BUS 308 Statistics for Managers

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RandomizedBUS308Data-2017.09.01-1.xlsm

Data

ID Salary Compa Midpoint Age Performance Rating Service Gender Raise Degree Gender1 Gr
1 61.6 1.081 57 34 85 8 0 5.7 0 M E The ongoing question that the weekly assignments will focus on is: Are males and females paid the same for equal work (under the Equal Pay Act)?
2 27.7 0.895 31 52 80 7 0 3.9 0 M B Note: to simplfy the analysis, we will assume that jobs within each grade comprise equal work.
3 35.1 1.132 31 30 75 5 1 3.6 1 F B
4 58 1.018 57 42 100 16 0 5.5 1 M E The column labels in the table mean:
5 48.2 1.004 48 36 90 16 0 5.7 1 M D ID – Employee sample number Salary – Salary in thousands
6 78.1 1.165 67 36 70 12 0 4.5 1 M F Age – Age in years Performance Rating - Appraisal rating (employee evaluation score)
7 41.3 1.032 40 32 100 8 1 5.7 1 F C Service – Years of service (rounded) Gender – 0 = male, 1 = female
8 22.1 0.962 23 32 90 9 1 5.8 1 F A Midpoint – salary grade midpoint Raise – percent of last raise
9 73.9 1.103 67 49 100 10 0 4 1 M F Grade – job/pay grade Degree (0= BS\BA 1 = MS)
10 23.1 1.003 23 30 80 7 1 4.7 1 F A Gender1 (Male or Female) Compa - salary divided by midpoint
11 23.3 1.012 23 41 100 19 1 4.8 1 F A
12 64.7 1.135 57 52 95 22 0 4.5 0 M E
13 41.1 1.027 40 30 100 2 1 4.7 0 F C
14 24 1.045 23 32 90 12 1 6 1 F A
15 22.6 0.984 23 32 80 8 1 4.9 1 F A
16 42.2 1.054 40 44 90 4 0 5.7 0 M C
17 63.7 1.118 57 27 55 3 1 3 1 F E
18 34.5 1.113 31 31 80 11 1 5.6 0 F B
19 24.3 1.055 23 32 85 1 0 4.6 1 M A
20 34.1 1.101 31 44 70 16 1 4.8 0 F B
21 77.2 1.152 67 43 95 13 0 6.3 1 M F
22 60.3 1.257 48 48 65 6 1 3.8 1 F D
23 23.1 1.004 23 36 65 6 1 3.3 0 F A
24 56.3 1.173 48 30 75 9 1 3.8 0 F D
25 25 1.087 23 41 70 4 0 4 0 M A 1.06848 0.0788733795 43.42 19.2012152393
26 23.5 1.020 23 22 95 2 1 6.2 0 F A 1.06132 0.0841312071 46.8 19.6160436038
27 46.9 1.172 40 35 80 7 0 3.9 1 M C .
28 78.3 1.169 67 44 95 9 1 4.4 0 F F
29 76.3 1.139 67 52 95 5 0 5.4 0 M F
30 49.3 1.027 48 45 90 18 0 4.3 0 M D
31 23.6 1.028 23 29 60 4 1 3.9 1 F A
32 26.5 0.855 31 25 95 4 0 5.6 0 M B Compa A B C D E F
33 57.5 1.008 57 35 90 9 0 5.5 1 M E F mean 1.0141666667 1.1205 1.0375 1.1243333333 1.175 1.134
34 28.6 0.923 31 26 80 2 0 4.9 1 M B m 1.0573333333 0.892 1.0833333333 0.9995 1.0818 1.12275
35 22.6 0.984 23 23 90 4 1 5.3 0 F A
36 23.6 1.026 23 27 75 3 1 4.3 0 F A F Stdev 0.0337876614 0.0311608729 0.0176776695 0.0751620472 0.0494974747 0.0212132034
37 23 0.999 23 22 95 2 1 6.2 0 F A m 0.0248260616 0.0190525589 0.0877971146 0.028991378 0.0607029196 0.0332603367
38 58.8 1.032 57 45 95 11 0 4.5 0 M E
39 33.9 1.094 31 27 90 6 1 5.5 0 F B
40 23.8 1.034 23 24 90 2 0 6.3 0 M A
41 45.8 1.144 40 25 80 5 0 4.3 0 M C
42 24.2 1.051 23 32 100 8 1 5.7 1 F A
43 75.6 1.128 67 42 95 20 1 5.5 0 F F
44 61.8 1.085 57 45 90 16 0 5.2 1 M E
45 56.9 1.185 48 36 95 8 1 5.2 1 F D
46 60.2 1.057 57 39 75 20 0 3.9 1 M E
47 57.2 1.003 57 37 95 5 0 5.5 1 M E
48 69.5 1.219 57 34 90 11 1 5.3 1 F E
49 63 1.105 57 41 95 21 0 6.6 0 M E
50 59.6 1.046 57 38 80 12 0 4.6 0 M E

Sheet1

Sal Compa G Mid Age EES SR G Raise Deg SUMMARY OUTPUT SUMMARY OUTPUT
24 1.045 1 23 32 90 9 1 5.8 1
24.2 1.053 1 23 30 80 7 1 4.7 1 Regression Statistics Regression Statistics
23.4 1.018 1 23 41 100 19 1 4.8 1 Multiple R 0.7050179484 Multiple R 0.9931286935
23.4 1.017 1 23 32 90 12 1 6 1 R Square 0.4970503076 R Square 0.9863046018
22.6 0.983 1 23 32 80 8 1 4.9 1 Adjusted R Square 0.4132253589 Adjusted R Square 0.9840220355
22.9 0.995 1 23 36 65 6 1 3.3 0 Standard Error 0.0561252686 Standard Error 2.4352822665
23.1 1.003 1 23 22 95 2 1 6.2 0 Observations 50 Observations 50
23.3 1.011 1 23 29 60 4 1 3.9 1
22.7 0.985 1 23 23 90 4 1 5.3 0 ANOVA ANOVA
23.5 1.023 1 23 27 75 3 1 4.3 0 df SS MS F Significance F df SS MS F Significance F
23 1.002 1 23 22 95 2 1 6.2 0 Regression 7 0.1307500775 0.0186785825 5.9296225662 0.0000782906 Regression 7 17938.424611863 2562.632087409 432.1033638177 5.29906273684337E-37
24 1.042 1 23 32 100 8 1 5.7 1 Residual 42 0.1323019225 0.0031500458 Residual 42 249.085188137 5.9305997175
35.5 1.145 1 31 30 75 5 1 3.6 1 Total 49 0.263052 Total 49 18187.5098
34.7 1.119 1 31 31 80 11 1 5.6 0
35.5 1.146 1 31 44 70 16 1 4.8 0 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
35.2 1.136 1 31 27 90 6 1 5.5 0 Intercept 0.9486238772 0.0817167716 11.6086803119 0 0.7837127557 1.1135349987 0.7837127557 1.1135349987 Intercept -4.8714544587 3.54570071 -1.3739045839 0.1767599037 -12.0269681853 2.2840592678 -12.0269681853 2.2840592678
40.4 1.01 1 40 32 100 8 1 5.7 1 Mid 0.0034995027 0.0006492568 5.3900133356 0.0000029767 0.0021892495 0.0048097559 0.0021892495 0.0048097559 Mid 1.2284155048 0.0281713308 43.6051641629 1.32019333894083E-36 1.1715634576 1.2852675521 1.1715634576 1.2852675521
42.7 1.068 1 40 30 100 2 1 4.7 0 Age 0.0005527738 0.0014459446 0.3822925256 0.7041721007 -0.0023652605 0.0034708081 -0.0023652605 0.0034708081 Age 0.0368279425 0.0627397124 0.5869957178 0.5603489282 -0.0897859231 0.1634418081 -0.0897859231 0.1634418081
53.4 1.112 1 48 48 65 6 1 3.8 1 EES -0.0018462553 0.0010252155 -1.8008461371 0.0789105539 -0.0039152239 0.0002227133 -0.0039152239 0.0002227133 EES -0.0821579785 0.0444842245 -1.8469014451 0.0718147225 -0.171930778 0.007614821 -0.171930778 0.007614821
