1. Interpret the estimates of β1 in the model to the context. 2. Interpret the estimates of β2 in the model to the context.

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
icon
Concept explainers
Question

1. Interpret the estimates of β1 in the model to the context.

2. Interpret the estimates of β2 in the model to the context.

EXAMPLE 3.3 (Vendor). Detailed interviews were con-
ducted with over 1,000 street vendors in the city of Puebla,
Mexico, in order to study the factors influencing ven-
dors’ incomes. Vendors were defined as individuals work-
ing in the street, and included vendors with carts and
stands on wheels and excluded beggars, drug dealers,
and prostitutes. The researchers collected data on gen-
der, age x1, hours worked per day x2, annual earnings y,
and education level. A subset of these data (x1, x2 and y)
appears in the accompanying table.
VENDOR
ANNUAL
HOURS WORKED
NUMBER
EARNINGS, y
AGE, x1
PER DAY, x2
21
$2841
29
12
53
1876
2934
21
8
60
62
10
184
1552
18
10
263
281
3065
3670
40
11
50
11
354
2005
65
5
401
515
3215
1930
44
17
8
8
2010
3111
2882
633
70
677
20
9.
710
29
9.
800
1683
15
5
914
1817
14
7
997
4066
33
12
Transcribed Image Text:EXAMPLE 3.3 (Vendor). Detailed interviews were con- ducted with over 1,000 street vendors in the city of Puebla, Mexico, in order to study the factors influencing ven- dors’ incomes. Vendors were defined as individuals work- ing in the street, and included vendors with carts and stands on wheels and excluded beggars, drug dealers, and prostitutes. The researchers collected data on gen- der, age x1, hours worked per day x2, annual earnings y, and education level. A subset of these data (x1, x2 and y) appears in the accompanying table. VENDOR ANNUAL HOURS WORKED NUMBER EARNINGS, y AGE, x1 PER DAY, x2 21 $2841 29 12 53 1876 2934 21 8 60 62 10 184 1552 18 10 263 281 3065 3670 40 11 50 11 354 2005 65 5 401 515 3215 1930 44 17 8 8 2010 3111 2882 633 70 677 20 9. 710 29 9. 800 1683 15 5 914 1817 14 7 997 4066 33 12
Consider the first-order model y = Bo + B1x1 + 62x2 + € and assume it is appropriate. Below is
the SAS output.
The REG Procedure
Model: MODEL1
Dependent Variable: earning
Number of Observations Read
15
Number of Observations Used
15
Analysis of Variance
Sum of
Mean
Source
DF Squares
Square F Value
Pr >F
Model
2 5018232 2509116
8.36 0.0053
Error
12 3600196
300016
Corrected Total
14 8618428
Root MSE
547.73748 R-Square 0.5823
Dependent Mean 2577.13333 Adj R-Sq
0.5126
Coeff Var
21.25375
Parameter Estimates
Parameter
Estimate
Standard
Error t Value Pr > |t|
Variable
DF
95% Confidence Limits
Intercept
1
-20.35201 652.74532
-0.03 0.9756 -1442.56189
1401.85787
age
1
13.35045
7.67168
1.74 0.1074
-3.36470
30.06559
hour
1
243.71446
63.51174
3.84 0.0024
105.33428
382.09465
Transcribed Image Text:Consider the first-order model y = Bo + B1x1 + 62x2 + € and assume it is appropriate. Below is the SAS output. The REG Procedure Model: MODEL1 Dependent Variable: earning Number of Observations Read 15 Number of Observations Used 15 Analysis of Variance Sum of Mean Source DF Squares Square F Value Pr >F Model 2 5018232 2509116 8.36 0.0053 Error 12 3600196 300016 Corrected Total 14 8618428 Root MSE 547.73748 R-Square 0.5823 Dependent Mean 2577.13333 Adj R-Sq 0.5126 Coeff Var 21.25375 Parameter Estimates Parameter Estimate Standard Error t Value Pr > |t| Variable DF 95% Confidence Limits Intercept 1 -20.35201 652.74532 -0.03 0.9756 -1442.56189 1401.85787 age 1 13.35045 7.67168 1.74 0.1074 -3.36470 30.06559 hour 1 243.71446 63.51174 3.84 0.0024 105.33428 382.09465
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 2 steps with 1 images

Blurred answer
Knowledge Booster
Correlation, Regression, and Association
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman