A company is researching the effectiveness of a new website design to decrease the time to access a website. 32 website users were randomly selected, and their time (in seconds) to access the website with the old and new designs were recorded. The summary statistics for the two sets of data are given in Table Q3-1, and the test results are given in Table Q3-2 and Q3-3. Apply an appropriate hypothesis testing method to test whether the new website design can decrease the time to access the website at the significance level of 5%.

Practical Management Science
6th Edition
ISBN:9781337406659
Author:WINSTON, Wayne L.
Publisher:WINSTON, Wayne L.
Chapter2: Introduction To Spreadsheet Modeling
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A company is researching the effectiveness of a new website design to decrease the time to access a website. 32 website users were randomly selected, and their time (in seconds) to access the website with the old and new designs were recorded. The summary statistics for the two sets of data are given in Table Q3-1, and the test results are given in Table Q3-2 and Q3-3.

Apply an appropriate hypothesis testing method to test whether the new website design can decrease the time to access the website at the significance level of 5%.

old Website
New Website
Design
Design
Мean
32.25
25.69
Standard Error
0.82
1.05
Median
31.50
26.50
Mode
30.00
30.00
Standard Deviation
4.64
5.93
Sample Variance
21.55
35.19
Kurtosis
0.42
-0.18
Skewness
0.55
0.04
Range
20.00
24.00
Minimum
25.00
15.00
Maximum
45.00
39.00
Sum
1032.00
822.00
Count
32.00
32.00
Confidence Level(95.0%)
1.67
2.14
Table Q3-1: Descriptive Statistics
Transcribed Image Text:old Website New Website Design Design Мean 32.25 25.69 Standard Error 0.82 1.05 Median 31.50 26.50 Mode 30.00 30.00 Standard Deviation 4.64 5.93 Sample Variance 21.55 35.19 Kurtosis 0.42 -0.18 Skewness 0.55 0.04 Range 20.00 24.00 Minimum 25.00 15.00 Maximum 45.00 39.00 Sum 1032.00 822.00 Count 32.00 32.00 Confidence Level(95.0%) 1.67 2.14 Table Q3-1: Descriptive Statistics
Old Website
New Website
Design
Design
Mean
32.25
25.69
Variance
21.55
35.19
Observations
32.00
32.00
Pearson Correlation
0.13
Hypothesized Mean Difference
0.00
df
31.00
t Stat
5.27
P(T<=t) one-tail
4.94E-06
t Critical one-tail
1.70
P(T<-t) two-tail
9.88E-0G
t Critical two-tail
2.04
Table Q3-2: t-Test: Paired Two Sample for Means
Old Website
New Website
Design
Design
Mean
32.25
25.69
Variance
21.55
35.19
Observations
32.00
32.00
rooled Varionce
28.37
Hypothesized Mean Difference
0.00
df
62.00
t Stat
4.93
P(T<=t) one-tail
3.24942E-06
t Critical one-tail
1.67
P(T<=t) two-tail
t Critical two-tail
6.49883E-06
2.00
Table 3-3: t-Test: Two-Sample Assuming Equal Variances
Transcribed Image Text:Old Website New Website Design Design Mean 32.25 25.69 Variance 21.55 35.19 Observations 32.00 32.00 Pearson Correlation 0.13 Hypothesized Mean Difference 0.00 df 31.00 t Stat 5.27 P(T<=t) one-tail 4.94E-06 t Critical one-tail 1.70 P(T<-t) two-tail 9.88E-0G t Critical two-tail 2.04 Table Q3-2: t-Test: Paired Two Sample for Means Old Website New Website Design Design Mean 32.25 25.69 Variance 21.55 35.19 Observations 32.00 32.00 rooled Varionce 28.37 Hypothesized Mean Difference 0.00 df 62.00 t Stat 4.93 P(T<=t) one-tail 3.24942E-06 t Critical one-tail 1.67 P(T<=t) two-tail t Critical two-tail 6.49883E-06 2.00 Table 3-3: t-Test: Two-Sample Assuming Equal Variances
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