A firm estimates its cubic production function of the form Q = AL^3 + BL^2 and obtains the following estimation results: A. What are the estimated total, average, and marginal product functions? B. At what level of labor usage is average product at its maximum?

ENGR.ECONOMIC ANALYSIS
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Chapter1: Making Economics Decisions
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  1. A firm estimates its cubic production function of the form

Q = AL^3 + BL^2

and obtains the following estimation results:

A. What are the estimated total, average, and marginal product functions?

B. At what level of labor usage is average product at its maximum?

**Statistical Analysis Summary**

**Dependent Variable:** Q  
**Observations:** 27

- **R-Square:** 0.7972
- **F-Ratio:** 98.256
- **P-Value on F:** 0.0001

**Variable Analysis:**

1. **Variable: L3**
   - **Parameter Estimate:** -0.00160
   - **Standard Error:** 0.000750
   - **T-Ratio:** -2.13
   - **P-Value:** 0.0429

2. **Variable: L2**
   - **Parameter Estimate:** 0.480
   - **Standard Error:** 0.37510
   - **T-Ratio:** 1.28
   - **P-Value:** 0.2124

**Interpretation:**
- The model explains approximately 79.72% of the variability in the dependent variable Q, as indicated by the R-Square value.
- The overall model is statistically significant, given the F-Ratio of 98.256 and a P-Value on F of 0.0001.
- For variable L3, the parameter estimate is negative and statistically significant at the 5% level.
- The variable L2 has a positive parameter estimate but is not statistically significant at the 5% level.
Transcribed Image Text:**Statistical Analysis Summary** **Dependent Variable:** Q **Observations:** 27 - **R-Square:** 0.7972 - **F-Ratio:** 98.256 - **P-Value on F:** 0.0001 **Variable Analysis:** 1. **Variable: L3** - **Parameter Estimate:** -0.00160 - **Standard Error:** 0.000750 - **T-Ratio:** -2.13 - **P-Value:** 0.0429 2. **Variable: L2** - **Parameter Estimate:** 0.480 - **Standard Error:** 0.37510 - **T-Ratio:** 1.28 - **P-Value:** 0.2124 **Interpretation:** - The model explains approximately 79.72% of the variability in the dependent variable Q, as indicated by the R-Square value. - The overall model is statistically significant, given the F-Ratio of 98.256 and a P-Value on F of 0.0001. - For variable L3, the parameter estimate is negative and statistically significant at the 5% level. - The variable L2 has a positive parameter estimate but is not statistically significant at the 5% level.
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