Podcast
Questions and Answers
What type of hypothesis predicts that there will be no effect or difference?
What type of hypothesis predicts that there will be no effect or difference?
- Alternative hypothesis
- Null hypothesis (correct)
- Two-tailed hypothesis
- One-tailed hypothesis
What is the term for the maximum acceptable probability of making a Type 1 error?
What is the term for the maximum acceptable probability of making a Type 1 error?
- P-value
- Alpha level (correct)
- Significance level (correct)
- Confidence interval
What does a p-value of 0.01 indicate?
What does a p-value of 0.01 indicate?
- There is a 1% chance of observing the data if the null hypothesis is true. (correct)
- There is a 1% chance of rejecting the null hypothesis.
- There is a 99% chance of observing the data if the null hypothesis is true.
- There is a 99% chance of rejecting the null hypothesis.
What is the most common type of hypothesis used in research?
What is the most common type of hypothesis used in research?
What is the effect of a confounding variable on a research study?
What is the effect of a confounding variable on a research study?
What is a longitudinal design?
What is a longitudinal design?
What type of data has a meaningful zero?
What type of data has a meaningful zero?
What is a 'false positive' error in hypothesis testing?
What is a 'false positive' error in hypothesis testing?
What is the main purpose of the Chi-squared test?
What is the main purpose of the Chi-squared test?
What is the difference between a one-tailed and a two-tailed hypothesis?
What is the difference between a one-tailed and a two-tailed hypothesis?
Which of the following is NOT a characteristic of a falsifiable hypothesis?
Which of the following is NOT a characteristic of a falsifiable hypothesis?
What is the statistical significance level generally set at?
What is the statistical significance level generally set at?
What kind of research design is most suitable for establishing causal relationships?
What kind of research design is most suitable for establishing causal relationships?
What type of data has an order but no standardized difference between categories?
What type of data has an order but no standardized difference between categories?
What does failing to reject the null hypothesis imply?
What does failing to reject the null hypothesis imply?
Which type of error occurs when we conclude that there is an effect when there is actually none?
Which type of error occurs when we conclude that there is an effect when there is actually none?
Which of the following is NOT a characteristic of the p-value?
Which of the following is NOT a characteristic of the p-value?
What is the primary importance of using appropriate research methods in psychology?
What is the primary importance of using appropriate research methods in psychology?
Which of the following is an example of a qualitative research method?
Which of the following is an example of a qualitative research method?
What does the term 'reliability' imply in psychological research?
What does the term 'reliability' imply in psychological research?
Why is sample selection critical in psychological research?
Why is sample selection critical in psychological research?
Which of the following statements best describes ethical considerations in research?
Which of the following statements best describes ethical considerations in research?
What is a characteristic of a valid hypothesis?
What is a characteristic of a valid hypothesis?
Which of the following best describes bimodal distribution?
Which of the following best describes bimodal distribution?
Why is the normal distribution important in hypothesis testing?
Why is the normal distribution important in hypothesis testing?
What does a testable hypothesis require?
What does a testable hypothesis require?
Which statement about hypothesis testing is incorrect?
Which statement about hypothesis testing is incorrect?
What describes a case study focused on unique or significant cases?
What describes a case study focused on unique or significant cases?
Which type of interview is characterized by open-ended questions and a natural conversation flow?
Which type of interview is characterized by open-ended questions and a natural conversation flow?
What is a major advantage of structured interviews?
What is a major advantage of structured interviews?
What type of research involves the researcher participating in the environment being studied?
What type of research involves the researcher participating in the environment being studied?
Which of the following imposes limitations due to predefined questions?
Which of the following imposes limitations due to predefined questions?
What is a notable disadvantage of unstructured interviews?
What is a notable disadvantage of unstructured interviews?
What does thematic analysis help identify?
What does thematic analysis help identify?
What is a primary advantage of focus group interviews?
What is a primary advantage of focus group interviews?
What is a key characteristic of content analysis?
What is a key characteristic of content analysis?
Which research method has a primary focus on cultural immersion?
Which research method has a primary focus on cultural immersion?
What is a common challenge associated with observational research?
What is a common challenge associated with observational research?
What type of qualitative data is collected through existing documents and media?
What type of qualitative data is collected through existing documents and media?
