In: Statistics and Probability
Consider the following data sample from the Consumer Reports Restaurant Satisfaction Survey where variable Type indicates whether the restaurant is Italian or a Seafood/steakhouse restaurant. Price indicates average amount paid per person for dinner and drinks. Score reflects diner’s overall satisfaction, with higher values indicating greater satisfaction (100 is completely satisfied). A regression analysis is conducted using several steps to gauge the impact of the explanatory variables on Score (diner’ satisfaction).
Restaurant |
Price ($) |
Score |
Type |
Bertucci's |
16 |
77 |
Italian |
Black Angus |
24 |
79 |
Seafood/Steak |
Bonefish Grill |
26 |
85 |
Seafood/Steak |
Bravo!cuccina italiana |
18 |
84 |
Italian |
Buca di Beppo |
17 |
81 |
Italian |
Bugaboo Steak House |
18 |
77 |
Seafood/Steak |
Carrabba's Italian grill |
23 |
86 |
Italian |
Brown's Steakhouse |
17 |
75 |
Seafood/Steak |
Il Fornaio |
28 |
83 |
Italian |
Joe's crab Shack |
15 |
71 |
Seafood/Steak |
Johnny Carino's Italian |
17 |
81 |
Italian |
Lone Star SteakHouse |
17 |
76 |
Seafood/Steak |
Longhorn steakhouse |
19 |
81 |
Seafood/Steak |
Maggio's little Italy |
22 |
83 |
Italian |
McGrath's Fish House |
16 |
81 |
Seafood/Steak |
Oliven Graden |
19 |
79 |
Italian |
Outback Steakhouse |
20 |
82 |
Italian |
Red Lobster |
18 |
81 |
Seafood/Steak |
Romano's macorroni grill |
18 |
82 |
Italian |
The old spaguetti factory |
12 |
79 |
Italian |
Uno Chicago Grill |
16 |
80 |
Italian |
Fully explain here:
Fully explain here:
MODEL 1- includes only the Price to explain Score
Fully explain here:
Fully explain here: