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45 Questions

What does the sampling distribution show?

Correlations of close to zero

What does setting $\alpha$ to $p = .05$ mean in relation to the null hypothesis?

Accepting that 5% of the time the true population is zero

What is the Type I Error also known as?

A False Positive

What does sampling error refer to?

Error due to taking a sample from a population

What is the purpose of using the properties of sampling distributions in NHST?

To determine the likelihood of obtaining a particular test statistic

What is the opposite of a Type I Error?

Type II Error (A False Negative)

What does the null hypothesis testing (NHST) not use to test the null hypothesis?

Simulations

What does the sampling distribution allow us to see?

The relative probability of obtaining correlations of different strengths

What is the likelihood of obtaining a particular test statistic in NHST related to?

The well-known properties of sampling distributions

What is the most likely thing to be found in the sampling distribution?

Correlations of close to zero

What is the opposite of a False Positive in hypothesis testing?

A False Negative

What is the likelihood of obtaining a particular test statistic in NHST based on?

The properties of sampling distributions

What is one reason for the replication crisis in psychology?

Bias toward publishing research with significant results

What is a type 1 error also known as?

False positive

What is recommended to improve the reliability of psychological research?

Include effect sizes in addition to p-values

What is a Cohen’s d used for?

Measuring the difference between two means expressed in standard deviations

What does reporting exact p-values aim to address?

Reinforcing the idea that meeting the alpha criterion is crucial

When should nonparametric tests be employed?

When data violate assumptions of parametric tests

What is a potential problem when making multiple comparisons in ANOVA?

Increased probability of observing false positives

What is one solution to address the problem of multiple comparisons in ANOVA?

Apply Bonferroni correction to the p-values

What does the Bonferroni correction involve?

Multiplying the p-values by the number of comparisons

What is the Holm correction?

An alternative approach to correcting for multiple comparisons

What is the main problem with relying solely on p-values for decision making?

It does not provide information about effect size

What can happen as sample size increases, even for small effects?

Small effects can become statistically significant

What is a potential problem when making multiple comparisons in ANOVA?

Increased probability of observing a false positive

What is the purpose of using the properties of sampling distributions in NHST?

To determine the likelihood of obtaining a particular test statistic

What does setting $\alpha$ to $p = .05$ mean in relation to the null hypothesis?

Accepting a 5% chance of a false positive under the null hypothesis

What is the likelihood of obtaining a particular test statistic in NHST related to?

The null hypothesis being true

What is one reason for the replication crisis in psychology?

Bias toward publishing research with significant results

What is the opposite of a Type I Error?

False Negative

What is recommended to improve the reliability of psychological research?

Including effect sizes in addition to p-values

What does the null hypothesis testing (NHST) not use to test the null hypothesis?

Effect sizes

What can happen as sample size increases, even for small effects?

Small effects become statistically significant

What is a Cohen’s d used for?

Measuring the difference between two means expressed in standard deviations

What is the most likely thing to be found in the sampling distribution?

Test statistics

When should nonparametric tests be employed?

When data violate the assumptions of parametric tests

What is the purpose of including effect sizes when reporting findings?

To provide information about the relative strength of the observed effect

What is a potential issue with only reporting p-values in terms of the alpha criterion?

It reinforces the idea that meeting the alpha criterion is the sole basis of statistical decision making

What is the main reason for the replication crisis in psychology according to the text?

Lack of understanding of NHST and p-values

What is the recommended approach for making multiple comparisons in ANOVA to address the increased probability of a false positive?

Apply a correction such as the Bonferroni correction

What is the primary drawback of relying solely on p < .05 to determine the significance of findings?

It does not provide information about the strength of the observed effect

What is the purpose of teaching students about NHST and p-values in research methods classes?

To improve students' ability to interpret research findings

What is the primary disadvantage of parametric tests such as t-tests and ANOVA?

They rely on assumptions about distribution properties

What is the recommended alternative if data violate the assumptions of parametric tests?

Use nonparametric tests

What is the main issue with the bias toward publishing research with significant results?

It contributes to the difficulty of replicating findings

Test your critical reading skills with this quiz on Cornell Notes and probability testing. Brush up on your understanding of sampling distribution and its implications through this quiz.

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