Consider a binary response variable y and two predictor variables x₁ and x2. The following table contains the parameter estimates of the linear probability model (LPM) and the logistic regression model, with the associated p-values shown in parentheses. Variable Intercept X1 x2 x₁ = 4, X₂ = 17 x₁ = 4, X₂= 20 LPM -0.30 (0.02) 0.39 (0.03) -0.03 (0.02) a. What is the predicted probability implied by the linear probability model for x₁ = 4 with x2 equal to 17-and 20?Note: Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability between 0 and 1 (not in %). x₁ = 4, X₂ = 17 x₁ = 4, X2= 20 Logistic -1.80 (0.06) 0.97 (0.07) -0.20 (0.06) ŷ b. What is the predicted probability implied by the logistic model for x₁ = 4 with x2 equal to 17 and 20? Note: Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability between 0 and 1 (not in %). ŷ

Calculus For The Life Sciences
2nd Edition
ISBN:9780321964038
Author:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Publisher:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Chapter1: Functions
Section1.EA: Extended Application Using Extrapolation To Predict Life Expectancy
Problem 4EA: EXERCISES The following table gives the life expectancy at birth of females born in the United...
icon
Related questions
Question
Exercise 9-3 Algo
Consider a binary response variable y and two predictor variables x₁ and x2. The following table contains the parameter estimates of
the linear probability model (LPM) and the logistic regression model, with the associated p-values shown in parentheses.
Variable
Intercept
X1
x2
x₁ = 4; X₂ = 17
x₁ = 4, X₂= 20
LPM
-0.30
(0.02)
0.39
(0.03)
-0.03
(0.02)
Logistic
-1.80
(0.06)
0.97
(0.07)
a. What is the predicted probability implied by the linear probability model for x1 = 4 with x2 equal to 17-and 20?Note: Round
intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability between 0 and
1 (not in %).
x₁ = 4, X₂ = 17
x₁ = 4, X₂= 20
ŷ
-0.20
(0.06)
b. What is the predicted probability implied by the logistic model for x₁ = 4 with x2 equal to 17 and 20?
Note: Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability
between 0 and 1 (not in %).
ŷ
Transcribed Image Text:Exercise 9-3 Algo Consider a binary response variable y and two predictor variables x₁ and x2. The following table contains the parameter estimates of the linear probability model (LPM) and the logistic regression model, with the associated p-values shown in parentheses. Variable Intercept X1 x2 x₁ = 4; X₂ = 17 x₁ = 4, X₂= 20 LPM -0.30 (0.02) 0.39 (0.03) -0.03 (0.02) Logistic -1.80 (0.06) 0.97 (0.07) a. What is the predicted probability implied by the linear probability model for x1 = 4 with x2 equal to 17-and 20?Note: Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability between 0 and 1 (not in %). x₁ = 4, X₂ = 17 x₁ = 4, X₂= 20 ŷ -0.20 (0.06) b. What is the predicted probability implied by the logistic model for x₁ = 4 with x2 equal to 17 and 20? Note: Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places. Report the probability between 0 and 1 (not in %). ŷ
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 4 steps with 12 images

Blurred answer
Recommended textbooks for you
Calculus For The Life Sciences
Calculus For The Life Sciences
Calculus
ISBN:
9780321964038
Author:
GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Publisher:
Pearson Addison Wesley,
Functions and Change: A Modeling Approach to Coll…
Functions and Change: A Modeling Approach to Coll…
Algebra
ISBN:
9781337111348
Author:
Bruce Crauder, Benny Evans, Alan Noell
Publisher:
Cengage Learning
Glencoe Algebra 1, Student Edition, 9780079039897…
Glencoe Algebra 1, Student Edition, 9780079039897…
Algebra
ISBN:
9780079039897
Author:
Carter
Publisher:
McGraw Hill
Algebra & Trigonometry with Analytic Geometry
Algebra & Trigonometry with Analytic Geometry
Algebra
ISBN:
9781133382119
Author:
Swokowski
Publisher:
Cengage
College Algebra
College Algebra
Algebra
ISBN:
9781938168383
Author:
Jay Abramson
Publisher:
OpenStax
Big Ideas Math A Bridge To Success Algebra 1: Stu…
Big Ideas Math A Bridge To Success Algebra 1: Stu…
Algebra
ISBN:
9781680331141
Author:
HOUGHTON MIFFLIN HARCOURT
Publisher:
Houghton Mifflin Harcourt