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December 8, 2022

A company in the meat and chicken industry is pondering an u

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  • This is a timed and individual assessment.
  • The dataset will be released on the last day of class.
  • Students will have 48 hours to complete the analytics, and write a business report.
  • Students are expected to write a 500 to 700 words executive summary of their findings on the data. Including two recommendations to the management of the company. The word count is a guideline, there is no strict limit for this assignment. If students' analysis merits writing more that is fine.  Just don't be verbose.

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Meat and Chicken Co.png

A company in the meat and chicken industry is pondering an unexpected result in their insurance health plan. Originally, Meat&ChickenCo was outsourcing its poultry operations to a third-party supplier based out of Arkansas. In 2019, the company decided to acquire the poultry operations to become even more vertically integrated. This move improved their profits and helped them gain bargaining power. However, this same move turned out negatively for the HR team. The company saw an increase in insurance premiums a year after the Arkansas employees had joined.

Insurance companies set premium prices based on the expenditure patterns of each specific company’s employees. This is called Group Health Insurance. Group insurance has typically lower premiums as the risk is spread over a large group of people. The company pays 70 to 90% of the premium fees, while the employee gets deducted the remainder from their weekly/monthly salary pay. There are tax benefits for the company, as the premiums paid towards the employee are tax-deductible.

However, increased use of the insurance by employees leads inevitably to an increase in the premiums for the next year. And when this happens, the company must decide if it will absorb the increase in premiums. When companies do this, the personnel expenses go up and the employees may not realize that their benefits compensation has gone up. Another option is to pass the increase to the employees. The employees would see it as a salary reduction, as their net take-home check would go down.

This is the conundrum the HR team at Meat&ChickenCo is facing. The annual average claim of the employees was around $7k. After the poultry workers in Arkansas became part of the group insurance plan, the company’s average claim per employee increased by ~21%. This was puzzling for the HR team. Costs of living -medical care included- are lower in Arkansas than in any of the other four regions the company operates: California, the East Coast, and the sales office in Miami.

The HR team wants to understand the leading causes behind higher medical bills. Perhaps, there is something the company can do to help its workforce to stay healthier. After all, it is not only a concern that the compensation costs could go up. Meat&ChickenCo is also concerned about the well-being of its employees. Through a combination of self-reported metrics and insurance provider records, the HR team has collected data points about their employees which are attached to this file Download attached to this file.

The HR Team looks at the data to discover that medical expenses derived from the Arkansas employees, on average, are higher than those from the California location. Which doesn’t match the known costs of doctors. California and Massachusetts rank in the top five most expensive states for health care (Ziegler, 2021). The HR team knows they must look beyond averages, but they are unsure of how to account for other factors. For example, obesity may play a role, if the weights and heights they collected were converted into BMI scores.

Average by Location and BMI Table.png

Your task:

  • Help the HR team to uncover the leading causes behind the medical expenses of their employees.
  • Produce a business written report with two actionable steps you recommend for the company to take based on your findings.
  • Read the rubric to understand what is expected from you.
  • This is a non-comprehensive list of guiding questions for your regression analysis and recommendations:
    • Which is the number one factor that explains the cost of medical bills for the Chicken&Meat Co employees?
    • Based on your regression analyses, is it true that the medical costs are higher in Arkansas?  
    • How does the prevalence of smoking among our employees compare to the prevalence of smoking in the regions they operate?
    • Are age and weight a factor in explaining medical bills for our employees?
    • The company now faces the dilemma of increased premiums. If the company increases the premium for all the employees just because the Arkansas poultry was brought into the group, is that fair? Should the company absorb the premiums and reward those who may have different lifestyles?

Deliverables:

  • Word document with your analysis and two recommendations derived from your findings. 
    • Don't structure your paper as Q&A. The questions above are meant to guide you in your analysis. If you find other patterns and insights from your analysis outside of those guiding questions, feel free to include those. 
  • Upload your Excel with the regression analyses and any other work you conducted. 
  • Read the rubric to understand what are the expectations from you for this assignment.

References

CDC. n.d. About Adult BMI. Centers for Disease Control and Prevention. Retrieved on Oct 27, 2021. Available at https://www.cdc.gov/healthyweight/assessing/bmi/adult_bmi/index.htmlLinks to an external site.

Ziegler, B. March 9, 2021. Health Care Rankings. Measuring how well states are meeting citizens’ health care needs. U.S. News. Retrieved on Oct 27, 2021. Available at https://www.usnews.com/news/best-states/rankings/health-care

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    HRTeamCollectedData-MeatAndChickenCo.csv

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Employee ID Year Employee's Location Age Height (cm) Weight (lbs) Gender Annual Expenditure in HealthCare # of Children Smoker
20KKw 2020 Arkansas Plant 38 173.9 266 Female 49335.49 2 Yes
21A6A 2020 Arkansas Plant 35 166.8 198 Male 4449.69 1 No
21kVL 2020 Arkansas Plant 49 179 269 Male 11921.31 3 No
21T4T 2020 East Coast – All Locations 32 186.8 254 Female 3840.28 0 No
21Tfh 2020 Miami Sales Office 26 174.1 230 Male 836.99 0 No
2268h 2020 East Coast – All Locations 27 164.1 188 Male 1287.64 0 No
22ksG 2020 Miami Sales Office 41 189.2 243 Male 26748.13 1 Yes
23DMN 2020 Arkansas Plant 40 149.7 204 Female 12335.75 2 No
23EQA 2020 California – All Locations 24 175.8 244 Female 3116.84 0 No
23L03 2020 East Coast – All Locations 34 173.8 240 Male 8084.84 1 Yes
23VYV 2020 East Coast – All Locations 35 177 178 Female 2381.31 2 No
240zv 2020 California – All Locations 37 172.2 199 Male 25371.77 1 Yes
249SS 2020 California – All Locations 25 164.3 155 Male 1842.59 0 No
24s2n 2020 Arkansas Plant 41 155.2 166 Male 8730.28 1 No
24YJ9 2020 East Coast – All Locations 44 154.1 124 Male 6428.78 1 No
25AkT 2020 East Coast – All Locations 35 168 143 Female 2835.57 1 No
25La4 2020 Miami Sales Office 30 183.3 237 Female 2999.95 0 No
25s0f 2020 Arkansas Plant 43 179.6 169 Male 3975.1 1 No
25Ukz 2020 East Coast – All Locations 44 158.3 208 Female 8896.6 0 No
25Z38 2020 Miami Sales Office 26 164.1 177 Male 1646.27 1 No
26bsY 2020 Miami Sales Office 50 167.2 210 Female 12688.22 0 No
26fYW 2020 East Coast – All Locations 40 183.3 251 Male 4831.7 1 No
26jDD 2020 East Coast – All Locations 31 186.1 247 Female 4793.7 0 No
26Krz 2020 Arkansas Plant 48 175 190 Female 8596.77 1 No
26r2D 2020 Miami Sales Office 25 171.3 195 Male 1004.03 0 No
280Xk 2020 Arkansas Plant 33 168.2 100 Male 2638.63 1 No
281gj 2020 East Coast – All Locations 35 164.6 187 Male 9843.27 1 No
285TW 2020 California – All Locations 23 163.6 162 Male 8461.69 1 No
28ayX 2020 East Coast – All Locations 45 190.1 218 Male 19907.85 2 Yes
28VRV 2020 California – All Locations 27 169.7 211 Male 27963.06 0 No
29H4f 2020 East Coast – All Locations 37 170.9 179 Female 3580.59 2 No
A06Xy 2020 East Coast – All Locations 29 178 184 Male 2327.81 2 No
A0PQc 2020 Arkansas Plant 37 160.6 165 Male 2833.92 2 No
A0VE9 2020 Arkansas Plant 38 191.4 241 Female 17334.49 1 Yes
A1PPm 2020 California – All Locations 27 163.8 141 Female 9276.84 0 No
A25W7 2020 Arkansas Plant 37 168 172 Male 2499.92 0 No
A2E8V 2020 Miami Sales Office 24 164.7 123 Male 680.42 0 No
A3AUG 2020 Arkansas Plant 40 165.4 282 Male 8039.66 1 No
A3d8C 2020 East Coast – All Locations 29 157.8 174 Female 2774.56 0 No
A3Kr4 2020 East Coast – All Locations 25 171 195 Male 11965.2 0 Yes
A3M8M 2020 Miami Sales Office 25 169.9 228 Male 17384.85 2 Yes
