In: Statistics and Probability
A story spoiler gives away the ending early. Does having a story
spoiled in this way diminish suspense and hurt enjoyment? A
study1 investigated this question. For twelve different
short stories, the study’s authors created a second version in
which a spoiler paragraph at the beginning discussed the story and
revealed the outcome. Each version of the twelve stories was read
by at least 30 people and rated on a 1 to 10 scale to create an
overall rating for the story, with higher ratings indicating
greater enjoyment of the story. The ratings are given in Table 1
and stored in StorySpoilers. Stories 1 to 4 were
ironic twist stories, stories 5 to 8 were mysteries, and stories 9
to 12 were literary stories. Test to see if there is a difference
in mean overall enjoyment rating based on whether or not there is a
spoiler.
Story | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 |
With spoiler | 4.7 | 5.1 | 7.9 | 7.0 | 7.1 | 7.2 | 7.1 | 7.2 | 4.8 | 5.2 | 4.6 | 6.7 |
Original | 3.8 | 4.9 | 7.4 | 7.1 | 6.2 | 6.1 | 6.7 | 7.0 | 4.3 | 5.0 | 4.1 | 6.1 |
Table 1 Enjoyment ratings for stories with and without
spoilers
Find a 95% confidence interval for the difference in mean enjoyment
rating between stories with a spoiler and stories without.
Click here for the dataset associated with this question.
Round your answers to three decimal places.
The 95% confidence interval is.....??????????
Using excel we carry out this analysis this problem is of two sample t test.
Using Excel Data Analysis toolpack we carryout this
Hypothesis:
Ho: There is a no difference in mean overall enjoyment rating based on spoiler and not spoiler.
V/s
H1: There is a difference in mean overall enjoyment rating based on spoiler and not spoiler.
Excel => Data => Data Analysis => t-Test: Two-Sample Assuming Equal Variances => input variables 1 and 2 => lables => ok
Story | With spoiler | Original |
1 | 4.7 | 3.8 |
2 | 5.1 | 4.9 |
3 | 7.9 | 7.4 |
4 | 7 | 7.1 |
5 | 7.1 | 6.2 |
6 | 7.2 | 6.1 |
7 | 7.1 | 6.7 |
8 | 7.2 | 7 |
9 | 4.8 | 4.3 |
10 | 5.2 | 5 |
11 | 4.6 | 4.1 |
12 | 6.7 | 6.1 |
t-Test: Two-Sample Assuming Equal Variances | ||
With spoiler | Original | |
Mean | 6.2167 | 5.725 |
Variance | 1.4888 | 1.5784 |
Observations | 12 | 12 |
Pooled Variance | 1.5336 | |
Hypothesized Mean Difference | 0 | |
df | 22 | |
t Stat | 0.9725 | |
P(T<=t) one-tail | 0.1707 | |
t Critical one-tail | 1.7171 | |
P(T<=t) two-tail | 0.3414 | |
t Critical two-tail | 2.0739 |
Here p-value=0.3414 > alpha= 0.05 then we fail to reject Ho.
Conclude that, there is a no difference in mean overall enjoyment rating based on spoiler and not spoiler.
Now we have to find 95% confidance interval,
pooled standard deviation
mean | sd | size | pooled sd | |
Spoiler | 6.2167 | 1.2202 | 12 | 1.2384 |
Without spoiler | 5.725 | 1.2563 | 12 |
Spoiler mean
Without spoiler
The 95% confidence interval is
[-0.557, 1.540]