In: Math
Are the types of professional jobs held in the computing industry independent of the number of years a person has worked in the industry? Suppose 243 workers are interviewed. Use the results obtained to determine whether type of professional job held in the computer industry is independent of years worked in the industry. Let = .01. Professional Position Years Manager Programmer Operator Systems Analyst 0–3 6 39 11 13 4–8 28 16 23 24 More than 8 42 10 12 19 Round the intermediate values to 2 decimal places. Round your answer to 2 decimal places, the tolerance is +/-0.05. Observed = Position is of number of years of experience.
here null hypothesis:Ho: type of professional job held in the computer industry is independent of years worked in the industry
alternate hypothesis: Ha: type of professional job held in the computer industry is dependent of years worked in the industry
degree of freedom =(row-1)*(column-1)=(4-1)*(3-1)=6
for 6 df and 0.01 level rejection region >16.812
applying chi squae test of independence:
Expected | Ei=Σrow*Σcolumn/Σtotal | 0-3 | 4-8 | >8 | Total |
Manager | 21.580 | 28.460 | 25.960 | 76 | |
Programmer | 18.460 | 24.340 | 22.200 | 65 | |
operator | 13.060 | 17.230 | 15.710 | 46 | |
system analyst | 15.900 | 20.970 | 19.130 | 56 | |
Total | 69 | 91 | 83 | 243 | |
chi square χ2 | =(Oi-Ei)2/Ei | 0-3 | 4-8 | >8 | Total |
Manager | 11.250 | 0.010 | 9.910 | 21.170 | |
Programmer | 22.850 | 2.860 | 6.700 | 32.410 | |
operator | 0.320 | 1.930 | 0.880 | 3.130 | |
system analyst | 0.530 | 0.440 | 0.000 | 0.970 | |
Total | 34.950 | 5.240 | 17.490 | 57.680 |
chi square test statistic =57.68 ( please try 57.70 if this comes wrong)
as test statistic is in rejection region we reject null hypothesis ; we have sufficient evidence at 0.01 level to conclude that type of professional job held in the computer industry is dependent of years worked in the industry.