A local college newsletter reported that the average American college student spends one hour (60 minutes) on a social media website daily. But you wonder if there is a difference between males and females. Attached below is a sample of 60 users of the website (30 males and 30 females) and their recorded daily time spent on the website. Complete (a) and (b) below.
Click the icon to view the sample times.
a. Assuming that the variances in the population of times spent on the website per day are equal, is there evidence of a difference in the mean time spent on the website per day between males and females? (Use a 0.05 level of significance.)
Let
mu 1μ1
be the mean daily time spent on the website for male college students and
mu 2μ2
be the mean daily time spent on the website for female college students. Determine the hypotheses. Choose the correct answer below.
A.
Upper H 0 : mu 1 not equals mu 2H0: μ1≠μ2
Upper H 1 : mu 1 equals mu 2H1: μ1=μ2
B.
Upper H 0 : mu 1 greater than or equals mu 2H0: μ1≥μ2
Upper H 1 : mu 1 less than mu 2H1: μ1<μ2
C.
Upper H 0 : mu 1 less than or equals mu 2H0: μ1≤μ2
Upper H 1 : mu 1 greater than mu 2H1: μ1>μ2
D.
Upper H 0 : mu 1 equals mu 2H0: μ1=μ2
Upper H 1 : mu 1 not equals mu 2H1: μ1≠μ2
Determine the test statistic.
t Subscript STATtSTATequals=nothing
(Round to two decimal places as needed.)
Find the p-value.
p-valueequals=nothing
(Round to three decimal places as needed.)
Daily time spent (in minutes) on the website for 30 males |
|||||||||||||||
210 |
960 |
30 |
30 |
10 |
5 |
750 |
270 |
60 |
150 |
150 |
150 |
270 |
270 |
210 |
|
60 |
90 |
210 |
45 |
150 |
35 |
60 |
60 |
150 |
60 |
15 |
45 |
15 |
120 |
100 |
Daily time spent (in minutes) on the website for 30 females |
|||||||||||||||
60 |
75 |
30 |
60 |
15 |
120 |
120 |
180 |
210 |
15 |
120 |
60 |
60 |
100 |
210 |
|
60 |
60 |
60 |
270 |
120 |
35 |
60 |
60 |
150 |
60 |
15 |
45 |
15 |
120 |
100 |
Solution:
a) Test of Hypothesis
H0: (i.e, there is no significant difference between mean daily time spent between females and males).
against H1: (i.e, there is a significant difference between mean daily time spent between females and males). (two-tailed)
Option D is correct.
Upper H0 : mu 1 equals mu 2H0: μ1=μ2
Upper H1 : mu 1 not equal mu 2H1: μ1≠μ2
b) Data
Daily time spent (in minutes) | |
females | males |
60 | 210 |
75 | 960 |
30 | 30 |
60 | 30 |
15 | 10 |
120 | 5 |
120 | 750 |
180 | 270 |
210 | 60 |
15 | 150 |
120 | 150 |
60 | 150 |
60 | 270 |
100 | 270 |
210 | 210 |
60 | 60 |
60 | 90 |
60 | 210 |
270 | 45 |
120 | 150 |
35 | 35 |
60 | 60 |
60 | 60 |
150 | 150 |
60 | 60 |
15 | 15 |
45 | 45 |
15 | 15 |
120 | 120 |
100 | 100 |
Using Excel
1) Go to "Data". Select "Data Analysis".4
2) Go to "t-Test: Two-Sample Assuming Equal Variances".
3) Select data in input series 1 and 2 boxes. Tick on Label if labels are included in the input data.
4) Click "OK".
Results:
t-Test: Two-Sample Assuming Equal Variances | ||
Daily time spent (in minutes) on the website for 30 females | Daily time spent (in minutes) on the website for 30 males | |
Mean | 88.83333333 | 158 |
Variance | 4066.695402 | 43338.96552 |
Observations | 30 | 30 |
Pooled Variance | 23702.83046 | |
Hypothesized Mean Difference | 0 | |
df | 58 | |
t Stat | -1.739972446 | |
P(T<=t) one-tail | 0.043583956 | |
t Critical one-tail | 1.671552763 | |
P(T<=t) two-tail | 0.087167912 | |
t Critical two-tail | 2.001717468 |
t-statistics= -1.739972446
p-value = 0.087167912
p-vallue also obtained by using TDIST(t-statistics=1.7399,58,2)
Since | t-statistics|= |-1.739972446|< 2.001717468. Hence we do not reject Null Hypothesis. At 5 % level of significance we conclude that , there is no significant difference between mean daily time spent on social media between females and males.
A local college newsletter reported that the average American college student spends one hour (60 minutes)...
10. A local college newsletter reported that the average American college student spends one hour (60 minutes) on a social media website daily. But you wonder if there is a differencs between males and femalas. Attached below is a sample of 60 users of the website (30 males and 30 females) and their recorded daily time spent on the website. Complete (a) and (b) below. Click the con to view the sample times. a Assuming that the variances n the...
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