In: Economics
Summit Farms hires unskilled daily workers to pick strawberries in their fields. Output depends on the number of workers and on random factors such as weather. Summit Farms wishes to estimate itys short run production function and has collected the following data over 15 days on the number of workers. L and output, q, measured in pounds of strawberries.
a. Using Excel's regression tool to estimate a production function of the form q = aL^2 + bL^3 for Summit Farms. (Hint: This production function implies that output is zero when L=0. Therefore, you should set the constant term in the regression to zero, which is an option in the Regression tool.
b. Use the estimated function and Excel's charting tool to plot the estimated total product, average product of labor and marginal rpoduct of labor curves.
Day | L | Q |
1 | 12.5 | 250 |
2 | 17.5 | 385 |
3 | 20 | 442 |
4 | 15 | 331 |
5 | 15 | 324 |
6 | 20 | 442 |
7 | 25 | 500 |
8 | 27.5 | 478 |
9 | 30 | 432 |
10 | 22.5 | 490 |
11 | 25 | 480 |
12 | 25 | 494 |
13 | 20 | 317 |
14 | 17.5 | 399 |
15 | 20 | 448 |
a.
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.997 | |||||
R Square | 0.994 | |||||
Adjusted R Square | 0.917 | |||||
Standard Error | 34.613 | |||||
Observations | 15 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 2 | 2640453.561 | 1320226.781 | 1101.995 | 0.000 | |
Residual | 13 | 15574.439 | 1198.034 | |||
Total | 15 | 2656028.000 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 0.000 | #N/A | #N/A | #N/A | #N/A | #N/A |
L^2 | 2.293 | 0.107 | 21.407 | 0.000 | 2.061 | 2.524 |
L^3 | -0.060 | 0.004 | -14.148 | 0.000 | -0.070 | -0.051 |
So the estimated function is Q = 2.293*L^2-0.06*L^3
b.
Day | L | Q | L2 | L3 | Total Product | Average product = TP/L | marginal product =?L*(90*L-2293)/500 |
1 | 12.5 | 250 | 156 | 1953 | 240 | 19.21 | 29.2 |
2 | 17.5 | 385 | 306 | 5359 | 378 | 21.61 | 25.13 |
3 | 20 | 442 | 400 | 8000 | 433 | 21.67 | 19.72 |
4 | 15 | 331 | 225 | 3375 | 312 | 20.79 | 28.29 |
5 | 15 | 324 | 225 | 3375 | 312 | 20.79 | 28.29 |
6 | 20 | 442 | 400 | 8000 | 433 | 21.67 | 19.72 |
7 | 25 | 500 | 625 | 15625 | 488 | 19.53 | 2.15 |
8 | 27.5 | 478 | 756 | 20797 | 477 | 17.33 | -10.01 |
9 | 30 | 432 | 900 | 27000 | 431 | 14.37 | -24.42 |
10 | 22.5 | 490 | 506 | 11391 | 472 | 20.98 | 12.06 |
11 | 25 | 480 | 625 | 15625 | 488 | 19.53 | 2.15 |
12 | 25 | 494 | 625 | 15625 | 488 | 19.53 | 2.15 |
13 | 20 | 317 | 400 | 8000 | 433 | 21.67 | 19.72 |
14 | 17.5 | 399 | 306 | 5359 | 378 | 21.61 | 25.13 |
15 | 20 | 448 | 400 | 8000 | 433 | 21.67 | 19.72 |