A42nf 2020 East Coast – All Locations 46 167.4 151 Male 5319.31 4 No
A4c81 2020 California – All Locations 27 175 203 Male 11929.77 1 No
A5H0k 2020 Arkansas Plant 29 168.6 194 Female 2697.28 0 No
A63kY 2020 Arkansas Plant 38 155 135 Male 13340.31 0 No
A6k2u 2020 East Coast – All Locations 44 159.9 167 Female 5828.71 1 No
A6TYy 2020 Arkansas Plant 45 170.1 229 Male 10545 0 No
A73Rb 2020 Miami Sales Office 26 165.4 120 Female 10821 2 No
A74Uc 2020 California – All Locations 41 186.8 219 Female 8514.92 1 Yes
A8K0C 2020 Miami Sales Office 28 169.9 177 Male 2667.3 2 No
A95Km 2020 Miami Sales Office 25 173.6 166 Male 878.39 0 No
A995s 2020 Miami Sales Office 22 160.6 174 Male 1607.53 0 No
A9cE4 2020 Arkansas Plant 41 157.2 153 Female 3354.59 0 No
A9FFb 2020 Arkansas Plant 46 183.5 213 Male 8130.42 2 No
Aa2HE 2020 Miami Sales Office 30 191 228 Male 9215.7 0 Yes
Aa2jY 2020 East Coast – All Locations 33 174 198 Male 2467.36 2 No
Aa8Nn 2020 Arkansas Plant 36 163 159 Male 4116.9 4 No
Aa9sC 2020 California – All Locations 22 158.5 180 Female 2098.87 0 No
AaAv2 2020 Arkansas Plant 31 174 237 Male 25388.36 2 No
AaHYb 2020 Arkansas Plant 42 157.1 138 Female 6879.35 2 No
AaM1j 2020 East Coast – All Locations 28 162.2 172 Male 11312.17 0 No
AaWag 2020 Arkansas Plant 51 167.5 125 Male 6858.24 0 No
AaYPQ 2020 Arkansas Plant 44 172.7 250 Male 10670.25 2 No
AaZta 2020 Arkansas Plant 31 176.8 264 Female 4969.23 0 No
Ab0gk 2020 Miami Sales Office 25 140.7 402 Male 1540.52 0 No
Abw2y 2020 East Coast – All Locations 37 158.8 157 Female 3657.81 0 No
Ac22T 2020 Arkansas Plant 43 184.2 252 Male 10958.7 1 No
Ac2pH 2020 East Coast – All Locations 34 159.3 172 Female 6917.2 1 No
Ac2YX 2020 East Coast – All Locations 27 170.7 229 Female 3658.61 1 No
Ac665 2020 East Coast – All Locations 46 156.4 148 Male 5006.71 1 No
AcgT0 2020 Miami Sales Office 26 174.9 177 Male 552.77 0 No
AcjBe 2020 East Coast – All Locations 33 176.3 216 Male 23938.23 1 Yes
AcTSh 2020 East Coast – All Locations 57 169.1 238 Male 12844.52 0 No
AcU6e 2020 Arkansas Plant 25 172.9 237 Male 29051.44 1 Yes
AcuuY 2020 Arkansas Plant 39 166.3 188 Female 22597.2 1 No
AddJW 2020 Miami Sales Office 32 162.8 184 Male 3246.07 1 No
AdfQ9 2020 East Coast – All Locations 54 182.1 254 Male 10601.48 0 No
AdKMK 2020 Arkansas Plant 42 167.9 147 Male 5960.05 1 No
AdvXM 2020 California – All Locations 23 173 160 Male 1196.7 0 No
Ae1Y2 2020 Arkansas Plant 41 166.5 204 Female 8594.09 0 No
Ae87e 2020 California – All Locations 34 165.4 146 Male 12396.64 2 No
Ae8g4 2020 East Coast – All Locations 31 182.6 172 Female 2071.93 3 No
AeNz6 2020 East Coast – All Locations 33 172.4 162 Male 5990.88 0 Yes
Aeprn 2020 East Coast – All Locations 35 165.6 222 Male 4000.07 1 No
Aes6X 2020 East Coast – All Locations 21 155.8 153 Female 912 0 No
AeVKc 2020 Miami Sales Office 43 151.7 177 Female 10540.26 1 No
AexpY 2020 East Coast – All Locations 42 177.9 317 Male 10098.72 0 No
Af2pv 2020 East Coast – All Locations 37 186.6 185 Male 6356.54 0 No
Af5HX 2020 California – All Locations 29 155.6 218 Male 14811.64 2 No
Af6fA 2020 East Coast – All Locations 33 154.6 154 Male