51.5 1.072 1 48 30 75 9 1 3.8 0 SR -0.0004182288 0.0018278101 -0.2288141345 0.820123898 -0.004106899 0.0032704414 -0.004106899 0.0032704414 SR -0.0778484529 0.079308905 -0.9815852701 0.3319249969 -0.2379003029 0.0822033971 -0.2379003029 0.0822033971
49.8 1.037 1 48 36 95 8 1 5.2 1 G 0.0646649961 0.0183396697 3.5259629624 0.001034866 0.0276540443 0.101675948 0.0276540443 0.101675948 G 2.9145083112 0.7957605113 3.6625445343 0.000693549 1.3085985836 4.5204180389 1.3085985836 4.5204180389
68.3 1.198 1 57 27 55 3 1 3 1 Raise 0.0146549564 0.0139088976 1.0536389608 0.2980722322 -0.0134143354 0.0427242483 -0.0134143354 0.0427242483 Raise 0.6763294824 0.6035087689 1.1206622295 0.2687988764 -0.5416005215 1.8942594864 -0.5416005215 1.8942594864
65.4 1.148 1 57 34 90 11 1 5.3 1 Deg 0.0014675988 0.0161098249 0.0910996125 0.9278465471 -0.0310433441 0.0339785418 -0.0310433441 0.0339785418 Deg 0.0345044482 0.6990072742 0.0493620731 0.9608647532 -1.3761493419 1.4451582383 -1.3761493419 1.4451582383
78.4 1.17 1 67 44 95 9 1 4.4 0
75.9 1.133 1 67 42 95 20 1 5.5 0
24 1.044 0 23 32 85 1 0 4.6 1
23.3 1.012 0 23 41 70 4 0 4 0
24.1 1.049 0 23 24 90 2 0 6.3 0
27.5 0.887 0 31 52 80 7 0 3.9 0 t-Test: Two-Sample Assuming Equal Variances
27.1 0.875 0 31 25 95 4 0 5.6 0
27.7 0.895 0 31 26 80 2 0 4.9 1 Variable 1 Variable 2
40.8 1.019 0 40 44 90 4 0 5.7 0 Mean 1.06684 1.04836
43.9 1.097 0 40 35 80 7 0 3.9 1 Variance 0.00430164 0.00648099
41 1.025 0 40 25 80 5 0 4.3 0 Observations 25 25
48.7 1.014 0 48 36 90 16 0 5.7 1 Pooled Variance 0.005391315
49.4 1.029 0 48 45 90 18 0 4.3 0 Hypothesized Mean Difference 0
64.4 1.13 0 57 34 85 8 0 5.7 0 df 48
64.5 1.132 0 57 42 100 16 0 5.5 1 t Stat 0.8898352784
58.9 1.033 0 57 52 95 22 0 4.5 0 P(T<=t) one-tail 0.188996287
57.9 1.016 0 57 35 90 9 0 5.5 1 t Critical one-tail 1.6772241961
59 1.035 0 57 45 95 11 0 4.5 0 P(T<=t) two-tail 0.3779925741
63.3 1.111 0 57 45 90 16 0 5.2 1 t Critical two-tail 2.0106347576
56.8 0.996 0 57 39 75 20 0 3.9 1
58 1.017 0 57 37 95 5 0 5.5 1
62.4 1.094 0 57 41 95 21 0 6.6 0
63.8 1.12 0 57 38 80 12 0 4.6 0
79 1.179 0 67 36 70 12 0 4.5 1
77 1.149 0 67 49 100 10 0 4 1
74.8 1.116 0 67 43 95 13 0 6.3 1
76 1.135 0 67 52 95 5 0 5.4 0