What is a notable downside of conducting interviews for qualitative research?
What is a notable downside of conducting interviews for qualitative research?
Which type of interview combines elements of both structured and unstructured formats?
Which type of interview combines elements of both structured and unstructured formats?
What does validity refer to in research measurement?
What does validity refer to in research measurement?
Which type of reliability assesses the degree of agreement among different raters?
Which type of reliability assesses the degree of agreement among different raters?
What is one of the key ethical principles in research?
What is one of the key ethical principles in research?
In qualitative research, which characteristic emphasizes understanding experiences from the participant's perspective?
In qualitative research, which characteristic emphasizes understanding experiences from the participant's perspective?
Which method is NOT typically associated with qualitative research?
Which method is NOT typically associated with qualitative research?
What does external validity refer to in research findings?
What does external validity refer to in research findings?
Which of the following is a potential threat to reliability in research?
Which of the following is a potential threat to reliability in research?
Which aspect of qualitative research focuses on establishing patterns or themes within data?
Which aspect of qualitative research focuses on establishing patterns or themes within data?
What is the purpose of ethics committees in research?
What is the purpose of ethics committees in research?
Which of the following is NOT a type of qualitative research method?
Which of the following is NOT a type of qualitative research method?
What is the primary objective of thematic analysis?
What is the primary objective of thematic analysis?
Which aspect is NOT typically managed by an effective moderator during a focus group?
Which aspect is NOT typically managed by an effective moderator during a focus group?
What differentiates narrative analysis from thematic analysis?
What differentiates narrative analysis from thematic analysis?
Which of the following is NOT a step in the six-step process of thematic analysis by Braun & Clarke?
Which of the following is NOT a step in the six-step process of thematic analysis by Braun & Clarke?
What does discourse analysis primarily focus on?
What does discourse analysis primarily focus on?
What is triangulation in the context of observations?
What is triangulation in the context of observations?
In which type of analysis would one focus on the arrangement of words and the meaning conveyed?
In which type of analysis would one focus on the arrangement of words and the meaning conveyed?
What is the goal of grounded theory analysis?
What is the goal of grounded theory analysis?
Which of the following methods is typically used to encourage participation in focus groups?
Which of the following methods is typically used to encourage participation in focus groups?
What is the purpose of calculating expected frequencies in a chi-squared test?
What is the purpose of calculating expected frequencies in a chi-squared test?
In a chi-squared test, when is the null hypothesis rejected?
In a chi-squared test, when is the null hypothesis rejected?
Which of the following is NOT a requirement for conducting a chi-squared test?
Which of the following is NOT a requirement for conducting a chi-squared test?
What type of errors does setting an alpha level help to minimize in hypothesis testing?
What type of errors does setting an alpha level help to minimize in hypothesis testing?
What is the formula for calculating expected frequencies in a contingency table?
What is the formula for calculating expected frequencies in a contingency table?
Which software can be used to conduct a chi-squared test according to the content?
Which software can be used to conduct a chi-squared test according to the content?
Which statement correctly describes the role of power in hypothesis testing?
Which statement correctly describes the role of power in hypothesis testing?
What is the critical threshold value for p that typically indicates significance in hypothesis testing?
What is the critical threshold value for p that typically indicates significance in hypothesis testing?
Which type of data is suitable for use in a chi-squared test?
Which type of data is suitable for use in a chi-squared test?
What do observed values represent in a chi-squared test?
What do observed values represent in a chi-squared test?
What type of chi-squared test is appropriate when analyzing one categorical variable?
What type of chi-squared test is appropriate when analyzing one categorical variable?
Which condition must be met regarding expected frequencies for a chi-squared test to be valid?
Which condition must be met regarding expected frequencies for a chi-squared test to be valid?
In a chi-squared test, what does a larger chi-squared value indicate?
In a chi-squared test, what does a larger chi-squared value indicate?
Which of the following is NOT an assumption for conducting a chi-squared test?
Which of the following is NOT an assumption for conducting a chi-squared test?
What type of table is used when conducting a chi-squared test of association?
What type of table is used when conducting a chi-squared test of association?
For a chi-squared goodness of fit test, what should you do first to analyze the data?
For a chi-squared goodness of fit test, what should you do first to analyze the data?
Why is it important that the data used in a chi-squared test comes from random sampling?
Why is it important that the data used in a chi-squared test comes from random sampling?
What is the primary purpose of conducting a chi-squared test?
What is the primary purpose of conducting a chi-squared test?
Which statement about the independence of observations in a chi-squared test is correct?
Which statement about the independence of observations in a chi-squared test is correct?
Which of the following is a requirement for a chi-squared test regarding categories?
Which of the following is a requirement for a chi-squared test regarding categories?
What is the main purpose of using scientific methods in psychology?
What is the main purpose of using scientific methods in psychology?
Which type of research design focuses on manipulating variables to establish cause and effect?
Which type of research design focuses on manipulating variables to establish cause and effect?
What distinguishes quantitative research from qualitative research?
What distinguishes quantitative research from qualitative research?
Which of the following best describes a confounding variable?
Which of the following best describes a confounding variable?
What does it mean to operationalize a variable in psychological research?
What does it mean to operationalize a variable in psychological research?
What is a key characteristic of descriptive methods in research?
What is a key characteristic of descriptive methods in research?
Why is validity important in psychological research?
Why is validity important in psychological research?
What role do control groups play in research studies?
What role do control groups play in research studies?
Which sampling method gives every individual from the target population an equal chance of selection?
Which sampling method gives every individual from the target population an equal chance of selection?
What is a characteristic of longitudinal designs in psychological research?
What is a characteristic of longitudinal designs in psychological research?
What is the primary focus of qualitative research?
What is the primary focus of qualitative research?
Which statistical technique might be used to control for extraneous variables in research?
Which statistical technique might be used to control for extraneous variables in research?
What is the significance of drawing conclusions about the relationship between the independent variable and dependent variable?
What is the significance of drawing conclusions about the relationship between the independent variable and dependent variable?
What is a key focus of qualitative research methods?
What is a key focus of qualitative research methods?
Which method begins without preconceived categories during data collection?
Which method begins without preconceived categories during data collection?
What does thematic analysis primarily focus on?
What does thematic analysis primarily focus on?
What type of data includes distinct, separate values without any intermediate values?
What type of data includes distinct, separate values without any intermediate values?
What does Cohen’s kappa measure?
What does Cohen’s kappa measure?
Which of the following is a characteristic of qualitative analysis?
Which of the following is a characteristic of qualitative analysis?
In the context of data types, which of the following is an example of ordinal data?
In the context of data types, which of the following is an example of ordinal data?
What is the primary aim of content analysis?
What is the primary aim of content analysis?
What is a characteristic of interval data?
What is a characteristic of interval data?
Why can interval data not be used for certain comparisons?
Why can interval data not be used for certain comparisons?
Which principle can qualitative methods uncover that quantitative methods might miss?
Which principle can qualitative methods uncover that quantitative methods might miss?
Which of the following is an example of ratio data?
Which of the following is an example of ratio data?
Which of the following is NOT a method of qualitative analysis?
Which of the following is NOT a method of qualitative analysis?
What type of qualitative response methodology would be best for categorizing free text data from surveys?
What type of qualitative response methodology would be best for categorizing free text data from surveys?
What does a true zero indicate in ratio data?
What does a true zero indicate in ratio data?
Which data type is characterized by being collected at specific time intervals?
Which data type is characterized by being collected at specific time intervals?
What is the focus of grounded analysis?
What is the focus of grounded analysis?
What statistical method is typically used to summarise characteristics of a dataset?
What statistical method is typically used to summarise characteristics of a dataset?
What can be used to generate new hypotheses in qualitative research?
What can be used to generate new hypotheses in qualitative research?
In measures of central tendency, which measure is the least affected by outliers?
In measures of central tendency, which measure is the least affected by outliers?
Which type of data is categorized but does not have a specific order?
Which type of data is categorized but does not have a specific order?
What is the interquartile range (IQR)?
What is the interquartile range (IQR)?
What does variance measure in a dataset?
What does variance measure in a dataset?
What is the standard deviation in relation to variance?
What is the standard deviation in relation to variance?
Which statement best describes measures of dispersion?
Which statement best describes measures of dispersion?
What is the difference between descriptive and inferential statistics?
What is the difference between descriptive and inferential statistics?
Which of the following is an example of cross sectional data?
