.11
59.7575
124.636
11.6164090584
2010 4 TRAVELCENTERS OF AMERICA LLC
894.089
1550.777
98.464
139.81
438.649
1561.261
67.9203
110.228
11.5559736805
75.83%
2010 1
KIRKLAND’S INC
162.81
52.829
38.325
36.466
93.465
441.0574
15.692
1.3601699279
43.48%
48.76%
16.79%
2010 2 KIRKLAND’S INC
167.806
54.682
43.413
39.66
89.504
335.2105
18.419
1.3379823338
38.91%
2010 3 KIRKLAND’S INC
180.813
56.732
56.851
45.125
92.725
267.534
25.923
1.1316524376
27.96%
2010 4 KIRKLAND’S INC
195.077
8
0.521
44.452
46.231
139.606
263.7212
1.5897061291
14.50%
2010 1
DICKS SPORTING GOODS INC
2361.251
719.445
141.034
1009.749
655.378
1047.531
3369.6281
532.859
0.7551147322
31.32%
39.36%
50.87%
2010 2 DICKS SPORTING GOODS INC
2434.604
839.631
140.807
985.799
677.779
1226.064
3048.5923
532.007
0.8415041883
40.74%
43.39%
2010 3 DICKS SPORTING GOODS INC
2551.856
743.755
145.949
1162.152
693.003
1078.984
3357.2418
609.099
0.6925251088
31.07%
37.36%
56.45%
2010 4 DICKS SPORTING GOODS INC
2597.536
1009.237
139.846
896.895
684.886
1518.913
4284.9657
446.511
0.9802952531
43.30%
29.40%
2010 1
INTERNATIONAL COMMERCIAL TV
0.791
1.326
4.3518
0.859833795
41.48%
58.37%
2010 2 INTERNATIONAL COMMERCIAL TV 0.955 0.521 0 0.605 0.041
0.896
0.749
0.7464183381
83.59%
2010 3 INTERNATIONAL COMMERCIAL TV
0.912
0.038
0.882
1.0154
0.5144804089
65.76%
72.56%
2010 4 INTERNATIONAL COMMERCIAL TV
0.844
0.489
2.3321
0.8923357664
38.80%
81.60%
2010 1
MARTIN MIDSTREAM PARTNERS LP
705.802
19
0.845
293.339
415.523
242.778
578.1807
71.42
5.4951050965
21.39%
92.45%
2010 2 MARTIN MIDSTREAM PARTNERS LP
717.559
159.859
303.396
49.157
409.979
211.8
572.9736
67.688
3.8470646275
24.55%
89.29%
31.95%
2010 3 MARTIN MIDSTREAM PARTNERS LP
713.871
144.355
313.448
51.276
411.718
195.792
607.1921
65.93
2.8746527536
26.27%
88.93%
33.67%
2010 4 MARTIN MIDSTREAM PARTNERS LP
785.478
198.843
372.862
52.616
432.18
261.797
732.1658
82.837
3.8278789512
24.05%
89.15%
31.64%
2010 1
CALIFORNIA GRAPES INTL INC
0.648
0.131
0.299
0.085
4.6635
0.6064814815
-555.00%
22.14%
380.00%
2010 2 CALIFORNIA GRAPES INTL INC 0.601 0.007 0 0.247 0.095
0.031
0.0256410256
77.42%
261.29%
2010 3 CALIFORNIA GRAPES INTL INC 0.753 0.012 0 0.247 0.109 0.024
2.0103
0.048582996
50.00%
30.62%
316.67%
2010 4 CALIFORNIA GRAPES INTL INC 0.673 0.345 0 0.166
0.099
1.4269
0.083
1.6707021792
-128.48%
54.97%
2010 1
LKQ CORP
2109.297
319.475
581.211
390.95
292.425
603.516
2896.5664
58.05
0.8227148883
47.06%
2010 2 LKQ CORP
2130.742
322.546
567.324
412.507
293.493
584.681
2759.5078
52.405
0.8028954879
44.83%
41.57%
2010 3 LKQ CORP
2205.449
345.368
557.589
444.617
306.82
607.621
2990.8112
70.413
0.8058763959
43.16%
40.83%
2010 4 LKQ CORP
2299.509
385.58
548.066
492.688
331.312
6
74.06
3305.0102
76.437
0.822741797
40.21%
11.34%
2010 1
SYNNEX CORP
2104.664
18
22.934
137.1
770.979
94.203
1936.038
970.3232
632.975
2.455473898
10.89%
2010 2 SYNNEX CORP
2104.447
1911.981
138.206
791.897
93.796
2032.812
937.1805
660.662
2.4467468948
10.59%
2010 3 SYNNEX CORP
2175.607
2048.081
138.994
794.052
87.997
2177.066
809.5213
712.365
2.5827829268
32.72%
2010 4 SYNNEX CORP
2499.861
2323.244
14
0.333
912.237
91.995
2468.225
1019.4362
896.401
2.7231541667
36.32%
2010 1
CONN’S INC
877.029
109.671
319.611
88.901
56.363
200.381
214.2439
55.238
1.4392519685
45.27%
27.57%
2010 2 CONN’S INC
892.337
128.622
307.073
99.106
215.592
118.2974
62.115
1.3682682028
40.34%
28.81%
2010 3 CONN’S INC
863.349
97.729
419.932
83.729
51.615
173.464
98.9956
39.997
1.0690403916
43.66%
23.06%
2010 4 CONN’S INC
849.029
132.033
373.569
218.48
140.4057
1.5899640541
36.28%
26.43%
2010 1
NEW YORK & CO INC
425.719
168.253
133.172
180.834
236.982
368.4307
77.108
1.5279683605
29.00%
57.59%
32.54%
2010 2 NEW YORK & CO INC
333.184
211.49
159.092
243.317
133.2314
75.408
1.8825718126
13.08%
63.48%
30.99%
2010 3 NEW YORK & CO INC
354.862
161.698
151.756
238.221
187.2343
1.5847617928
32.12%
57.42%
2010 4 NEW YORK & CO INC
355.21
205.002
82.062
144.561
303.179
336.5012
73.611
2.1067116094
32.38%
63.79%
24.28%
2010 1
BEACON ROOFING SUPPLY INC
967.23
272.251
336.316
173.236
49.425
367.721
725.344
86.404
1.4786325483
2
5.96%
22.20%
2010 2 BEACON ROOFING SUPPLY INC
1003.717
217.416
33
3.826
220.163
48.329
285.366
870.2428
130.012
1.1053205524
45.56%
2010 3 BEACON ROOFING SUPPLY INC
1061.691
363.179
331.673
223.458
46.793
474.279
822.5049
168.227
1.63733908
23.43%
17.31%
35.47%
2010 4 BEACON ROOFING SUPPLY INC
1042.189
369.25
323.681
158.774
47.751
482.603
665.3245
144.064
1.9320726679
23.49%
23.12%
2010 1
COFFEE HOLDING CO INC
19.799
21.359
21.2199
5.414
3.8174358974
12.87%
24.63%
25.35%
2010 2 COFFEE HOLDING CO INC
17.988
17.246
5.158
1.565
19.917
28.5108
3.4123466561
13.41%
21.80%
2010 3 COFFEE HOLDING CO INC
21.128
16.453
19.033
26.4433
2.5400231571
16.78%
25.32%
2010 4 COFFEE HOLDING CO INC
24.193
20.153
23.183
21.3605
7.124
2.5211734534
16.01%
2010 1
BUILD-A-BEAR WORKSHOP INC
268.671
52.238
47.062
95.941
101.436
146.1878
31.298
1.1424884631
48.50%
67.09%
30.85%
2010 2 BUILD-A-BEAR WORKSHOP INC
254.326
43.573
57.115
92.634
74.133
137.4509
30.341
0.8365186174
41.22%
61.86%
2010 3 BUILD-A-BEAR WORKSHOP INC
252.871
56.001
54.726
90.397
100.094
118.3441
32.369
1.0014395436
44.05%
62.29%
32.34%
2010 4 BUILD-A-BEAR WORKSHOP INC
275.794
60.768
46.475
88.029
125.789
149.9885
36.325
1.2009367496
65.45%
2010 1
BLUELINX HOLDINGS INC
589.748
378.772
366.334
198.799
135.934
431.05
124.4994
85.938
2.0364961934
12.13%
40.61%
19.94%
2010 2 BLUELINX HOLDINGS INC
644.047
476.662
373.333
226.158
132.89
540.781
86.0036
103.478
2.2433422676
37.01%
19.13%
2010 3 BLUELINX HOLDINGS INC
578.753
414.748
379.976
195.569
131.401
464.69
130.4331
80.689
1.9669027594
10.75%
40.19%
2010 4 BLUELINX HOLDINGS INC
525.019
323.563
381.679
188.25
129.631
367.897
119.5649
62.827
1.6860186703
40.78%
2010 1
PRESTIGE BRANDS HOLDINGS
775.635
33.264
294.324
28.076
71.235
354.3469
12.112
1.1623047626
53.30%
2010 2 PRESTIGE BRANDS HOLDINGS
791.172
35.713
290.342
24.997
1.207
78.303
494.9352
1.345806719
54.39%
2010 3 PRESTIGE BRANDS HOLDINGS
1053.848
43.097
503.564
47.907
90.609
597.5717
18.682
1.1822945243
52.44%
2010 4 PRESTIGE BRANDS HOLDINGS
1056.918
46.258
486.945
39.751
1.444
96.363
576.334
21.615
1.0554199274
52.00%
22.43%
2010 1
CORE MARK HOLDING CO INC
648.2
1169.6
1212.5
326.6393
4.8003283398
28.28%
2010 2 CORE MARK HOLDING CO INC
676.7
1404.9
295.1254
5.9300087489
25.02%
2010 3 CORE MARK HOLDING CO INC
728.2
1446.2
233.1
1500.9
336.3185
6.044723093
26.77%
2010 4 CORE MARK HOLDING CO INC 708.8
1347.8
290.7
395.6896
5.1462390225
22.56%
2010 1
INERGY LP
2491.1
1351.3
115.7
1329.7
501.7
1195.0338
3.0772855796
34.92%
92.00%
25.91%
2010 2 INERGY LP
2441.4
451.4
1204.8
1324.3
691.1
1495.8486
4.6512107161
94.41%
2010 3 INERGY LP
2365.7
187.1
1302
291.6
1631.9297
2.2353643967
35.84%
93.60%
2010 4 INERGY LP
3097.1
1661.1
1250.1
2349.061
1.7770897833
33.39%
90.12%
29.31%
2010 1
ZUMIEZ INC
273.181
57.67
58.618
77.224
89.096
567.2678
31.188
1.0530063725
35.27%
35.00%
2010 2 ZUMIEZ INC
294.166
78.691
78.092
97.702
559.98
48.327
0.9018199827
49.81%
49.46%
2010 3 ZUMIEZ INC
300.436
79.343
83.091
77.646
135.859
804.1412
36.976
0.9808631368
41.60%
27.22%
2010 4 ZUMIEZ INC
301.631
91.778
56.303
78.248
156.192
715.9887
16.371
1.3168142101
41.24%
58.15%
10.48%
2010 1
CITI TRENDS INC
291.591
109.016
95.685
181.406
497.5659
61.289
1.1092445525
2010 2 CITI TRENDS INC
290.365
107.556
73.434
129.042
465.702
58.942
0.7947412186
40.57%
2010 3 CITI TRENDS INC
293.001
88.356
115.273
76.879
14
0.037
311.1544
61.355
0.7930386081
36.91%
40.01%
2010 4 CITI TRENDS INC
306.402
105.184
121.432
85.299
172.043
339.4696
67.934
0.8887349232
38.86%
41.26%
2010 1
MWI VETERINARY SUPPLY
340.43
200.099
131.689
9.079
236.111
460.6186
109.565
1.6149518982
15.25%
2010 2 MWI VETERINARY SUPPLY
421.466
24
7.072
1.089
144.34
13.579
286.597
495.7484
149.977
1.7901887121
52.33%
2010 3 MWI VETERINARY SUPPLY
423.467
303.747
141.515
347.687
619.5048
148.832
2.1251823477
42.81%
2010 4 MWI VETERINARY SUPPLY
467.932
313.409
175.292
15.238
358.947
719.018
183.604
1.9785484538
12.69%
2010 1
GLOBAL PARTNERS LP
962.335
1914.006
302.612
443.259
158.236
1964.745
378.2641
187.648
4.2103913188
26.31%
2010 2 GLOBAL PARTNERS LP
1028.892
1499.57
367.072
443.296
197.852
1534.701
380.8457
202.603
3.3829147656
30.86%
13.20%
2010 3 GLOBAL PARTNERS LP
1397.205
1507.582
580.427
531.782
417.019
1546.839
420.4712
243.415
3.0922285192
43.95%
15.74%
2010 4 GLOBAL PARTNERS LP
1672.316
2697.127
593.502
586.831
422.684
2755.274
517.175
443.469
4.8222700791
2.11%
16.10%
2010 1
LIBERATOR MEDICAL HLDGS INC
18.059
3.248
72.3956
0.0110520549
64.53%
64.91%
2010 2 LIBERATOR MEDICAL HLDGS INC 26.63
3.385
85.8638
2.7243460765
56.08%
36.98%
2010 3 LIBERATOR MEDICAL HLDGS INC
29.267
2.037
10.62
66.375
5.606
2.050153246
65.36%
48.42%
52.79%
2010 4 LIBERATOR MEDICAL HLDGS INC
30.215
4.037
1.985
11.491
56.2187
2.0074589756
64.87%
33.30%
2010 1
CHINA INTEGRATED ENERGY INC
180.373
21.844
109.416
351.8031
4.4767401108
12.44%
41.44%
2010 2 CHINA INTEGRATED ENERGY INC
188.216
88.564
15.906
104.424
280.7807
3.7980958916
15.19%
39.08%
2010 3 CHINA INTEGRATED ENERGY INC
216.499
90.417
23.133
20.303
106.795
226.661
3.7732707355
15.34%
46.74%
2010 4 CHINA INTEGRATED ENERGY INC
264.472
99.08
23.267
34.591
118.048
264.2465
4.2706896552
16.07%
59.79%
2010 1
DOVER SADDLERY INC
23.958
10.192
15.698
3.295
16.226
20.2138
0.657569599
37.19%
17.35%
2010 2 DOVER SADDLERY INC 24.39
12.219
16.188
19.855
16.517
0.7664178636
38.46%
16.91%
2010 3 DOVER SADDLERY INC
24.446
11.347
8.587
16.159
3.176
18.614
14.8811
0.7015797446
2010 4 DOVER SADDLERY INC
23.549
13.996
15.869
3.025
23.495
13.7202
0.8739852629
40.43%
2010 1
AEGEAN MARINE PETROLM NETWK
1151.99
820.88
194.603
151.429
469.277
843.362
1353.4138
213.86
5.6312597755
75.60%
2010 2 AEGEAN MARINE PETROLM NETWK
1257.284
1310.016
213.3
147.123
