In: Economics
C) currently sells its microbrews in a seven-state area:
Illinois, Indiana, Michigan, Minnesota, Mississippi, Ohio, and
Wisconsin. The company’s marketing department has collected data
from its distributors in each state. This data consists of the
quantity and price (per case) of microbrews sold in each state, as
well as the average income (in thousands of dollars) of consumers
living in various regions of each state. The data for each state
are available via the link below--please note there are multiple
tabs at the bottom of the spreadsheet, each refers to one of the
seven states selling the Kalamazoo Brewing Company’s
microbrews.
Excel Data File
Quantity | Price | Income |
575 | 31.26 | 33.95 |
674 | 30.69 | 35.51 |
616 | 31.54 | 28.78 |
183 | 27.41 | 30.44 |
501 | 29.75 | 31.28 |
578 | 29.48 | 33.77 |
590 | 28.94 | 38.31 |
445 | 28.17 | 34.01 |
603 | 28.58 | 32.53 |
713 | 28.57 | 31.69 |
337 | 30.06 | 32.26 |
230 | 29.36 | 31.57 |
403 | 28.81 | 32.75 |
383 | 32.52 | 29.48 |
568 | 32.02 | 35.91 |
698 | 32.91 | 34.85 |
826 | 28.45 | 34.06 |
789 | 26.85 | 38.92 |
645 | 30.49 | 35.94 |
601 | 31.72 | 38.05 |
467 | 31.23 | 36.48 |
429 | 31.28 | 37.61 |
552 | 28.89 | 38.29 |
553 | 31.13 | 36.9 |
562 | 27.52 | 39.22 |
352 | 30.02 | 34.21 |
611 | 31.38 | 33.97 |
346 | 29.08 | 38.53 |
354 | 28.8 | 34.4 |
401 | 27.64 | 34.01 |
253 | 30.47 | 34.24 |
524 | 30.97 | 38.29 |
211 | 32.85 | 34.66 |
666 | 30.11 | 41.38 |
468 | 29.48 | 32.14 |
585 | 28.41 | 29.16 |
578 | 29.96 | 35.05 |
656 | 30.46 | 37.11 |
571 | 32.86 | 32.94 |
454 | 28.49 | 32.7 |
510 | 30.67 | 33.14 |
672 | 31.92 | 33.73 |
499 | 28.44 | 41.92 |
560 | 27.94 | 35.06 |
848 | 29.74 | 32.71 |
617 | 29.54 | 37.96 |
530 | 31.34 | 37.38 |
649 | 30.08 | 35.55 |
824 | 29.13 | 42.89 |
626 | 31.72 | 37.17 |
Assuming that the underlying demand relation is a linear function
of price and income, use your spreadsheet program to obtain least
squares estimates of Indiana’s demand for KBC microbrews.
Instruction: If the estimate is negative, enter a
negative number (-) in the equation. Enter your responses rounded
to two decimal places.
Q = ___+____ Price +____ Income
We can get the regression equation by using "Regression" in "Data Analysis" as shown below
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.2925956 | |||||
R Square | 0.0856122 | |||||
Adjusted R Square | 0.0467021 | |||||
Standard Error | 151.15408 | |||||
Observations | 50 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 2 | 100540.9347 | 50270.47 | 2.200256 | 0.122057592 | |
Residual | 47 | 1073835.145 | 22847.56 | |||
Total | 49 | 1174376.08 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | -42.653105 | 496.5565698 | -0.0859 | 0.931913 | -1041.596074 | 956.2898634 |
Price | 2.617411 | 13.99127624 | 0.187075 | 0.852407 | -25.52940592 | 30.76422857 |
Income | 14.316497 | 6.826898346 | 2.097072 | 0.041394 | 0.582549301 | 28.05044527 |
Regression equation is given as
Q =-42.65+2.62 Price +14.32 Income