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I have completed 1-3, hopefully correctly. If correct, need help with questions 4-9. Need to confirm I did the regression correctly, using the natural log

I have completed 1-3, hopefully correctly. If correct, need help with questions 4-9.

Need to confirm I did the regression correctly, using the natural log of the data. the data can be found towards the end.

After completing his bachelor's degree in business in Texas State University in December, 1994, Allen Bond used a $100,000 inheritance to open his own construction business in January, 1995. The firm specializes in building a standard-design utility (or storage) building for residential homes.

From a small beginning in 1995 when it employed only four carpenters, leased only one unit of capital, and built only 25 of its standard-design utility buildings, the firm has grown substantially. In 2020, the firm employs 75 carpenters part-time, leases 25 units of capital, and, by the end of the year, will have built 823 of its utility buildings which sell for $2,750 each.

The 75 part-time carpenters are paid $25,000 per year and constitute the entire labor component of the firm since all managerial, accounting, and clerical functions are handled by Mr. Bond. Mr. Bond has developed a measure for a unit of capital that includes one truck and a specified amount of other equipment, including a ladder, several power tools, an air compressor, etc. Mr. Bond currently leases 25 units of capital at $5,000 per unit. Labor and capital inputs can be varied daily and are the only significant explicit expenses incurred by the firm since building materials for each utility building are supplied by the customer.

Mr. Bond has just completed an MBA managerial economics course at Texas State University. Although he is not sure he understood everything, the class did make him aware of many problems he had not considered before. In particular, Mr. Bond is concerned about whether the current mix of labor and capital is optimal for the production process employed by Bond, Inc. Additionally, Mr. Bond now realizes that the business environment in which he operates is much more complex than he had previously considered. For example, skilled carpenters have recently organized and their salaries will increase to $30,000 per year beginning in 2021, the cost of capital will increase to $7,500 per unit, and the demand for utility buildings is expected to slow because new builders are including plenty of storage space in new structures. Finally, the city commission has just passed an ordinance restricting the construction of utility buildings after 2021 that will essentially eliminate the industry in the city that Bond, Inc., serves. For all practical purposes, with no assets and a "doomsday" future ahead of it, Bond, Inc., has no market value.

Mr. Bond anticipates retiring at the end of 2025, but the pressures of managing his business are beginning to bother him. His own projections are that because of the developments, growth will slow to 5% per year over the remaining five years the industry can exist. Increasingly, he is wondering if he would not be happier simply accepting a job offer from a local firmBobcats, Inc., a very large construction firm. Last year the personnel manager offered Mr. Bond an annual salary of $180,000 and has already called again this year to offer Mr. Bond a five-year contract, beginning in January of 2021, at a beginning annual salary of $180,000 with 5% annual increases.

Mr. Bond has hired your consulting group to make a thorough economic analysis of the firm's operation and to help him decide how to spend the next five years. Unfortunately, he has kept very few records that might be used for economic analysis. Records were maintained on output and inputs of capital and labor for each of the 26 years of operation. In the attached table, Q represents the number of utility buildings constructed each year, L is the average number of carpenters employed during the year, and K is the average number of units of capital leased during the year.

After completing the managerial economics class, Mr. Bond thinks his process for constructing utility buildings can be described by a Cobb-Douglas production function of the form Q = ALK. He's very interested in using the available data to estimate the parameters (i.e., A, , and ) of the Cobb-Douglas production function. He wonders if his "seat-of-the pants" intuition about the labor-capital mix has been on target, or would his business have been much more profitable over the years if he had used more sophisticated analytical tools to determine the optimal labor-capital mix. From experience, he thinks building utility buildings is an increasing returns to scale operation, but he's anxious to discover what the Cobb-Douglas production function will reveal. He knows his firm has grown rapidly, but he's never really thought much about the actual compound rate of growth until he learned how to make such computations while studying time value of money. These are just a few of the questions that Mr. Bond has been thinking about. And now he has hired your consulting team to help him with the answers. Let's get to work!

Rather than a narrative report, Mr. Bond wants your consulting team to respond directly to each of the following questions. Please answer in complete, grammatically correct, sentences. Attach supporting regression analyses, spreadsheets, computations, etc., as appendices to your responses to the questions.

  1. What has been the firm's average annual compound growth rate?

Mr. Bond thinks that the firm will only grow at an annual rate of 5% over the next five years. If he is correct, then how many utility buildings (to the nearest whole number) will the firm build during each the next five years (i.e., 2021 through 2025)?

Answer: firms' average annual compound rate?

CAGR = [(Ending Value / Beginning Value) ^ (1 / Number of Years)] - 1

CAGR = [(823 / 25) ^ (1 / 26)] - 1

CAGR 0.2933 or 29.33%

Answer: Mr. Bond thinks firm will grow at annual rate of 5%(not compound rate) if he is correct, how many utility buildings to nearest whole number will firm build during each next 5 years 2021 thru 2025

In 2021, the number of buildings constructed will be approximately 823 * 1.05 864.

In 2022, it will be 864 * 1.05 907

In 2023, it will be 907 * 1.05 952

In 2024, it will be 952 * 1.05 1,000

In 2025, it will be 1,000 * 1.05 1,050

2. Based on the records in the attachment, what were the firm's annual pre-tax profits from 1995 through 2020? How much pre-tax income has the firm earned during its life?

Answer: pre-tac 1995 thru 2020

Pre-tax profit = (Q * Price per unit - Total labor cost - Total capital cost)

Table with the calculated pre-tax profits for each year:

Year

Pretax

1995

-36250

1996

-36250

1997

-67500

1998

-45000

1999

23750

2000

23750

2001

-23750

2002

-35000

2003

-7500

2004

1250

2005

56250

2006

92500

2007

75000

2008

25000

2009

38750

2010

61250

2011

33750

2012

61250

2013

45000

2014

180000

2015

168750

2016

153750

2017

101250

2018

177500

2019

136250

2020

263250

Year Pre-tax Profit Calculations in excel...

1995 (25 * 2,750) - (4 * 25,000) - (1 * 5,000) = -36250

1996 (25 * 2,750) - (4 * 25,000) - (1 * 5,000) = -36250

Thru in excel, results shown above

2020 (823 * 2,750) - (75 * 25,000) - (25 * 7,500) = 263250

Answer: Pretax income during Firm's life - sum up the pretax/year

Total Pretax = $1,467,000

3. Based on the data, what is the estimated Cobb-Douglas production function for Bond, Inc.? Is this an increasing returns to scale industry as Mr. Bond suspected? Why or why not?

Answer:

Given the coefficients from the regression data:

- Intercept: 1.040242546

- Coefficient for log(L): 0.754868383

- Coefficient for log(K): 0.347140371

A is the intercept term.

is the coefficient for L (Labor).

is the coefficient for K (Capital).

Q = ALK

The estimated Cobb-Douglas production function for Bond, Inc. is:

Q = 1.04* L0.75* K0.35

(Q=A *L^0.754868383*K^0.347140371)

This implies that the production output (Q) is related to labor (L) and capital (K) in a multiplicative manner, with the respective exponents indicating the elasticity of output with respect to each input.

Increasing Returns to Scale:

To determine if this industry exhibits increasing returns to scale, check the sum of the exponents:

Sum of Exponents = 0.754868383 + 0.347140371 = 1.102008754

If the sum is greater than 1, it indicates increasing returns to scale. In this case:

Answer: Since the sum is greater than 1, this suggests that Bond, Inc. operates in an industry with increasing returns to scale. In such industries, an increase in both labor and capital leads to a more than proportional increase in output.

Therefore, Mr. Bond's suspicion is correct; it is an increasing returns to scale industry.

4. Using the estimated Cobb-Douglas production function, and given the costs of labor and capital, what is the expansion path (i.e., what is the optimal mix of labor and capital)? Casual observation suggests that over the years Mr. Bond has employed on average about 3 carpenters for every unit of capital (i.e., one unit of capital supports about three carpenters). Does it appear that his "seat-of-the-pants" intuition about the mix of labor and capital was correct? Why or why not?

Answer:

The estimated Cobb-Douglas production function is given as:

\[ Q = 1.04 \times L^{0.75} \times K^{0.35} \]

Q = 1.04* L0.75* K0.35

5. Using the estimated production function, determine how much labor and capital Bond, Inc., should have used each year in building the utility buildings. Assuming the optimal labor-capital mix had been used, determine annual pre-tax profits from 1995 to 2020. How much pre-tax income would the firm have earned during its life if it had used the optimal labor-capital mix? How does this lifetime pre-tax income compare to the lifetime pre-tax income determined in #2.

6. Next, let's examine the future. Recall that the cost of carpenters is going to increase from $25,000 to $30,000 per year beginning in January of 2021 and cost of capital is expected to increase from $5,000 to $7,500 per unit. How should Mr. Bond respond to this change in the relative cost of inputs (i.e., what is the new expansion path)?

7. Determine the optimal amount of labor and capital to use in building the utility buildings projected for 2021 through 2025.

8. Because new construction has slowed, a home builder in the city has now begun to build utility buildings similar to those that Mr. Bond builds. To be competitive, Mr. Bond must reduce his price from $2,750 to $2,400 during 2021-2025. What are Mr. Bond's projected annual pre-tax profits (or losses) over the next five years if he continues to operate his firm?

9. Recall, that Mr. Bond could shut down operations (there are no assets to dispose of) and go to work for Bobcats, Inc., at a salary, beginning in January of 2021, of $180,000 with 5% annual increases. Mr. Bond must make a decision in December of 2020. Does he continue to operate Bond, Inc., for the next five years, or does he close down the business and go to work for Bobcats, Inc.? Using a 10% discount rate, he will make this decision solely on the basis of the present value of the pre-tax earnings from these two employment opportunities. What is the present value of each of these income streams as of the end of December, 2020? [For purposes of simplification, you may assume that all cash flows (earnings and salary) occur at the end of the year.]