506.385
1336.579
932.9261
218.538
8.775797851
77.49%
16.35%
2010 3 AEGEAN MARINE PETROLM NETWK
1301.419
1322.013
220.385
139.524
514.814
1337.538
776.9715
229.274
9.2239793195
78.68%
17.14%
2010 4 AEGEAN MARINE PETROLM NETWK
1339.835
14
53.267
345.596
155.018
528.32
1454.156
487.1749
211.322
9.8679780812
77.31%
14.53%
2010 1
SUSSER HOLDINGS CORP
874.243
880.413
397.146
401.187
938.125
144.8161
146.68
11.1402378843
83.50%
2010 2 SUSSER HOLDINGS CORP
886.597
927.605
429.559
81.901
387.845
1018.539
204.6626
142.62
11.5106748649
82.56%
14.00%
2010 3 SUSSER HOLDINGS CORP
917.466
880.881
430.714
80.164
411.74
966.417
243.054
134.637
10.8707123685
83.70%
13.93%
2010 4 SUSSER HOLDINGS CORP
914.339
937.951
43
0.756
409.153
1007.549
240.4499
132.918
11.417263122
13.19%
2010 1
H&E EQUIPMENT SERVICES INC
730.099
67.942
332.919
86.813
478.954
114.686
376.2004
34.031
0.7474367437
40.76%
84.66%
2010 2 H&E EQUIPMENT SERVICES INC
72
6.783
75.852
330.171
84.615
467.064
131.006
262.4945
39.782
0.8849429498
2010 3 H&E EQUIPMENT SERVICES INC
739.618
92.917
328.293
92.472
471.134
153.844
279.213
6
1.942
1.0493938008
40.26%
2010 4 H&E EQUIPMENT SERVICES INC
734.421
109.238
327.812
72.156
483.823
174.618
405.2971
58.437
1.3270889521
37.44%
87.02%
33.47%
2010 1
LIQUIDITY SERVICES INC
139.745
48.027
17.615
6.677
65.313
273.2394
3.0115692115
2010 2 LIQUIDITY SERVICES INC
146.815
56.583
0.052
75.783
311.153
5.854
3.3084636749
25.34%
29.52%
2010 3 LIQUIDITY SERVICES INC
154.903
52.615
14.611
7.065
72.75
347.2373
10.005
3.3726483126
27.68%
2010 4 LIQUIDITY SERVICES INC
164.904
53.833
17.321
6.781
72.945
430.589
8.605
3.3717274208
11.80%
2010 1
DELEK US HOLDINGS INC
1223.4
876.7
683.7
892.9
395.5879
7.6701662292
85.90%
23.18%
2010 2 DELEK US HOLDINGS INC 1230.3
950.7
135.2
396.9813
7.6855295069
4.71%
83.44%
21.38%
2010 3 DELEK US HOLDINGS INC
1159.3
681.9
875.5
389.4754
6.3527218494
83.68%
22.10%
2010 4 DELEK US HOLDINGS INC
1144.6
962.6
680.1
396.0538
7.1383018168
83.26%
22.53%
2010 1
GENERAL FINANCE CORP/DE
357.127
166.283
20.104
206.228
35.219
25.8477
18.076
0.8779537721
91.12%
51.32%
2010 2 GENERAL FINANCE CORP/DE
354.042
21.839
168.758
19.098
205.657
39.146
22.639
19.694
1.1141778481
91.50%
50.31%
2010 3 GENERAL FINANCE CORP/DE
354.97
21.737
165.546
19.516
206.572
38.485
22.2825
23.303
1.1258610867
43.52%
91.37%
60.55%
2010 4 GENERAL FINANCE CORP/DE
346.88
25.527
176.995
19.063
198.592
43.459
27.5288
14.929
1.3233624511
91.24%
34.35%
2010 1
HOUSTON WIRE & CABLE CO
111.261
48.661
56.263
3.136
61.168
205.3597
10.269
0.8276524815
20.45%
2010 2 HOUSTON WIRE & CABLE CO
173.465
50.516
59.016
66.127
63.269
192.6743
0.8254922788
20.16%
35.21%
2010 3 HOUSTON WIRE & CABLE CO
182.964
72.962
64.707
90.536
178.1428
22.768
1.1153369919
10.36%
25.15%
2010 4 HOUSTON WIRE & CABLE CO
185.49
73.793
54.825
67.503
6.255
93.549
238.5331
23.042
1.116299826
2010 1
LIBERTY INTERACTIVE CORP
17149
1480
6025
2025
9130.6245
1.4859437751
26.91%
50.12%
26.22%
2010 2 LIBERTY INTERACTIVE CORP 16320 1474
5392
2053
6288.4167
1.5017829852
28.20%
50.95%
2010 3 LIBERTY INTERACTIVE CORP
16029
1440
4972
1109
8198.8847
1.3946731235
26.83%
29.73%
2010 4 LIBERTY INTERACTIVE CORP
16294
2110
4687
9452.2953
1.9375573921
49.26%
2010 1
INNERWORKINGS INC
276.451
85.28
46.536
8.138
10.857
112.213
237.432
64.081
10.1000769823
24.00%
57.16%
57.11%
2010 2 INNERWORKINGS INC
268.771
91.432
47.643
10.747
120.471
311.8646
54.488
10.3033581249
24.10%
45.23%
2010 3 INNERWORKINGS INC
292.008
90.621
49.404
13.445
300.1242
66.943
7.8612882238
23.93%
56.19%
2010 4 INNERWORKINGS INC
279.925
47.407
9.675
130.398
301.9026
55.605
8.5525086505
24.18%
42.64%
2010 1
SALLY BEAUTY HOLDINGS INC
1529.702
371.637
1664.712
579.22
165.447
704.851
1391.4203
196.501
0.652619305
47.27%
22.22%
27.88%
2010 2 SALLY BEAUTY HOLDINGS INC
1531.527
376.182
1635.497
578.953
164.895
720.467
1623.0208
202.823
0.6496127953
47.79%
22.17%
2010 3 SALLY BEAUTY HOLDINGS INC
1517.064
382.117
1572.265
586.573
163.96
742.975
1492.3754
223.705
0.6556988004
48.57%
2010 4 SALLY BEAUTY HOLDINGS INC
1589.412
381.78
1559.591
604.357
168.119
747.797
2040.808
224.931
0.6411459951
48.95%
21.76%
30.08%
2010 1
UNIVERSAL POWER GROUP INC
48.962
21.41
28.851
26.035
8.548
0.7157183927
17.76%
32.83%
2010 2 UNIVERSAL POWER GROUP INC
45.147
23.144
1.559
28.394
10.342
0.8262615805
18.49%
36.42%
2010 3 UNIVERSAL POWER GROUP INC
51.495
22.643
0.032
33.917
28.304
14.645
0.7413361272
51.74%
2010 4 UNIVERSAL POWER GROUP INC
47.611
32.894
24.523
18.5233
0.5792459326
2010 1
CLEAN ENERGY FUELS CORP
362.603
7.422
175.373
38.989
1
383.9
4.041205367
29.32%
95.94%
30.06%
2010 2 CLEAN ENERGY FUELS CORP
360.678
30.617
9.525
179.596
44.035
909.5323
12.998
4.0016991243
95.80%
2010 3 CLEAN ENERGY FUELS CORP
509.046
33.508
33.175
199.968
45.653
922.6695
3
4.626
2.5849951784
91.72%
75.85%
2010 4 CLEAN ENERGY FUELS CORP
583.499
50.205
41.704
20.483
211.643
83.157
963.4024
28.635