Which of the following is an example of cross sectional data?
Which of these characteristics is not associated with ratio data?
Which of these characteristics is not associated with ratio data?
What is the primary purpose of calculating variance in a dataset?
What is the primary purpose of calculating variance in a dataset?
Which function can be used in Excel to directly calculate variance?
Which function can be used in Excel to directly calculate variance?
Why is it essential to understand standard deviation along with variance?
Why is it essential to understand standard deviation along with variance?
In statistical analysis, what does a low variability imply?
In statistical analysis, what does a low variability imply?
What does the central limit theorem signify?
What does the central limit theorem signify?
What is the shape of a normal distribution characterized by?
What is the shape of a normal distribution characterized by?
Which of the following accurately defines kurtosis?
Which of the following accurately defines kurtosis?
What does a bimodal distribution indicate?
What does a bimodal distribution indicate?
What is the primary concern when interpreting results from a high within-group variance?
What is the primary concern when interpreting results from a high within-group variance?
When would the use of inferential statistics be most appropriate?
When would the use of inferential statistics be most appropriate?
Why might data points not follow a normal distribution?
Why might data points not follow a normal distribution?
Which of the following is NOT a measure of dispersion?
Which of the following is NOT a measure of dispersion?
What is the primary aim of conducting hypothesis testing in research?
What is the primary aim of conducting hypothesis testing in research?
What purpose do confidence intervals serve in statistical analysis?
What purpose do confidence intervals serve in statistical analysis?
Which of the following is NOT a benefit typically associated with correlational research designs?
Which of the following is NOT a benefit typically associated with correlational research designs?
What is a key distinction between when to use Pearson's r and Spearman's rho in correlational analyses?
What is a key distinction between when to use Pearson's r and Spearman's rho in correlational analyses?
In experimental design, what is the primary reason for randomly assigning participants to different conditions?
In experimental design, what is the primary reason for randomly assigning participants to different conditions?
For a Chi-squared test of association, what descriptive calculation should be performed in JASP?
For a Chi-squared test of association, what descriptive calculation should be performed in JASP?
If a researcher violates several assumptions required for parametric tests, what type of test should they consider using?
If a researcher violates several assumptions required for parametric tests, what type of test should they consider using?
In the context of hypothesis testing, what does a power of .80 generally indicate?
In the context of hypothesis testing, what does a power of .80 generally indicate?
What is the primary purpose of using control groups in experimental designs?
What is the primary purpose of using control groups in experimental designs?
What is indicated by a larger Chi-squared value in a Chi-squared test?
What is indicated by a larger Chi-squared value in a Chi-squared test?
In a t-test, what does a larger t-value generally suggest?
In a t-test, what does a larger t-value generally suggest?
What key step should be taken after collecting date to decide which statistical test to use?
What key step should be taken after collecting date to decide which statistical test to use?
What is the purpose of the Shapiro-Wilk test when conducting a t-test?
What is the purpose of the Shapiro-Wilk test when conducting a t-test?
Which type of t-test is appropriate for comparing the means of two related groups?
Which type of t-test is appropriate for comparing the means of two related groups?
When might you choose the Wilcoxon test instead of a t-test?
When might you choose the Wilcoxon test instead of a t-test?
What does Cohen's d measure, and how is it interpreted?
What does Cohen's d measure, and how is it interpreted?
In an independent samples t-test, what does the t-statistic primarily indicate?
In an independent samples t-test, what does the t-statistic primarily indicate?
When conducting an independent samples t-test with unequal group sizes, which adjustment is typically made to the variance calculation?
When conducting an independent samples t-test with unequal group sizes, which adjustment is typically made to the variance calculation?
What does a non-significant result in the Shapiro-Wilk test of normality suggest when considering the assumptions of a t-test?
What does a non-significant result in the Shapiro-Wilk test of normality suggest when considering the assumptions of a t-test?
If the dependent variable (DV) in an independent samples design consists of ordinal data (e.g., Likert scale from 1-5), which test is most appropriate?
If the dependent variable (DV) in an independent samples design consists of ordinal data (e.g., Likert scale from 1-5), which test is most appropriate?
What is a critical assumption that must still be met when using non-parametric tests like the Mann-Whitney U test?
