Question

In: Statistics and Probability

Please answer the following two questioins. Explain how to determine the effect size of an outcome...

Please answer the following two questioins.

Explain how to determine the effect size of an outcome based on the limits stated for a confidence interval.

How does estimation differ from hypothesis testing in terms of teh decisions researchers make?

Solutions

Expert Solution

(a)

The Effct Size (d) of an outcome based on the limits stated for a Confidence Interval:

Cohen's d is given by:

,

where

M1 = Mean of Sample 1

M2 = Mean of Sample 2

SDpooled is given by simpller equation given by Cohen as follows:

(b)

Interpretation of Effect Size d:

When a difference is concluded by the researchers based on hypothesis testing as statistically significant, it simply indicates that there is a significant difference. Instead of reporting the difference in terms of , such as number of points earned on a test, all Effect Sizes are calculated on a common scale. This standardisation of Effect Size allows the researchers to compare the effectiveness of different programs on the same outcome.

The guidelines devoloped by Cohen are as follows:

If d < 0.1, Trivial effect

If 0.1 < d < 0.3 : Small effect

If 0.3 < d < 0.5: Modrate effect

If t > 0.5: Large difference effect


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