2.6061565615
39.63%
91.18%
2010 1
US AUTO PARTS NETWORK INC
110.611
1
7.981
13.918
56.291
227.6229
13.026
1.8857096007
38.71%
43.63%
23.14%
2010 2 US AUTO PARTS NETWORK INC
118.05
32.841
26.536
182.016
17.173
1.4754363502
35.99%
2010 3 US AUTO PARTS NETWORK INC
161.197
45.793
19.437
46.429
35.853
72.349
249.1078
37.542
1.2552045501
36.71%
43.57%
51.89%
2010 4 US AUTO PARTS NETWORK INC
153.537
50.068
80.449
255.6036
31.66
1.0593151308
37.76%
40.79%
2010 1
HHGREGG INC
620.975
303.587
87.206
279.626
143.857
435.975
919.1112
140.256
1.261977557
33.97%
2010 2 HHGREGG INC
612.693
336.594
86.979
270.137
152.547
480.926
977.8467
120.651
1.2245058325
30.01%
36.09%
25.09%
2010 3 HHGREGG INC
707.238
460.19
86.752
363.515
154.187
653.731
831.7779
176.387
1.4525007417
29.78%
26.98%
2010 4 HHGREGG INC
549.645
347.52
212.008
162.781
507.019
531.9178
94.363
1.2076667657
43.43%
18.61%
2010 1
PHARMERICA CORP
720.3
462.2
558.115
5.0554493308
14.19%
10.49%
2010 2 PHARMERICA CORP
731.2
390.6
450.5
449.285
5.027027027
13.30%
2010 3 PHARMERICA CORP 721.5 383.9 240 75.2 55
443.1
279.372
5.0019543974
13.36%
42.24%
11.35%
2010 4 PHARMERICA CORP
759.9
245.6
336.1606
5.2075702076
13.22%
15.16%
2010 1
LULULEMON ATHLETICA INC
333.09
58.552
63.844
138.297
2661.6902
8.019
1.2350137102
55.71%
2010 2 LULULEMON ATHLETICA INC
363.696
65.308
66.52
64.609
152.208
2940.6002
1.1138057474
57.09%
49.27%
2010 3 LULULEMON ATHLETICA INC
418.972
73.023
67.457
31
46.72
9.275
1.0397081903
58.74%
2010 4 LULULEMON ATHLETICA INC
499.302
95.741
57.469
70.954
245.399
4889.7413
1.4673849738
60.99%
2010 1
COSAN LTD
9190.156
1994.462
2917.58
795.814
4205.286
2233.84
2528.2166
397.924
2.8831412889
10.72%
84.09%
17.81%
2010 2 COSAN LTD
10164.407
2305.715
3096.34
1144.383
4473.644
2695.523
3137.2623
491.633
2.3767844193
79.63%
2010 3 COSAN LTD
10741.872
2484.917
3539.997
1206.343
4725.474
2800.617
368
6.756
453.184
2.1141698352
11.27%
16.18%
2010 4 COSAN LTD
11796.179
2516.852
3852.702
411.574
5858.45
3360.755
3491.8623
343.076
3.1112251123
93.44%
10.21%
2010 1
VITAMIN SHOPPE INC
475.687
126.599
102.059
112.457
83.455
191.613
602.7825
28.693
1.1585464063
33.93%
2010 2 VITAMIN SHOPPE INC
477.589
128.541
76.725
106.251
82.42
192.234
712.8648
1.1754576879
33.13%
43.68%
2010 3 VITAMIN SHOPPE INC
489.817
126.19
76.355
104.745
80.514
187.359
765.8825
17.557
1.1961364196
43.46%
2010 4 VITAMIN SHOPPE INC
485.717
120.618
56.083
111.305
80.949
180.276
963.0459
18.994
1.1165748669
42.11%
2010 1
CHINA AUTO LOGISTICS INC
51.412
23.485
0.602
54.149
72.581
2.5639977059
2010 2 CHINA AUTO LOGISTICS INC
72.382
52.031
20.783
55.067
61.54
2.3507273877
2010 3 CHINA AUTO LOGISTICS INC
77.085
63.943
27.755
67.69
55.205
2.6347603939
5.54%
1.71%
2010 4 CHINA AUTO LOGISTICS INC 102.8
76.736
19.052
57.6806
3.2788258167
2010 1
ULTA SALON COSMETCS & FRAG
567.763
199.743
228.082
285.766
320.196
1354.6008
60.693
0.91829529
37.62%
55.61%
18.95%
2010 2 ULTA SALON COSMETCS & FRAG
599.325
202.171
224.329
301.333
321.804
1486.8036
61.316
0.8937492678
37.18%
57.32%
19.05%
2010 3 ULTA SALON COSMETCS & FRAG
709.422
204.168
301.559
331.39
339.179
1821.0525
120.245
0.7764695144
39.81%
52.36%
2010 4 ULTA SALON COSMETCS & FRAG
730.488
299.735
218.516
326.099
473.659
2229.8821
87.093
1.1526606739
59.88%
18.39%
2010 1
LUMBER LIQUIDATORS HLDGS INC
222.165
96.366
131.049
24.055
151.195
728.011
25.612
0.728965812
36.26%
16.94%
2010 2 LUMBER LIQUIDATORS HLDGS INC
230.471
108.879
143.146
26.909
168.674
639.7086
33.542
0.7941720309
15.82%
19.89%
2010 3 LUMBER LIQUIDATORS HLDGS INC
234.498
94.018
156.963
32.454
147.192
673.7585
23.248
0.6265590169
15.79%
2010 4 LUMBER LIQUIDATORS HLDGS INC
242.29
99.415
155.131
35.314
153.22
684.3524
33.744
0.6370836991
35.12%
22.02%
2010 1
SINOHUB INC
31.509
4.235
38.604
90.2897
1.722
2.9583137734
18.38%
2010 2 SINOHUB INC
78.217
36.303
74.5364
2.437
4.0586952876
17.27%
35.17%
2010 3 SINOHUB INC
83.611
45.571
55.751
56.5448
5.399727472
18.26%
2010 4 SINOHUB INC
110.103
14.631
58.458
74.5703
0.865
3.8773844303
43.34%
2010 1
TITAN MACHINERY INC
528.986
168.936
21.456
352.682
48.526
205.457
255.7483
17.402
0.4824936952
17.78%
12.09%
2010 2 TITAN MACHINERY INC
587.805
171.492
24.351
419.945
53.938
209.666
254.7338
0.4439192521
18.21%
11.38%
2010 3 TITAN MACHINERY INC
609.36
261.09
22.97
428.83
55.915
311.307
347.2178
16.307
0.6152160467
16.13%
11.53%
2010 4 TITAN MACHINERY INC
648.846
309.434
33.409
429.844
65.372
368.059
434.1289
15.957
0.7207252112
15.93%
2010 1
CHINA ARMCO METALS INC
54.589
8.046
25.158
8.577
110.7363
7.489
29.8913857678
99.85%
87.31%
2010 2 CHINA ARMCO METALS INC
64.709
16.755
8.078
3.813
30.306
16.999
42.8127
9.987
8.7016359387
88.82%
58.75%
2010 3 CHINA ARMCO METALS INC
83.135
17.603
3.732
9.246
32.741
18.683
53.0008
16.735
2.6959185236
77.98%
89.57%
2010 4 CHINA ARMCO METALS INC
95.483
23.323
5.322
33.872
24.528
57.5831
3.436
2.3695011683
76.44%
2010 1
FREDERICKS OF HOLLYWOOD GRP
81.173
