Question

In: Statistics and Probability

According to data from the 2018 General Social Survey (GSS 2018), the average number of years...

According to data from the 2018 General Social Survey (GSS 2018), the average number of years of education of the 2345 adults in the U.S. sample is 13.73, with a standard deviation of 2.974. Compared to the national average of 13.26 years of education in 2000, researchers are wondering if the national education level had increased during these years. Do a hypothesis testing with α=0.05. Use this example to answer questions 24 to 27.

24. What’s the null hypothesis in this case?
A. The average number of years of education in the U.S. adult population did not change much from 2000 to 2018.
B. The average number of years of education in the U.S. adult population was equal to 13.73 in 2018.
C. The average number of years of education for the GSS 2018 sample is no different from 13.26, the national average in 2000.
D. The average number of years of education in the U.S. adult population had increased from 2000 to 2018.

25. What’s the alternative hypothesis in this case?
A. The average number of years of education in the U.S. adult population had changed since 2000.
B. The average number of years of education for the GSS 2018 sample is different from 13.26, the national average in 2000.
C. The average number of years of education in the U.S. adult population in 2018 was higher than that in 2000.
D. The average number of years of education in the U.S. adult population had decreased from 2000 to 2018.

26. Which of the following statements about this example is correct?
A. This is a two-tailed test and you have two rejection regions.
B. Since the sample size is large, we cannot use the normal distribution as the sampling distribution.
C. This is a one-tailed test and the rejection region is on the left side of the sampling distribution.
D. The rejection region is on the right side of the sampling distribution.

27. What conclusion can we draw for this example?
A. There is no enough evidence to reject the null hypothesis.
B. We can be 90% confident that the average number of years of education in the U.S. adult population had increased since 2000.
C. The average number of years of education in the U.S. adult population had increased since 2000.
D. There is a significant difference between 2018 and 2000 in terms of the national education level in the U.S. adult population.

Solutions

Expert Solution

Given:

= 13.26, n = 2345, = 13.73, SD(S) = 2.974, = 0.05

24) Null Hypothesis:

Ho: = 13.26

ANSWER: A

A. The average number of years of education in the U.S. adult population did not change much from 2000 to 2018.

25) Alternative Hypothesis:

Ha: > 13.26

ANSWER: C

C. The average number of years of education in the U.S. adult population in 2018 was higher than that in 2000.

26)

ANSWER: D

D. The rejection region is on the right side of the sampling distribution.

27)

Test statistic:

Degree of Freedom = n-1 = 2345 - 1 = 2344

Critical value:

............Using t table

Conclusion:

t < t, n-1, that is 7.65 > 1.646, That is Reject Ho at 5% level of significance

27)

ANSWER: C

C. The average number of years of education in the U.S. adult population had increased since 2000.


Related Solutions

what is General Social Survey (GSS), and why is it such an important source of data...
what is General Social Survey (GSS), and why is it such an important source of data for understanding American society? Write a brief paragraph that describes the GSS.
use the data collected from the 2012 General Social Survey (GSS) in which 1,298 respondents reported...
use the data collected from the 2012 General Social Survey (GSS) in which 1,298 respondents reported on the number of hours they watched tv per day. The results show that the average (mean) number of hours spent watching tv per day is 3.089 hours with a standard deviation of 2.87 hours. 3.) Calculate a 95% confidence interval to estimate the mean number of hours of tv the average American watches per day. Interpret this in English. what does this mean?
Respondents in the 2017 General Social Survey (GSS) were asked “on an average work day, about...
Respondents in the 2017 General Social Survey (GSS) were asked “on an average work day, about how many hours do you have to relax or pursue the activities that you enjoy?”. 244 males responded to the question and 262 females responded. Men reported an average of 3.28 hours per day (with a standard deviation of 2.12 hours) and women reported an average of 2.99 hours per day (sd=2.05). A. Calculate and interpret the 95% confidence interval for relaxation hours for...
The general social survey (GSS) is a yearly survey of adult US citizens on a variety...
The general social survey (GSS) is a yearly survey of adult US citizens on a variety of social issues. Over 5300 different questions have been asked over the nearly 40 years of administering the survey, with many of the questions, the same from year to year. Here are some of the questions asked: i. Gender (Male/Female) ii. Age (years) iii. Highest Degree Earned (None, High School Diploma, Associate’s level, Bachelor’s level, Post-bachelor’s [MS, PhD, MD, etc.]) iv. Political Party (Republican,...
. (25.09) The University of Chicago's General Social Survey (GSS) is the nation’s most important social...
. (25.09) The University of Chicago's General Social Survey (GSS) is the nation’s most important social science sample survey. The GSS asked a random sample of adults their opinion about whether astrology is very scientific, sort of scientific, or not at all scientific. Here is a two-way table of counts for people in the sample who had three levels of higher education degrees: Degree Held Junior College Bachelor Graduate Not at all scientific 42 122 73 Very or sort of...
Data from 1991 General Social Survey classify a sample of Americans according to their gender and...
Data from 1991 General Social Survey classify a sample of Americans according to their gender and their opinion about afterlife (example from A. Agresti, 1996, “Introduction to categorical data analysis”). The opinions about afterlife were classified into two categories: Yes and No (or undecided). For example, for the females in the sample - 435 said that they believed in an afterlife and 147 said that they did not or were undecided. Gender Belief in Afterlife Yes No or Undecided Females...
QUESTION 1: The University of Chicago's General Social Survey (GSS) is the nation’s most important social...
QUESTION 1: The University of Chicago's General Social Survey (GSS) is the nation’s most important social science sample survey. The GSS asked a random sample of adults their opinion about whether astrology is very scientific, sort of scientific, or not at all scientific. Here is a two-way table of counts for people in the sample who had three levels of higher education degrees: Degree Held Junior College Bachelor Graduate Not at all scientific 45 124 71 Very or sort of...
For reasons known only to social scientists, the General Social Survey (GSS) regularly asks its subjects...
For reasons known only to social scientists, the General Social Survey (GSS) regularly asks its subjects their astrological sign. Here are the counts of responses for the 2012 GSS: sign Aries Taurus Gemini Cancer Leo Virgo count 145 167 170 158 185 158 sign Libra Scorpio Sagittarius Capricorn Aquarius Pisces count 187 139 146 147 161 164 If births are spread uniformly across the year, we expect all 12 signs to be equally likely. Are they? Use α=0.05. χ2(±0.0001)= ________...
QUESTION 1: For reasons known only to social scientists, the General Social Survey (GSS) regularly asks...
QUESTION 1: For reasons known only to social scientists, the General Social Survey (GSS) regularly asks its subjects their astrological sign. Here are the counts of responses for the 2012 GSS: Sign Aries Taurus Gemini Cancer Leo Virgo Count 142 155 160 156 187 169 Sign Libra Scorpio Sagittarius Capricorn Aquarius Pisces Count 188 152 155 142 166 150 If births are spread uniformly across the year, we expect all 12 signs to be equally likely. Are they? Use α=0.05α=0.05....
On a survey taken in 2018 and reported in the GSS data​ file, the​ question, "How...
On a survey taken in 2018 and reported in the GSS data​ file, the​ question, "How much of your communication is via​ text, mobile​ phone, or​ internet?", was asked. The summary results are as​ follows: Among 202 people who are​ 18-29 years​ old, 69​ reported, "All or almost all of​ it." Among 166 people who are​ 40-49 years​ old, 50​ reported, "All or almost all of​ it." a. Find the​ 97% confidence interval for the difference between the proportions of...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT