In: Statistics and Probability
We assume that our wages will increase as we gain experience and become more valuable to our employers. Wages also increase because of inflation. By examining a sample of employees at a given point in time, we can look at part of the picture. How does length of service (LOS) relate to wages? The data here (data238.dat) is the LOS in months and wages for 60 women who work in Indiana banks. Wages are yearly total income divided by the number of weeks worked. We have multiplied wages by a constant for reasons of confidentiality.
(a) Plot wages versus LOS. Consider the relationship and whether
or not linear regression might be appropriate. (Do this on paper.
Your instructor may ask you to turn in this graph.)
(b) Find the least-squares line. Summarize the significance test
for the slope. What do you conclude?
Wages = | + LOS |
t = | |
P = |
(c) State carefully what the slope tells you about the relationship
between wages and length of service.
(d) Give a 95% confidence interval for the slope.
( , )
worker wages los size 1 39.7268 99 Large 2 47.9395 108 Small 3 50.0018 36 Small 4 56.5056 37 Small 5 39.9768 99 Large 6 42.1023 51 Small 7 68.3662 149 Large 8 62.1544 118 Large 9 45.573 151 Large 10 50.4117 83 Small 11 38.4135 53 Large 12 62.4993 40 Small 13 60.3019 58 Small 14 37.6291 26 Large 15 38.3317 104 Large 16 44.7494 158 Large 17 72.8137 58 Large 18 52.989 83 Small 19 73.2051 49 Large 20 39.127 113 Large 21 44.2316 59 Large 22 69.7851 40 Small 23 49.472 26 Large 24 38.5196 77 Small 25 46.0804 69 Large 26 59.7664 118 Small 27 55.661 115 Small 28 58.2214 28 Large 29 57.7969 39 Large 30 46.9105 44 Large 31 38.4955 56 Small 32 58.9224 110 Large 33 53.8302 82 Large 34 43.2473 58 Small 35 50.2706 84 Large 36 50.6164 20 Large 37 49.6558 93 Large 38 78.595 66 Small 39 82.6382 92 Large 40 75.3109 40 Small 41 49.842 131 Small 42 50.6961 61 Small 43 72.7987 38 Large 44 45.2429 101 Small 45 67.4423 121 Large 46 53.2089 102 Small 47 55.595 28 Large 48 63.0091 45 Large 49 60.6773 41 Small 50 44.6185 20 Large 51 39.0958 91 Large 52 63.4885 200 Large 53 54.8688 149 Large 54 53.0166 26 Small 55 42.1089 95 Small 56 71.9169 50 Large 57 61.4371 62 Small 58 50.6912 16 Large 59 53.9664 23 Small 60 39.0164 15 Large