19.072
13.538
23.649
19.854
31.114
31.1626
26.612
0.8386061339
85.53%
2010 2 FREDERICKS OF HOLLYWOOD GRP
76.065
22.186
13.744
22.384
18.698
36.743
32.7583
26.547
0.9639171898
45.51%
72.25%
2010 3 FREDERICKS OF HOLLYWOOD GRP
73.838
20.568
13.944
18.83
17.605
36.883
31.9773
22.328
0.9981074392
48.32%
60.54%
2010 4 FREDERICKS OF HOLLYWOOD GRP
58.972
18.147
10.951
13.861
29.115
35.2756
13.332
1.2186964843
37.67%
55.86%
45.79%
2010 1
CHINA JO-JO DRUGSTORES INC
43.369
10.445
3.964
15.207
2.7010602534
25.07%
2010 2 CHINA JO-JO DRUGSTORES INC
43.643
11.114
1.622
15.679
69.525
2.5876600698
29.12%
2010 3 CHINA JO-JO DRUGSTORES INC
49.078
12.624
5.185
3.063
18.042
56.7798
4.389
2.5734379778
30.03%
37.14%
2010 4 CHINA JO-JO DRUGSTORES INC
53.935
13.967
5.471
21.041
35.2846
2.849826566
33.62%
54.23%
2010 1
VITACOST.COM INC
113.568
41.067
28.001
57.176
333.785
20.066
1.4641163678
45.03%
35.10%
2010 2 VITACOST.COM INC
114.451
39.984
30.603
33.854
53.952
249.5175
23.976
1.364548495
25.89%
52.52%
2010 3 VITACOST.COM INC
119.759
37.794
30.055
35.281
50.312
166.8076
21.08
1.2461340631
54.00%
41.90%
2010 4 VITACOST.COM INC
102.105
45.361
29.828
38.011
158.346
1.5149875591
56.03%
2010 1
HSN INC
1170.368
446.729
327.66
271.773
152.045
683.213
1686.912
186.462
1.6755081145
27.29%
2010 2 HSN INC
1200.702
431.331
321.359
293.679
153.068
689.992
1379.376
195.293
1.5256149063
37.49%
34.26%
28.30%
2010 3 HSN INC
1231.984
458.633
315.059
338.378
153.071
710.859
1724.4644
209.359
1.4512393661
35.48%
31.15%
29.45%
2010 4 HSN INC
1345.743
599.073
302.938
296.39
154.987
915.216
1776.6886
244.301
1.8875337131
34.54%
34.34%
26.69%
2010 1
LONGWEI PETROLEUM INVT HLDG
129.556
47.675
14.178
44.312
59.361
122.0276
3.3867301272
19.69%
75.76%
2010 2 LONGWEI PETROLEUM INVT HLDG
153.752
57.231
16.766
44.237
7
1.236
229.8564
3.6990046536
19.66%
72.52%
2010 3 LONGWEI PETROLEUM INVT HLDG
168.579
77.299
28.852
44.168
96.899
225.8867
1.805
3.3889692665
60.49%
2010 4 LONGWEI PETROLEUM INVT HLDG
187.571
33.745
115.753
180.6344
2.9010974967
56.36%
2010 1
HEALTHWAREHOUSE.COM INC
0.313
24.7458
1.1290322581
54.69%
92.48%
2010 2 HEALTHWAREHOUSE.COM INC
1.939
0.567
0.309
28.4088
1.018
2.1111111111
57.64%
2010 3 HEALTHWAREHOUSE.COM INC 1.927 0.659 0.904 0.563 0.309 1.216
20.326
1.583
1.1663716814
45.81%
130.18%
2010 4 HEALTHWAREHOUSE.COM INC 2.936 0.798 0.399
0.374
1.474
28.2673
1.7033084312
45.86%
46.11%
70.62%
2010 1
PERFUMANIA HOLDINGS INC
300.024
65.225
97.539
215.908
102.809
76.3092
60.297
0.3020053433
36.56%
13.76%
58.65%
2010 2 PERFUMANIA HOLDINGS INC
311.152
61.734
232.588
33.135
98.094
87.3386
57.836
0.2752934251
37.07%
12.47%
58.96%
2010 3 PERFUMANIA HOLDINGS INC
370.661
79.956
97.088
268.531
31.931
120.965
82.3171
75.259
0.3191098322
10.63%
62.22%
2010 4 PERFUMANIA HOLDINGS INC
300.472
97.036
224.645
162.932
71.6463
0.3935146885
40.44%
11.10%
24.90%
2010 1
ANDATEE CHINA MARINE FUEL
65.197
26.058
17.426
11.211
29.781
61.0878
1.6959875037
39.15%
2010 2 ANDATEE CHINA MARINE FUEL
61.358
38.648
17.052
12.431
44.054
36.3258
2.2418933813
2010 3 ANDATEE CHINA MARINE FUEL
92.369
51.572
13.542
26.171
57.53
38.0556
3.3713800092
65.90%
2010 4 ANDATEE CHINA MARINE FUEL
106.301
12.542
36.066
59.809
52.3535
4.0842662168
10.94%
74.20%
2010 1
RUE21 INC
211.349
85.541
86.689
76.718
137.772
766.774
74.346
1.0734085405
37.91%
46.95%
53.96%
2010 2 RUE21 INC
233.139
88.406
109.645
81.134
142.95
737.1707
86.679
0.9005674005
38.16%
60.64%
2010 3 RUE21 INC
246.186
103.86
113.247
89.303
163.913
647.5315
0.9319311595
44.09%
51.61%
2010 4 RUE21 INC
260.791
122.089
96.051
91.371
190.093
719.21
82.075
1.166652333
48.75%
43.18%
2010 1
VERTEX ENERGY INC
7.316
12.212
2.596
13.273
7.5937
4.3809865471
2010 2 VERTEX ENERGY INC
8.704
15.871
7.4538
5.024
6.3510638298
31.66%
2010 3 VERTEX ENERGY INC 8.026
12.434
0.072
13.291
5.831
5.4969053935
2010 4 VERTEX ENERGY INC 8.139
14.184
3.902
15.706
5.7258
4.4871875989
2010 1
CHINA BCT PHARMACY GROUP INC
100.998
24.843
1
0.761
12.029
34.029
104.8273
2.8996790196
52.78%
60.96%
2010 2 CHINA BCT PHARMACY GROUP INC
116.71
34.628
3.603
13.703
14.294
47.493
131.5106
30.197
2.8309352518
51.06%
63.58%
2010 3 CHINA BCT PHARMACY GROUP INC
126.943
38.962
16.608
13.926
52.528
119.8036
33.884
2.5708158754
45.61%
64.51%
2010 4 CHINA BCT PHARMACY GROUP INC
141.539
52.367
10.777
14.606
93.4773
35.498
3.8245024649
57.54%
2010 1
BLUE NILE INC
87.718
57.513
0.785
21.264
797.9551
46.773
2.8263305322
22.34%
24.92%
63.16%
2010 2 BLUE NILE INC
84.161
59.621
18.466
76.599
673.7148
3.0013088346
26.86%
2010 3 BLUE NILE INC
84.677
52.037
17.208
67.451
639.7662
41.976
2.9173627852
22.85%
28.19%
62.23%
2010 4 BLUE NILE INC
151.811
88.649
20.166
6.157
114.779
829.5953
90.296
4.743886124
22.77%
23.39%
78.67%
2010 1
CABELAS INC
4421.2
329.435
2060.763
445.671
815.764
559.61
1182.7962
215.936
0.7438093034
41.13%
64.67%
38.59%
2010 2 CABELAS INC
4503.976
299.649
2144.689
512.739
812.409
525.97