What is a critical assumption that must still be met when using non-parametric tests like the Mann-Whitney U test?
In the context of the Mann-Whitney U test, what does a 'low rank' generally indicate?
In the context of the Mann-Whitney U test, what does a 'low rank' generally indicate?
When tied values occur in a Mann-Whitney U test, how are ranks typically assigned to these values?
When tied values occur in a Mann-Whitney U test, how are ranks typically assigned to these values?
Beyond simply detecting a statistically significant difference, what additional information does Cohen's d provide when interpreting an independent samples t-test result?
Beyond simply detecting a statistically significant difference, what additional information does Cohen's d provide when interpreting an independent samples t-test result?
When conducting an independent samples t-test in JASP, what condition regarding Levene's test result is preferred?
When conducting an independent samples t-test in JASP, what condition regarding Levene's test result is preferred?
Which of the following actions should be taken when conducting a Mann-Whitney U test in JASP?
Which of the following actions should be taken when conducting a Mann-Whitney U test in JASP?
In JASP, what should you select under 'Statistics' when performing a Mann-Whitney U test, assuming the default settings?
In JASP, what should you select under 'Statistics' when performing a Mann-Whitney U test, assuming the default settings?
When running an independent samples t-test, which assumptions are assessed?
When running an independent samples t-test, which assumptions are assessed?
In JASP, what type of data should be moved into the 'Variables' section when preparing for a Mann Whitney U test?
In JASP, what type of data should be moved into the 'Variables' section when preparing for a Mann Whitney U test?
For what type of study design is a paired samples t-test most appropriate?
For what type of study design is a paired samples t-test most appropriate?
What is the purpose of creating a 'Difference' column in JASP when conducting a paired samples t-test?
What is the purpose of creating a 'Difference' column in JASP when conducting a paired samples t-test?
What is the non-parametric equivalent to the paired samples t-test?
What is the non-parametric equivalent to the paired samples t-test?
In the context of hypothesis testing, what does the t-statistic value represent?
In the context of hypothesis testing, what does the t-statistic value represent?
Which information is NOT provided by the t-test?
Which information is NOT provided by the t-test?
What crucial assumption must be met even when using non-parametric tests like the Wilcoxon Signed Rank test?
What crucial assumption must be met even when using non-parametric tests like the Wilcoxon Signed Rank test?
When is it appropriate to consider using the Wilcoxon Signed Rank Test instead of a paired samples t-test?
When is it appropriate to consider using the Wilcoxon Signed Rank Test instead of a paired samples t-test?
What is the purpose of the Shapiro-Wilk test when conducting a paired samples t-test?
What is the purpose of the Shapiro-Wilk test when conducting a paired samples t-test?
When conducting a paired samples t-test, in which situation might you consider changing the alternative hypothesis from the default?
When conducting a paired samples t-test, in which situation might you consider changing the alternative hypothesis from the default?
When conducting a non-parametric test, which measure of central tendency should be reported?
When conducting a non-parametric test, which measure of central tendency should be reported?
Which of the following types of data is most appropriate for the Wilcoxon signed-rank test?
Which of the following types of data is most appropriate for the Wilcoxon signed-rank test?
What is the purpose of the 't-test family decision tree' in the context of statistical analysis?
What is the purpose of the 't-test family decision tree' in the context of statistical analysis?
In what section of a research report is it appropriate to include an interpretation of the findings in relation to the research question and hypothesis?
In what section of a research report is it appropriate to include an interpretation of the findings in relation to the research question and hypothesis?
When reporting the results of a statistical analysis in APA format, what information should NOT be included?
When reporting the results of a statistical analysis in APA format, what information should NOT be included?
According to APA guidelines, what modifications should be made when copying descriptive tables and figures from statistical software into a research report?
According to APA guidelines, what modifications should be made when copying descriptive tables and figures from statistical software into a research report?
Which test is suggested as an alternative to the paired samples t-test when dealing with ordinal data or when normality assumptions are not met?
Which test is suggested as an alternative to the paired samples t-test when dealing with ordinal data or when normality assumptions are not met?
In the context of hypothesis testing, what initial step should researchers take before selecting a specific test?
In the context of hypothesis testing, what initial step should researchers take before selecting a specific test?
What information is crucial to include when describing the variables in a research report?
