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Statistical Reasoning

Analyzing whether adults who were bullied as children differ from the general population in terms of their empathy for others using a questionnaire and statistical tests.

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Added on  2023-01-17

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This document provides explanations and examples of statistical reasoning, including t-tests, confidence intervals, and hypothesis testing. It also discusses the importance of sample size and the central limit theorem. Suitable for students studying statistics or anyone interested in understanding statistical analysis.

Statistical Reasoning

Analyzing whether adults who were bullied as children differ from the general population in terms of their empathy for others using a questionnaire and statistical tests.

   Added on 2023-01-17

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Statistical Reasoning
[1]
Statistical Reasoning_1
Answer 1 t-test (as sample standard deviation provided, and population standard
deviation missing)
Answer 2 two-tailed (as difference in sample and population verified)
Answer 3 There is no statistical difference in the amount of empathy expressed
when comparing individuals who were bullied to the general population.
Answer 4 μ bullied = 30.6 (population mean)
Answer 5 Critical Value at α=0 . 05 = ±2.064
Type of test: Two-tailed
Choice of test: t-test
Null hypothesis: μ=30 . 6
Alternate hypothesis: μ30 . 6
Level of significance: α=0 . 05
Sample mean = x
¿
=39 .5
Sample size = n=25
Sample standard deviation = s=6 . 6
Calculated t-stat =
x
¿
μ
s / n =39 . 530 . 6
6 . 6/ 25 =6 .742 > t-critical = 2.064
Decision: Hence, null hypothesis rejected.
Answer 6 Degrees of freedom = n1=1211= 120
[2]
Statistical Reasoning_2
Answer 7 t-stat =
x
¿
μ
s / n =60. 4169 .93
9. 13/ 80 = -9.3263 (as sample standard deviation
provided).
Answer 8 Reject the null hypothesis
Type of test: Two-tailed
Choice of test: t-test
Null hypothesis: μ=30 . 6
Alternate hypothesis: μ30 . 6
Level of significance: α=0 . 05
Sample mean = x
¿
=39 .5
Sample size = n=25
Sample standard deviation = s=6 . 6
Calculated t-stat =
x
¿
μ
s / n =39 . 530 . 6
6 . 6/ 25 =6 .742 > t-critical = 2.064
Decision: Hence, null hypothesis rejected.
Answer 9 There is a statistical difference in the amount of empathy expressed by
individuals who were bullied when compared to the general population.
Answer 10 Type I statistical error
Answer 11 37.5 (always the sample mean)
Answer 12 Degrees of freedom = 25 – 1 =24, t-critical for α=0 . 01 = ±2.797
[3]
Statistical Reasoning_3
Answer 13
Steps:
Test: t-test, as sample standard deviation given.
Confidence interval = 99%
Degrees of freedom = n – 1 = 25 – 1 = 24
The t-critical value at α=0 . 01 = 2.797
Sample mean = x
¿
=45 . 55
Sample size = n=25
Sample standard deviation = s=12 .72
Confidence interval:
[ x
¿
tcrit s
n , x
¿
+t crit s
n ] =
[ 45 . 552 . 79712 .72
25 , 45. 55+2 .79712 .72
25 ] = [ 38. 43 ,52 .66 ]
_____38.43____ ≤ μ ≤ ___52.6_______,
Below or less than μ=38 . 43
Answer 14 Above or greater than μ=80 . 28
Steps:
Test: t-test, as sample standard deviation given.
Confidence interval = 99%
Degrees of freedom = n – 1 = 25 – 1 = 24
The t-critical value at α=0 . 01 = 2.797
Sample mean = x
¿
=72. 7
Sample size = n=25
Sample standard deviation = s=13 . 55
Confidence interval:
[4]
Statistical Reasoning_4

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