959.4556
196.039
0.6253044104
43.03%
61.31%
37.27%
2010 3 CABELAS INC
4895.107
384.493
2250.64
615.11
816.159
643.251
1288.6851
235.226
0.6818164488
40.23%
57.02%
2010 4 CABELAS INC
4531.179
561.872
1601.554
509.097
817.947
934.411
1482.393
214.757
0.9995881541
39.87%
22.98%
2010 1
INFOSONICS CORP
50.793
3.363
27.541
13.4748
7.671676982
2010 2 INFOSONICS CORP
36.067
20.702
8.2267
7.272791147
2010 3 INFOSONICS CORP
27.515
0.244
8.171
8.7941
3.1172214182
29.13%
2010 4 INFOSONICS CORP
28.744
13.182
0.294
14.465
10.9217
6.284624553
14.83%
29.01%
Sheet1
摘要輸出
迴歸
R 的倍數
0.9485868368
R 平方
0.899816987
調整的 R 平方
0.8997295673
標準誤
3971.9886340139
觀察值個數
ANOVA
自由度
顯著值
迴歸 1
162390534188.887
10293.0650228044
殘差
18080090990.2113
15776693.7087359
總和
180470625179.098
係數
t 統計
P-值
下限 95%
上限 95%
下限 95.0%
上限 95.0%
截距
1369.4775872812
119.315253047
11.4778081788
6.07585623987694E-29
1135.3767494601
1603.5784251023
X 變數 1
1.738381167
0.0171345479
101.4547437176
1.7047625649
1.7719997691
Chapter 4
To accompany
Quantitative Analysis for Management, Tenth Edition, by Render, Stair, and Hanna
Power Point slides created by Jeff Heyl
© 2009 Prentice-Hall, Inc.
Identify variables and use them in a regression model
Develop simple linear regression equations from sample data and interpret the slope and intercept
Compute the coefficient of determination and the coefficient of correlation and interpret their meanings
Interpret the F-test in a linear regression model
List the assumptions used in regression and use residual plots to identify problems
After completing this chapter, students will be able to:
Develop a multiple regression model and use it to predict
Use dummy variables to model categorical data
Determine which variables should be included in a multiple regression model
Transform a nonlinear function into a linear one for use in regression
Understand and avoid common mistakes made in the use of regression analysis
After completing this chapter, students will be able to:
4.1 Introduction
4.2 Scatter Diagrams
4.3 Simple Linear Regression
4.4 Measuring the Fit of the Regression Model
4.5 Using Computer Software for Regression
4.6 Assumptions of the Regression Model
4.7 Testing the Model for Significance
4.8 Multiple Regression Analysis
4.9 Binary or Dummy Variables
4.10 Model Building
4.11 Nonlinear Regression
4.12 Cautions and Pitfalls in Regression Analysis
Regression analysis is a very valuable tool for a manager
Regression can be used to
Understand the relationship between variables
Predict the value of one variable based on another variable
Simple linear regression models have only two variables
Multiple regression models have more variables
The variable to be predicted is called the dependent variable
Sometimes called the response variable
The value of this variable depends on the value of the independent variable
Sometimes called the explanatory or predictor variable
Dependent variable
Independent variable
= +
Graphing is a helpful way to investigate the relationship between variables
A scatter diagram or scatter plot is often used
The independent variable is normally plotted on the X axis
The dependent variable is normally plotted on the Y axis
Triple A Construction renovates old homes
They have found that the dollar volume of renovation work is dependent on the area payroll
Table 4.1
TRIPLE A’S SALES
($100,000’s) LOCAL PAYROLL
($100,000,000’s)
6 3
8 4
9 6
5 4
4.5 2
9.5 5
12 –
10 –
8 –
6 –
4 –
2 –
0 –
Sales ($100,000)
Payroll ($100 million)
| | | | | | | |
0 1 2 3 4 5 6 7 8
Y = dependent variable (response)
X = independent variable (predictor or explanatory)
0 = intercept (value of Y when X = 0)
1 = slope of the regression line
e = random error
Regression models are used to test if there is a relationship between variables
There is some random error that cannot be predicted
where
Y = dependent variable (response)
X = independent variable (predictor or explanatory)
b0 = intercept (value of Y when X = 0)
b1 = slope of the regression line
^
Triple A Construction is trying to predict sales based on area payroll
Y = Sales
X = Area payroll
The line chosen in Figure 4.1 is the one that minimizes the errors
Error = (Actual value) – (Predicted value)
For the simple linear regression model, the values of the intercept and slope can be calculated using the formulas below
Regression calculations
Table 4.2
Y X (X – X)2 (X – X)(Y – Y)
6 3 (3 – 4)2 = 1 (3 – 4)(6 – 7) = 1
8 4 (4 – 4)2 = 0 (4 – 4)(8 – 7) = 0
9 6 (6 – 4)2 = 4 (6 – 4)(9 – 7) = 4
5 4 (4 – 4)2 = 0 (4 – 4)(5 – 7) = 0
4.5 2 (2 – 4)2 = 4 (2 – 4)(4.5 – 7) = 5
9.5 5 (5 – 4)2 = 1 (5 – 4)(9.5 – 7) = 2.5
ΣY = 42
Y = 42/6 = 7 ΣX = 24
X = 24/6 = 4 Σ(X – X)2 = 10 Σ(X – X)(Y – Y) = 12.5
Regression calculations
Therefore
Regression calculations
Therefore
sales = 2 + 1.25(payroll)
If the payroll next year is $600 million
of the Regression Model
How do we know the model is actually helpful in predicting Y based on X?