What information is crucial to include when describing the variables in a research report?
Why is it important to address the scale options when describing variables included questionnaires in a report?
Why is it important to address the scale options when describing variables included questionnaires in a report?
What does reporting the 'line' of test results in APA style entail?
What does reporting the 'line' of test results in APA style entail?
When interpreting an independent samples t-test, what measure should be reported to indicate the magnitude of the difference between the two groups?
When interpreting an independent samples t-test, what measure should be reported to indicate the magnitude of the difference between the two groups?
How should negative values of Cohen’s d typically be reported and interpreted?
How should negative values of Cohen’s d typically be reported and interpreted?
What is the Mann-Whitney U test used as an alternative to?
What is the Mann-Whitney U test used as an alternative to?
In which situation would it be most appropriate to use the Wilcoxon signed-rank test?
In which situation would it be most appropriate to use the Wilcoxon signed-rank test?
Why is it important to conduct assumption checks, such as normality and variance tests, before performing a t-test?
Why is it important to conduct assumption checks, such as normality and variance tests, before performing a t-test?
Flashcards
Research Methods
Research Methods
Systematic approaches to collecting and analyzing psychological data.
Reliability
Reliability
The consistency of a research method in producing stable results.
Validity
Validity
The accuracy of a research method in measuring what it's supposed to measure.
Sample Selection
Sample Selection
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Ethical Considerations
Ethical Considerations
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Bimodal Distribution
Bimodal Distribution
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Hypothesis Testing
Hypothesis Testing
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Testable Hypothesis
Testable Hypothesis
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Specific Variables
Specific Variables
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Normal Distribution
Normal Distribution
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Test-Retest Reliability
Test-Retest Reliability
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Inter-Rater Reliability
Inter-Rater Reliability
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Internal Consistency
Internal Consistency
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Face Validity
Face Validity
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Social Desirability Bias
Social Desirability Bias
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Ethics in Research
Ethics in Research
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Informed Consent
Informed Consent
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Qualitative Research
Qualitative Research
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Case Study
Case Study
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Variance
Variance
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Standard Deviation
Standard Deviation
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Central Tendency
Central Tendency
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Dispersion
Dispersion
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Inferential Statistics
Inferential Statistics
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Descriptive Statistics
Descriptive Statistics
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P-value
P-value
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Skewness
Skewness
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Kurtosis
Kurtosis
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Sampling Variability
Sampling Variability
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Between-Group Variance
Between-Group Variance
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Within-Group Variance
Within-Group Variance
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Confidence Interval
Confidence Interval
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Descriptive Case Study
Descriptive Case Study
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Explanatory Case Study
Explanatory Case Study
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Intrinsic Case Study
Intrinsic Case Study
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Instrumental Case Study
Instrumental Case Study
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Collective Case Study
Collective Case Study
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Structured Interviews
Structured Interviews
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Unstructured Interviews
Unstructured Interviews
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Semi-Structured Interviews
Semi-Structured Interviews
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Focus Group Interviews
Focus Group Interviews
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Observational Research
Observational Research
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Ethnography
Ethnography
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Content Analysis
Content Analysis
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Thematic Analysis
Thematic Analysis
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Primary Data
Primary Data
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Secondary Data
Secondary Data
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Scientific methods
Scientific methods
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Empirical research
Empirical research
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Hypothesis
Hypothesis
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Theory
Theory
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Experimental design
Experimental design
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Control group
Control group
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Independent variable (IV)
Independent variable (IV)
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Dependent variable (DV)
Dependent variable (DV)
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Extraneous variable
Extraneous variable
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Sampling
Sampling
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Random sampling
Random sampling
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Focus Groups
Focus Groups
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Effective Moderator
Effective Moderator
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Participant Observation
Participant Observation
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Narrative Analysis
Narrative Analysis
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Discourse Analysis
Discourse Analysis
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Inductive Categories
Inductive Categories
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Triangulation
Triangulation
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Thematic Analysis Steps
Thematic Analysis Steps
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Qualitative Analysis
Qualitative Analysis
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Cohen’s Kappa
Cohen’s Kappa
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Inductive Thematic Analysis
Inductive Thematic Analysis
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Reflexivity
Reflexivity
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Grounded Theory
Grounded Theory
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Binary Data
Binary Data
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Nominal Data
Nominal Data
