Question

In: Statistics and Probability

A story spoiler gives away the ending early. Does having a story spoiled in this way...


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.....??????????

Solutions

Expert Solution

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]


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