Question
A company that holds the DVD distribution rights to movies previously released in theaters has the business objective of developing estimates of the sales revenue
A company that holds the DVD distribution rights to movies previously released in theaters has the business objective of developing estimates of the sales revenue of DVDs. Toward this goal, a company analyst plans to use box office gross to predict DVD sales revenue. For 38 movies, the analyst collects the box office gross (in $Millions) in the year that they were released and the DVD revenue (in $Millions) in the following year
A) What is the correlation coefficient (r) between box office gross and DVD sales revenue? Is the correlation statistically significant at 5% and 1% levels of significance?
B). Run a regression analysis to help the analyst estimate DVD sales revenue from past year's box office gross. Have this output ready before you start the exam. You will be asked about the model's predictive power, interpretation of the regression coefficient, and use it in prediction
Title | 2013 Gross ($M) | 2014 DVD Revenue ($M) |
The Hunger Games: Catching Fire | 407.140 | 54.925 |
Despicable Me 2 | 367.957 | 34.813 |
Frozen | 296.692 | 185.483 |
Man of Steel | 291.046 | 29.803 |
Gravity | 255.622 | 24.350 |
Fast and Furious 6 | 238.680 | 11.446 |
The Hobbit: The Desolation of Smaug | 229.060 | 34.679 |
Thor: The Dark World | 203.449 | 27.323 |
World War Z | 202.360 | 7.287 |
The Heat | 159.582 | 6.842 |
The Wolverine | 132.557 | 9.909 |
Cloudy with a Chance of Meatballs 2 | 117.614 | 20.962 |
Lee Daniels' The Butler | 116.294 | 24.208 |
Captain Phillips | 104.835 | 17.344 |
Jackass Presents: Bad Grandpa | 101.625 | 12.768 |
Disney Planes | 90.283 | 10.879 |
The Lone Ranger | 89.290 | 9.432 |
American Hustle | 87.923 | 8.628 |
The Best Man Holiday | 70.493 | 14.121 |
Percy Jackson: Sea of Monsters | 68.518 | 12.014 |
The Wolf of Wall Street | 63.125 | 16.115 |
Last Vegas | 63.112 | 8.999 |
Ender's Game | 61.657 | 12.975 |
Saving Mr. Banks | 58.958 | 13.939 |
Free Birds | 54.895 | 13.002 |
RED 2 | 53.263 | 7.401 |
Tyler Perry's A Madea Christmas | 50.227 | 10.425 |
The Secret Life of Walter Mitty | 45.471 | 7.934 |
Riddick | 42.025 | 13.241 |
The Hobbit: An Unexpected Journey | 39.169 | 8.056 |
12 Years a Slave | 38.472 | 15.233 |
Walking with Dinosaurs | 31.344 | 7.529 |
Escape Plan | 25.064 | 9.111 |
The Book Thief | 19.092 | 9.133 |
About Time | 15.324 | 7.281 |
The Wizard of Oz | 5.509 | 5.538 |
Pitch Perfect | 0.345 | 10.019 |
Lone Survivor | 0.327 | 22.784 |
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