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Ordinal Data
Ordinal Data
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Exploratory Research
Exploratory Research
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Fleiss’ Kappa
Fleiss’ Kappa
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Summative Content Analysis
Summative Content Analysis
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Quality of Experience
Quality of Experience
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Falsifiable
Falsifiable
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Null Hypothesis
Null Hypothesis
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Alternative Hypothesis
Alternative Hypothesis
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One-tailed Hypothesis
One-tailed Hypothesis
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Two-tailed Hypothesis
Two-tailed Hypothesis
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Significance Level
Significance Level
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Type 1 Error
Type 1 Error
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Type 2 Error
Type 2 Error
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Chi-squared test
Chi-squared test
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Contingency table
Contingency table
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Longitudinal Design
Longitudinal Design
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Expected values
Expected values
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Correlational Design
Correlational Design
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Descriptive Methods
Descriptive Methods
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Significance level (alpha)
Significance level (alpha)
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Power of a test
Power of a test
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Chi-squared Test
Chi-squared Test
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Goodness of fit
Goodness of fit
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Chi-squared goodness of fit test
Chi-squared goodness of fit test
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Chi-squared test of association
Chi-squared test of association
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Expected frequency
Expected frequency
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Observed frequency
Observed frequency
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Criteria for chi-squared
Criteria for chi-squared
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Degrees of freedom (df)
Degrees of freedom (df)
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Independence of observations
Independence of observations
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Chi-squared value significance
Chi-squared value significance
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Interval Data
Interval Data
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Ratio Data
Ratio Data
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True Zero
True Zero
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Time Series Data
Time Series Data
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Hierarchical Data
Hierarchical Data
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Cross Sectional Data
Cross Sectional Data
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Measures of Central Tendency
Measures of Central Tendency
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Mode
Mode
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Median
Median
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Mean
Mean
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Range
Range
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Interquartile Range (IQR)
Interquartile Range (IQR)
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Benefits of Correlation
Benefits of Correlation
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Chi-Squared Assumptions
Chi-Squared Assumptions
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Benefits of Experimental Design
Benefits of Experimental Design
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Chi-Squared Goodness of Fit
Chi-Squared Goodness of Fit
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Chi-Squared Key Comparison
Chi-Squared Key Comparison
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Recommended Statistical Power
Recommended Statistical Power
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Standard P-value
Standard P-value
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Pearson's 'r'
Pearson's 'r'
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Spearman's Rho
Spearman's Rho
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Shapiro-Wilk Test Metric
Shapiro-Wilk Test Metric
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One Sample T-test
One Sample T-test
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Independent Samples T-test
Independent Samples T-test
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Paired Samples T-test
Paired Samples T-test
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Parametric Test Requirements
Parametric Test Requirements
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Independent t-test
Independent t-test
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T-statistic
T-statistic
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P-value in t-tests
P-value in t-tests
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Cohen's d
Cohen's d
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Mann-Whitney U test
Mann-Whitney U test
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Shapiro-Wilk Test
Shapiro-Wilk Test
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Rank-based Tests
Rank-based Tests
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Tied Values (Ranking)
Tied Values (Ranking)
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Distribution plots
Distribution plots
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Boxplot
Boxplot
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Levene's test
Levene's test
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Wilcoxon Signed-Rank Test
Wilcoxon Signed-Rank Test
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One-tailed test
One-tailed test
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Sign Test
Sign Test
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Normality Tests
Normality Tests
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Effect Size
Effect Size
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Research Process Summary
Research Process Summary
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Reporting the Mean
Reporting the Mean
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Reporting the Median
Reporting the Median
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Reporting Research Results
Reporting Research Results
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IV Definition
IV Definition
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DV Definition
DV Definition
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Assumption Checks
Assumption Checks
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Report Medians!
Report Medians!
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Study Notes
Independent Samples T-Test
- Recruits different participants into each condition (between-group design).
- If group sizes are unequal, a 'pooled variance' is used in the formula.
- Provides a t-statistic value (measures the size of the difference between groups relative to within-group variability).
- Offers a p-value to assess the statistical significance (probability of obtaining the result if the null hypothesis is true).
- Calculates effect size (Cohen’s d) to show the magnitude and practical importance of the difference.
