Mini-Case Study 3: Debt Spending A study found that American consumers are making average monthly debt payments...

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Mini-Case Study 3: Debt Spending

A study found that American consumers are making average monthlydebt payments of $983 (Experian.com- November 11th, 2010). However,the study of 26 metropolitan areas reveals quite a bit of variationin debt payments, depending on where consumers live. For example,the Washington, DC, residents pay the most ($1,285 per month),while Pittsburghers pay the least ($763 per month). Madelyn Davis,an economist at a large bank, believes that income differencesbetween cities are the primary reason for the disparate debtpayments. For example, the Washington, DC, area’s high incomes havelikely contributed to its placement at the top of the list. Madelynalso wonders about the likely effect of unemployment on consumerdebt payments. She wonders areas with higher unemployment rateswill leave consumers struggling to pay their bills and thus lowerdebt payments. On the other hand, higher unemployment rates mayreduce consumer debt payments, as consumers forgo making majorpurchases such as homes and cars. In order to analyze therelationship between income, the unemployment rate, and consumerdebt payments, Madelyn gathers data from the same 26 metropolitanareas used in the debt payment study. Specifically, she collectseach area’s 2010-2011 median household income as well as themonthly unemployment rate and average consumer debt for August2010.

Metropolitan areaDebtIncUnemp
Washington, D.C.1,285103.56.3
Seattle1,13581.78.5
Baltimore1,13382.28.1
Boston1,13389.57.6
Denver1,10475.98.1
San Francisco1,09893.49.3
San Diego1,07675.510.6
Sacramento1,04573.112.4
Los Angeles1,02468.212.9
Chicago1,01775.19.7
Philadelphia1,01178.39.2
Minneapolis1,011847
New York98978.39.3
Atlanta98671.810.3
Dallas97068.38.4
Phoenix95766.69.1
Portland94871.210.2
Cincinnati92069.59.3
Houston88965.18.7
Columbus88868.68.3
St. Louis88668.39.9
Miami86760.214.5
Detroit83269.815.7
Cleveland81264.89.6
Tampa79159.412.6
Pittsburgh763638.3

Madelyn asks for your group’s help to:

  1. Use the ‘Data Analysis Toolpack’ to fit a regression. Be sure toinclude all steps including interpreting the model. Be thorough indescribing your process. (20 points)

  2. Use your final equation to predict the average debt payment of ametropolitan area whose median income is $41,203 and whoseunemployment rate is 8.04%. (3 points)

  3. Does the intercept have meaning? (3 points)

Answer & Explanation Solved by verified expert
3.7 Ratings (652 Votes)

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.867561816
R Square 0.752663505
Adjusted R Square 0.731155983
Standard Error 64.60976155
Observations 26
ANOVA
df SS MS F Significance F
Regression 2 292170.7719 146085.386 34.99536244 1.05394E-07
Residual 23 96011.68963 4174.421288
Total 25 388182.4615
Coefficients Standard Error t Stat P-value Lower 95%
Intercept 198.9955611 156.3619079 1.272660099 0.215853972 -124.4636895
Inc 10.51215911 1.47652528 7.119525312 2.98439E-07 7.457733849
Unemp 0.618572208 6.867902274 0.090067124 0.929013632 -13.5887661

data-> data analysis -> regression

debt^ =198.9956 + 10.5122 * Income +0.6186 * Unemployment

this model is significant as p-value < 0.01

R^2 = 0.7527 which is good too.

when median income increases by 1 unit, on average debt increases by 10.5122

when unemployment increases by 1 % , on average debt increases by 0.6186


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