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Lecture 1 & 2 Revision: Basic Concepts

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What is the primary purpose of the null hypothesis in a research study?

To provide evidence that there is no real effect or relationship in the population

What does rejecting the null hypothesis imply?

There is sufficient evidence to conclude there is a real effect or relationship in the population

What is the primary function of variance in statistical analysis?

To quantify the spread or dispersion of values within a dataset

What are the two main types of variance discussed in the context of statistical analysis?

Sample variance and population variance

Why do researchers use statistical analysis in psychology?

To identify patterns and relationships between variables

What is the biggest challenge in sciences like psychology?

Dealing with human variance

When should you calculate the population variance?

When your dataset represents the entire population of interest

What is the purpose of unbiased estimation of population variance?

To estimate the population variance

What is the formula to estimate population variance?

(Xi - M) / (n - 1)

What is the significance of the three estimators of population variance?

They are used to estimate the population variance

What is the term for the sample standard deviation divided by the square root of the sample size?

Estimated standard error of the mean

What type of research focuses on the principles of behavior and mental processes?

Basic research

What is the primary advantage of within-subjects designs?

Each participant is exposed to all levels of the IV

What is the statistical technique used to predict a variable from one or more other variables?

Regression

What is the term for the portion of the data that is not explained by a statistical model?

Residual

What is the purpose of repeating the process of calculating the sampling distribution in Example 2?

To estimate the population variance with less bias

Why is the denominator in Example 3 equal to 2?

Because the sample size is 3 and we subtract 1

What does a statistical power of 80% mean?

There is an 80% chance of detecting a significant effect when it is present

Why do we need to consider the risks of false positives and false negatives in statistical tests?

To balance the risks and keep sample sizes feasible

What is the result of using a biased estimator of population variance, as shown in Example 2?

The estimator underestimates the population variance

What does a small p-value typically indicate?

The observed data is very unlikely to have occurred if the null hypothesis is true

Why is the psychology field more open to criticism?

Because of its focus on validity and reliability

What is a consequence of clean research designs in psychology?

Overconfidence

Why is the replication crisis centered on psychology?

Due to a combination of factors, including sophistication, openness, and more

What is a result of a large p-value?

The null hypothesis is not rejected

What is the purpose of a statistically efficient estimator in statistical analysis?

To ensure unbiased estimation of population variance

Which type of research involves the manipulation of variables to observe their effect on a specific outcome?

Experimental research

What is the primary advantage of using a between-subjects design in experimental research?

It eliminates the risk of sequencing effects

What is the purpose of residual analysis in statistical modeling?

To examine the fit of the statistical model

Which type of research is focused on direct application to real-world problems?

Applied research

What is the purpose of counterbalancing in within-subjects designs?

To eliminate the risk of sequencing effects

What is the term for a statistical model that includes multiple independent variables?

Multiple linear regression

What is the primary advantage of using a factorial design in experimental research?

It allows for the manipulation of multiple independent variables

What is the purpose of a statistical test in research?

To determine the probability of the null hypothesis being true

What is the term for the portion of the data that is not explained by a statistical model?

Residual

Test your understanding of basic concepts in statistics, including the null hypothesis, a fundamental concept in research studies. Review key points and revise your knowledge of statistical analysis.

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