What statistical test should we use to test hypothesis?

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN:9780079039897
Author:Carter
Publisher:Carter
Chapter10: Statistics
Section10.6: Summarizing Categorical Data
Problem 10CYU
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Bianka is concerned that her green chile croup this year is not as spicy as last years. To help test this she prepared two different salsas, one using this year’s chile, and on using last years. She then had her friends try one salsa and give it a spicey rank (1 being not spicy to 10 being super spicey) and then try the other salsa and rank it as well. Below is the data:

Subject Last Year's Chile This Year's Chile
1 6 4
2 7 8
3 5 5
4 6 5

 

What statistical test should we use to test hypothesis? (Z-Test, One-Sample T-Test, Dependent Two-Sample, or Independent Two-Sample) Why?

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