We could just take the average error, but the positive and negative errors would cancel each other out
Three measures of variability are
SST – Total variability about the mean
SSE – Variability about the regression line
SSR – Total variability that is explained by the model
of the Regression Model
Sum of the squared error
Sum of squares due to regression
An important relationship
of the Regression Model
Y X (Y – Y)2 Y (Y – Y)2 (Y – Y)2
6 3 (6 – 7)2 = 1 2 + 1.25(3) = 5.75 0.0625 1.563
8 4 (8 – 7)2 = 1 2 + 1.25(4) = 7.00 1 0
9 6 (9 – 7)2 = 4 2 + 1.25(6) = 9.50 0.25 6.25
5 4 (5 – 7)2 = 4 2 + 1.25(4) = 7.00 4 0
4.5 2 (4.5 – 7)2 = 6.25 2 + 1.25(2) = 4.50 0 6.25
9.5 5 (9.5 – 7)2 = 6.25 2 + 1.25(5) = 8.25 1.5625 1.563
∑(Y – Y)2 = 22.5 ∑(Y – Y)2 = 6.875 ∑(Y – Y)2 = 15.625
Y = 7 SST = 22.5 SSE = 6.875 SSR = 15.625
^
^
^
^
of the Regression Model
Sum of the squared error
Sum of squares due to regression
An important relationship
For Triple A Construction
SST = 22.5
SSE = 6.875
SSR = 15.625
of the Regression Model
12 –
10 –
8 –
6 –
4 –
2 –
0 –
Sales ($100,000)
Payroll ($100 million)
| | | | | | | |
0 1 2 3 4 5 6 7 8
^
Y – Y
^
Y
^
The proportion of the variability in Y explained by regression equation is called the coefficient of determination
The coefficient of determination is r2
About 69% of the variability in Y is explained by the equation based on payroll (X)
For Triple A Construction
The correlation coefficient is an expression of the strength of the linear relationship
It will always be between +1 and –1
The correlation coefficient is r
For Triple A Construction
*
*
*
*
(a) Perfect Positive
Correlation:
r = +1
X
Y
*
*
*
*
(c) No Correlation:
r = 0
X
Y
*
*
*
*
*
*
*
*
*
*
(d) Perfect Negative Correlation:
r = –1
X
Y
*
*
*
*
*
*
*
*
*
(b) Positive
Correlation:
0 < r < 1
X
Y
*
*
*
*
*
*
*
© 2009 Prentice-Hall, Inc. 4 – *
Using Computer Software for Regression
Program 4.1A
© 2009 Prentice-Hall, Inc. 4 – *
Using Computer Software for Regression
Program 4.1B
© 2009 Prentice-Hall, Inc. 4 – *
Using Computer Software for Regression
Program 4.1C
© 2009 Prentice-Hall, Inc. 4 – *
Using Computer Software for Regression
Program 4.1D
© 2009 Prentice-Hall, Inc. 4 – *
Using Computer Software for Regression
Program 4.1D
Correlation coefficient is called Multiple R in Excel
© 2009 Prentice-Hall, Inc. 4 – *
Assumptions of the Regression Model
Errors are independent
Errors are normally distributed
Errors have a mean of zero
Errors have a constant variance
If we make certain assumptions about the errors in a regression model, we can perform statistical tests to determine if the model is useful
A plot of the residuals (errors) will often highlight any glaring violations of the assumption
© 2009 Prentice-Hall, Inc. 4 – *
Residual Plots
A random plot of residuals
Figure 4.4A
Error
X
© 2009 Prentice-Hall, Inc. 4 – *
Residual Plots
Nonconstant error variance
Figure 4.4B
Error
X
© 2009 Prentice-Hall, Inc. 4 – *
Residual Plots
Nonlinear relationship
Figure 4.4C
Error
X
© 2009 Prentice-Hall, Inc. 4 – *
Estimating the Variance
Errors are assumed to have a constant variance ( 2), but we usually don’t know this
It can be estimated using the mean squared error (MSE), s2
where
n = number of observations in the sample
k = number of independent variables
© 2009 Prentice-Hall, Inc. 4 – *
Estimating the Variance
For Triple A Construction
We can estimate the standard deviation, s
This is also called the standard error of the estimate or the standard deviation of the regression
© 2009 Prentice-Hall, Inc. 4 – *
Testing the Model for Significance
When the sample size is too small, you can get good values for MSE and r2 even if there is no relationship between the variables
Testing the model for significance helps determine if the values are meaningful
We do this by performing a statistical hypothesis test
© 2009 Prentice-Hall, Inc. 4 – *
Testing the Model for Significance
We start with the general linear model
If 1 = 0, the null hypothesis is that there is no relationship between X and Y
The alternate hypothesis is that there is a linear relationship (1 ≠ 0)
If the null hypothesis can be rejected, we have proven there is a relationship
We use the F statistic for this test
© 2009 Prentice-Hall, Inc. 4 – *
Testing the Model for Significance
The F statistic is based on the MSE and MSR
where
k = number of independent variables in the model
The F statistic is
This describes an F distribution with
degrees of freedom for the numerator = df1 = k
degrees of freedom for the denominator = df2 = n – k – 1
© 2009 Prentice-Hall, Inc. 4 – *
Testing the Model for Significance
If there is very little error, the MSE would be small and the F-statistic would be large indicating the model is useful
If the F-statistic is large, the significance level (p-value) will be low, indicating it is unlikely this would have occurred by chance
So when the F-value is large, we can reject the null hypothesis and accept that there is a linear relationship between X and Y and the values of the MSE and r2 are meaningful
© 2009 Prentice-Hall, Inc. 4 – *
Steps in a Hypothesis Test
Specify null and alternative hypotheses
Select the level of significance (). Common values are 0.01 and 0.05
Calculate the value of the test statistic using the formula
© 2009 Prentice-Hall, Inc. 4 – *
Steps in a Hypothesis Test
Make a decision using one of the following methods
Reject the null hypothesis if the test statistic is greater than the F-value from the table in Appendix D. Otherwise, do not reject the null hypothesis:
Reject the null hypothesis if the observed significance level, or p-value, is less than the level of significance (). Otherwise, do not reject the null hypothesis:
© 2009 Prentice-Hall, Inc. 4 – *
Triple A Construction
Step 1.