Interpreting the T-Value
- A larger observed t-value suggests statistical significance.
Non-Parametric Equivalent is the Mann-Whitney U Test
- Used when data are not normally distributed or the dependent variable (DV) is ordinal (e.g., Likert scale).
- The Shapiro-Wilks test of normality should ideally show a non-significant result to proceed with parametric tests.
- Still requires independent observations, and outliers can be problematic if there are many errors.
- Converts scores to ranks, then compares the sums of the ranks of the groups.
- Low rank represents a low score, and high rank represents a high score.
Calculating Mann-Whitney U Test
- Assign ranks to each score, averaging ranks for tied values.
- Sort data into groups for analysis.
JASP for Independent Samples T-Test
- Descriptive statistics include basic and distribution plots (box plot), and the Shapiro-Wilks test.
- Check for outliers using the boxplot function.
- For Mann Whitney use the ‘split groups’ function.
- To perform the analysis: T Tests → Independent Samples T-Test and input the grouping variable.
- Tests for normality and equality of variances (Levene’s test); a non-significant result is desired.
- Output includes the Student's t-test, effect size (Cohen’s d), and a bar plot.
JASP for Non-Parametric Equivalent (Mann-Whitney U Test)
- Generate descriptive statistics.
- Move ordinal data into the variables section and the group into the group section.
- In Statistics, deselect mean and select median.
- Create basic plots and boxplots (label outliers).
- Perform the Shapiro-Wilks test.
- Select Mann Whitney U test under the "Classical" options.
Paired Samples T-Test (Repeated or Within-Subjects Design)
- Examples include one-tailed scenarios where participants exercising for six months are compared to those exercising for one month.
Calculating
- Matched pairs are used. Each person can be analyzed before and after the manipulation.
- Measures the size of the difference between groups relative to within-group variability.
- Provides a p-value to assess the statistical significance (probability of obtaining the result if the null hypothesis is true).
- Calculates effect size (Cohen’s d) to show the magnitude and practical importance of the difference.
- Analyzes the difference between paired observations, controlling for individual differences.
Non-Parametric Equivalent is the Wilcoxon Signed Rank Test
- Used if data are not normally distributed or the DV is ordinal.
- Relies on independent observations and is sensitive to outliers and errors.
- Calculate Wilcoxon signed rank test
JASP for Paired Samples T-Test
- Transfer interval data.
- Descriptive statistics: include distribution plots that display density.
- Use Shapiro-Wilks test and box plots (label outliers).
- Homogeneity of variance is not applicable.
- Create a new column for "Difference" by computing one variable minus the other.
- Conduct descriptive analysis on the "Difference".
JASP Parametric Equivalent (Wilcoxon Sign Test)
- Input ordinal data.
- View a distribution plot that displays density.
- Conduct the Shapiro-Wilks test.
- Deselect mean and select median.
- For hypothesis testing, change the hypothesis if a one-tailed test is used.
Interpretation and Write-Up
Independent T-Test Assumptions
- Include whether there are two groups, one DV (continuous), independence, no significant outliers, normal distribution, and homogeneity of variance.
Summary
- Design a method defining the IV and DV, participant allocation, design type, and data type, considering parametric assumptions; non-parametric alternatives if assumptions are violated.
- Use the t-test family decision tree to select the appropriate analysis test, then calculate the test statistic, and obtain the p-value and effect size.
- For parametric tests, report the mean; for non-parametric tests, report the median.
- Follow APA guidelines for reporting descriptive and inferential results, including the interpretation and reference to the research question and hypothesis.
- Do not paste the JASP analysis test output directly into reports.
- Tables and figures from JASP must be edited to meet APA standards and should be numbered with appropriate titles and legends.
- Exclude assumptions checks such as normality figures or distribution graphs; instead, report the Shapiro-Wilk test results.
How to Report T-Test Results
- State the type of analysis/test used, measurement details, and research question.
- Summarize assumption checks.
- Report the test results.
- Clarify significance based on the p-value.
- Report appropriate descriptives.
- Interpret findings in relation to the research question/hypothesis.
- For non-parametric tests, report median data.
- For one sample t-tests, the test value will be a single score.
- Cohen’s d effect size does not require a negative sign.
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