Question
The value of a sports franchise is directly related to the amount of revenue that a franchise can generate. The accompanying data table gives the
The value of a sports franchise is directly related to the amount of revenue that a franchise can generate. The accompanying data table gives the value and the annual revenue for a random sample of
28
of the MLB baseball teams in a recent year. Suppose you want to develop a simple linear regression model to predict franchise value based on annual revenue generated. Complete parts (a) through (e) below.
Team | Revenue | Value |
Boston | 434 | 2700 |
Chicago White Sox | 269 | 1350 |
Cleveland | 271 | 920 |
Detroit | 275 | 1200 |
Houston | 299 | 1450 |
Kansas City | 246 | 950 |
Los Angeles Angels | 350 | 1750 |
Minnesota | 249 | 1025 |
New York Yankees | 526 | 3700 |
Seattle | 289 | 1400 |
Tampa Bay | 205 | 825 |
Texas | 298 | 1550 |
Toronto | 278 | 1300 |
Arizona | 253 | 1350 |
Atlanta | 275 | 1500 |
Chicago Cubs | 434 | 2650 |
Cincinnati | 229 | 915 |
Colorado | 248 | 1000 |
Los Angeles Dodgers | 462 | 2750 |
Miami | 206 | 940 |
Milwaukee | 239 | 925 |
New York Mets | 332 | 2000 |
Philadelphia | 325 | 1650 |
Pittsburgh | 265 | 1250 |
St. Louis | 310 | 1800 |
San Diego | 259 | 1125 |
San Francisco | 428 | 2650 |
Washington | 304 | 1600 |
b. Use the least-squares method to determine the regression coefficients
b0=
b1.=
Part 3
c. Interpret the meaning of b0 and b1 in this problem. Choose the correct answer below.
A.
The Y-intercept,
b0,
implies when the annual revenue is zero, the franchise value is
b0,
in millions of dollars. The slope,
b1,
implies the revenue is equal to
b1,
in millions of dollars.
B.
The Y-intercept,
b0,
implies that if the annual revenue is zero, the franchise value is equal to
b0,
in millions of dollars. The slope,
b1,
implies that for each increase of 1 million dollars in annual revenue, the franchise value is expected to decrease by
b1,
in millions of dollars.
C.
The Y-intercept,
b0,
implies that if the annual revenue is zero, the franchise value is equal to the value of
b0,
in millions of dollars. The slope,
b1,
implies that the average franchise value is equal to
b1,
in millions of dollars.
D.
An interpretation of the Y-intercept,
b0,
is not meaningful because no sports franchise is going to have a revenue of zero. The slope,
b1,
implies that for each increase of 1 million dollars in annual revenue, the franchise value is expected to increase by
b1,
in millions of dollars.
Part 4
d. Predict the mean franchise value (in millions of dollars) of a sports team that generates $200 million of annual revenue.
Yi=
Part 5
e. What would you tell a group considering an investment in MLB baseball teams about the relationship between revenue and the value of a team?
A.
The value of the franchise can be expected to decrease as revenue increases.
B.
The value of the franchise can be expected to increase as revenue increases.
C.
The value of the franchise is not affected by changes in revenue.
D.
The value of the franchise can be expected to increase as revenue decreases.
Textbook
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