Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

1.A 1993 paper by Robey, et.al. in Scientific American was concerned with the declining fertility rate in developing countries.In particular, they were looking at effect

1.A 1993 paper by Robey, et.al. in Scientific American was concerned with the declining fertility rate in developing countries.In particular, they were looking at effect that contraceptive use had on fertility rate.Conduct a simple linear regression analysis for this data set.

contprev = percentage of married women in the country using contraception

fertrate = fertility rate

Run the R code (in next page) and then based on R output to answer the following questions.

(a) Ata=0.05 level do we accept or reject the null hypothesis b1=0?So, does the contraceptive use affect the fertility rate? Justify your answer.

(b) Interpret the estimate of b1.

(c) Findand interpret it.

(d) Find a 95% confidence interval of the mean fertility rate when the contraceptive prevalence was 50%.

(e) Find the proportion of sample variability in fertrate explained by the linear relationship with contprev.

(f) Check the model assumptions using residual plots, and state whether you feel comfortable trusting the results of the regression. Justify your answer clearly.

R code

my.datafile

cat(file=my.datafile, "

Mauritius762.2

Thailand692.3

Colombia662.9

CostaRica713.5

SriLanka632.7

Turkey623.4

Peru603.5

Mexico554.0

Jamaica552.9

Indonesia503.1

Tunisia514.3

ElSalvador484.5

Morocco424.0

Zimbabwe465.4

Egypt404.5

Bangladesh405.5

Botswana354.8

Kenya286.5

Guatemala245.5

Cameroon165.8

Ghana146.0

Pakistan135.0

Senegal136.5

Sudan104.8

Yemen97.0

Nigeria75.7

", sep=" ")

options(scipen=999) # suppressing scientific notation

fertdata

attach(fertdata)

fert.reg=lm(fertrate~contprev)

summary(fert.reg)

x.value

predict(fert.reg, x.value, interval="confidence", level=0.95)

par(mfrow=c(1,2))

plot(fitted(fert.reg), resid(fert.reg)); abline(h=0)

qqnorm(resid(fert.reg))

qqline(resid(fert.reg))

Output:

image text in transcribed
R . Global Environment . fertdata It1 ) (Intercept)

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Advanced Calculus

Authors: R Creighton Buck

3rd Edition

147861613X, 9781478616139

More Books

Students also viewed these Mathematics questions

Question

4. Explain the qualitative research model.

Answered: 1 week ago

Question

1. Does your voice project confidence? Authority?

Answered: 1 week ago