10. Conclude by writing a brief memo (no more than a page) summarizing your findings. Remember, such a brief summary gets to the point immediately. The opening sentence should make clear to Mr. Bond what he should do. The remaining sentences can summarize important particulars that led to your group's recommendation.

Bond, Inc.

Year

Q

L

K

1995

25

4

1

1996

25

4

1

1997

50

8

1

1998

60

8

2

1999

85

8

2

2000

85

8

2

2001

115

13

3

2002

120

14

3

2003

150

16

4

2004

155

16

5

2005

175

16

5

2006

190

16

6

2007

220

20

6

2008

220

22

6

2009

245

24

7

2010

255

24

8

2011

285

28

10

2012

315

30

11

2013

320

31

12

2014

380

32

13

2015

385

33

13

2016

465

42

15

2017

475

45

16

2018

610

56

20

2019

635

60

22

2020

823

75

25

The natural log of data for regression used is:

Year

Q

NL 0f Q

L

LN of L

K

LN of K

1995

25

3.218876

4

1.3862944

1

0

1996

25

3.218876

4

1.3862944

1

0

1997

50

3.912023

8

2.0794415

1

0

1998

60

4.094345

8

2.0794415

2

0.6931472

1999

85

4.442651

8

2.0794415

2

0.6931472

2000

85

4.442651

8

2.0794415

2

0.6931472

2001

115

4.744932

13

2.5649494

3

1.0986123

2002

120

4.787492

14

2.6390573

3

1.0986123

2003

150

5.010635

16

2.7725887

4

1.3862944

2004

155

5.043425

16

2.7725887

5

1.6094379

2005

175

5.164786

16

2.7725887

5

1.6094379

2006

190

5.247024

16

2.7725887

6

1.7917595

2007

220

5.393628

20

2.9957323

6

1.7917595

2008

220

5.393628

22

3.0910425

6

1.7917595

2009

245

5.501258

24

3.1780538

7

1.9459101

2010

255

5.541264

24

3.1780538

8

2.0794415

2011

285

5.652489

28

3.3322045

10

2.3025851

2012

315

5.752573

30

3.4011974

11

2.3978953

2013

320

5.768321

31

3.4339872

12

2.4849066

2014

380

5.940171

32

3.4657359

13

2.5649494

2015

385

5.953243

33

3.4965076

13

2.5649494

2016

465

6.142037

42

3.7376696

15

2.7080502

2017

475

6.163315

45

3.8066625

16

2.7725887

2018

610

6.413459

56

4.0253517

20

2.9957323

2019

635

6.453625

60

4.0943446

22

3.0910425

2020

823

6.712956

75

4.3174881

25

3.2188758

df

SS

MS

F

Significance F

Regression

2

21.3500573

10.6750286

775.959459

7.7875E-22

Residual

23

0.31641558

0.0137572

Total

25

21.6664729

Coefficients

Standard Error

t Stat

P-value

Lower 95%

Upper 95%

Intercept

2.39524698

0.25075481

9.55214772

1.8018E-09

1.87652113

2.91397282

LN of L

0.75486838

0.15505687

4.86833233

6.4674E-05

0.4341088

1.07562796

LN of K

0.34714037

0.1242049

2.79490088

0.01028985

0.09020297

0.60407777

RESIDUAL OUTPUT

Observation

Predicted NL 0f Q

Residuals

Standard Residuals

1

3.44171676

-0.2228409

-1.9807791

2

3.44171676

-0.2228409

-1.9807791

3

3.96495165

-0.0529286

-0.4704699

4

4.20557102

-0.1112265

-0.9886651

5

4.20557102

0.23708024

2.10734881

6

4.20557102

0.23708024

2.10734881

7

4.71281883

0.0321133

0.28544734

8

4.76876059

0.01873115

0.16649664

9

4.96942528

0.04121001

0.36630582

10

5.04688742

-0.0034623

-0.0307756

11

5.04688742

0.11789856

1.04797172

12

5.11017859

0.13684548

1.21638636

13

5.2786226

0.11500494

1.02225111

14

5.35056924

0.0430583

0.38273483

15

5.4697633

0.03149491

0.27995059

16

5.51611744

0.0251461

0.22351762

17

5.70994305

-0.0574539

-0.5106936

18

5.7951096

-0.042537

-0.3781008

19

5.85006676

-0.0817458

-0.7266183

20

5.90181891

0.03835235

0.34090472

21

5.92504746

0.02819588

0.25062631

22

6.15676915

-0.0147317

-0.1309469

23

6.23125361

-0.0679388

-0.6038916

24

6.47379731

-0.0603384

-0.536333

25

6.55896386

-0.1053389

-0.9363316

26

6.771784

-0.0588278

-0.522906

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