H0: 1 = 0 (no linear relationship between X and Y)
H1: 1 ≠ 0 (linear relationship exists between X and Y)
Step 2.
Select = 0.05
Step 3.
Calculate the value of the test statistic
© 2009 Prentice-Hall, Inc. 4 – *
Triple A Construction
Step 4.
Reject the null hypothesis if the test statistic is greater than the F-value in Appendix D
df1 = k = 1
df2 = n – k – 1 = 6 – 1 – 1 = 4
The value of F associated with a 5% level of significance and with degrees of freedom 1 and 4 is found in Appendix D
F0.05,1,4 = 7.71
Fcalculated = 9.09
Reject H0 because 9.09 > 7.71
We can conclude there is a statistically significant relationship between X and Y
The r2 value of 0.69 means about 69% of the variability in sales (Y) is explained by local payroll (X)
0.05
9.09
When software is used to develop a regression model, an ANOVA table is typically created that shows the observed significance level (p-value) for the calculated F value
This can be compared to the level of significance () to make a decision
Table 4.4
DF SS MS F SIGNIFICANCE
Regression k SSR MSR = SSR/k MSR/MSE P(F > MSR/MSE)
Residual n – k – 1 SSE MSE =
SSE/(n – k – 1)
Total n – 1 SST
Because this probability is less than 0.05, we reject the null hypothesis of no linear relationship and conclude there is a linear relationship between X and Y
Program 4.1D (partial)
P(F > 9.0909) = 0.0394
Y = 0 + 1X1 + 2X2 + … + kXk +
where
Y = dependent variable (response variable)
Xi = ith independent variable (predictor or explanatory variable)
0 = intercept (value of Y when all Xi = 0)
I = coefficient of the ith independent variable
k = number of independent variables
= random error
where
= predicted value of Y
b0 = sample intercept (and is an estimate of 0)
bi = sample coefficient of the ith variable (and is an estimate of i)
Jenny Wilson wants to develop a model to determine the suggested listing price for houses based on the size and age of the house
She selects a sample of houses that have sold recently and records the data shown in Table 4.5
where
= predicted value of dependent variable (selling price)
b0 = Y intercept
X1 and X2 = value of the two independent variables (square footage and age) respectively
b1 and b2 = slopes for X1 and X2 respectively
Table 4.5
SELLING PRICE ($) SQUARE FOOTAGE AGE CONDITION
95,000 1,926 30 Good
119,000 2,069 40 Excellent
124,800 1,720 30 Excellent
135,000 1,396 15 Good
142,000 1,706 32 Mint
145,000 1,847 38 Mint
159,000 1,950 27 Mint
165,000 2,323 30 Excellent
182,000 2,285 26 Mint
183,000 3,752 35 Good
200,000 2,300 18 Good
211,000 2,525 17 Good
215,000 3,800 40 Excellent
219,000 1,740 12 Mint
Program 4.2
The p-value for the F-test and r2 are interpreted the same
The hypothesis is different because there is more than one independent variable
The F-test is investigating whether all the coefficients are equal to 0
The test statistic is calculated and if the p-value is lower than the level of significance (), the null hypothesis is rejected
The model is statistically significant
The p-value for the F-test is 0.002
r2 = 0.6719 so the model explains about 67% of the variation in selling price (Y)
But the F-test is for the entire model and we can’t tell if one or both of the independent variables are significant
By calculating the p-value of each variable, we can assess the significance of the individual variables
Since the p-value for X1 (square footage) and X2 (age) are both less than the significance level of 0.05, both null hypotheses can be rejected
A dummy variable is assigned a value of 1 if a particular condition is met and a value of 0 otherwise
The number of dummy variables must equal one less than the number of categories of the qualitative variable
Jenny believes a better model can be developed if she includes information about the condition of the property
X3 = 1 if house is in excellent condition
= 0 otherwise
X4 = 1 if house is in mint condition
= 0 otherwise
Two dummy variables are used to describe the three categories of condition
No variable is needed for “good” condition since if both X3 and X4 = 0, the house must be in good condition
Program 4.3
Program 4.3
As more variables are added to the model, the r2-value usually increases
For this reason, the adjusted r2 value is often used to determine the usefulness of an additional variable
The adjusted r2 takes into account the number of independent variables in the model
The formula for r2
The formula for adjusted r2
In some cases, variables contain duplicate information
When two independent variables are correlated, they are said to be collinear
When more than two independent variables are correlated, multicollinearity exists
When multicollinearity is present, hypothesis tests for the individual coefficients are not valid but the model may still be useful
In some situations, variables are not linear
Transformations may be used to turn a nonlinear model into a linear model
*
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Nonlinear relationship
*
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The engineers want to use regression analysis to improve fuel efficiency
They have been asked to study the impact of weight on miles per gallon (MPG)
Table 4.6
MPG WEIGHT (1,000 LBS.) MPG WEIGHT (1,000 LBS.)
12 4.58 20 3.18
13 4.66 23 2.68
15 4.02 24 2.65
18 2.53 33 1.70
19 3.09 36 1.95
19 3.11 42 1.92
Figure 4.6A
Linear model
| | | | |
1.00 2.00 3.00 4.00 5.00
MPG
45 –
40 –
35 –
30 –
25 –
20 –
15 –
10 –
5 –
0 –
Weight (1,000 lb.)
Program 4.4
A useful model with a small F-test for significance and a good r2 value
Figure 4.6B
Nonlinear model
| | | | |
1.00 2.00 3.00 4.00 5.00
MPG
45 –
40 –
35 –
30 –
25 –
20 –
15 –
10 –
5 –
0 –
Weight (1,000 lb.)
The nonlinear model is a quadratic model
The easiest way to work with this model is to develop a new variable
This gives us a model that can be solved with linear regression software
Program 4.5
A better model with a smaller F-test for significance and a larger adjusted r2 value
If the assumptions are not met, the statistical test may not be valid
Correlation does not necessarily mean causation
Multicollinearity makes interpreting coefficients problematic, but the model may still be good
Using a regression model beyond the range of X is questionable, the relationship may not hold outside the sample data
t-tests for the intercept (b0) may be ignored as this point is often outside the range of the model
A linear relationship may not be the best relationship, even if the F-test returns an acceptable value
A nonlinear relationship can exist even if a linear relationship does not
Just because a relationship is statistically significant doesn’t mean it has any practical value
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