Podcast
Questions and Answers
What is a key disadvantage of focusing on a single participant during observations?
What is a key disadvantage of focusing on a single participant during observations?
Which method involves counting specific behaviors during a fixed observation period?
Which method involves counting specific behaviors during a fixed observation period?
What does high inter-observer reliability indicate about the observations made?
What does high inter-observer reliability indicate about the observations made?
In the context of reliability, what is the difference between inter-rater and intra-rater reliability?
In the context of reliability, what is the difference between inter-rater and intra-rater reliability?
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Which factor does NOT increase inter-observer reliability?
Which factor does NOT increase inter-observer reliability?
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Why is it acceptable to conduct a study without a control group in this context?
Why is it acceptable to conduct a study without a control group in this context?
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Which tool is specifically used to assess the risk of bias in randomized controlled trials (RCTs)?
Which tool is specifically used to assess the risk of bias in randomized controlled trials (RCTs)?
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What aspect is crucial for assessing the validity of trial results?
What aspect is crucial for assessing the validity of trial results?
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What does the CONSORT checklist primarily aim to ensure?
What does the CONSORT checklist primarily aim to ensure?
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What is an important consideration when determining if study results are applicable to a local population?
What is an important consideration when determining if study results are applicable to a local population?
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Which factor contributes to a study being labeled as a 'feasible study'?
Which factor contributes to a study being labeled as a 'feasible study'?
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What is a key question to assess the clarity of aims in a study?
What is a key question to assess the clarity of aims in a study?
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In the context of trial design, what does blinding refer to?
In the context of trial design, what does blinding refer to?
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What is a primary advantage of archival research?
What is a primary advantage of archival research?
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Which of the following is a disadvantage of content analysis?
Which of the following is a disadvantage of content analysis?
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What is a benefit of using digital traces for research?
What is a benefit of using digital traces for research?
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What is a notable challenge of continuous sampling as a research method?
What is a notable challenge of continuous sampling as a research method?
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Which of the following statements reflects a con associated with archival research?
Which of the following statements reflects a con associated with archival research?
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What ethical concern is associated with digital traces?
What ethical concern is associated with digital traces?
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How does content analysis provide transparency in research?
How does content analysis provide transparency in research?
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Why might researchers prefer archival research over other methods?
Why might researchers prefer archival research over other methods?
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What is a limitation of using digital traces in research?
What is a limitation of using digital traces in research?
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Which aspect of continuous sampling might complicate the research process?
Which aspect of continuous sampling might complicate the research process?
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What is a necessary component that should be included in graphs to enhance the precision of results?
What is a necessary component that should be included in graphs to enhance the precision of results?
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What does a high impact factor (IF) generally indicate about a journal?
What does a high impact factor (IF) generally indicate about a journal?
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Which age range was most represented in the study's participants?
Which age range was most represented in the study's participants?
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What is one limitation of using impact factors as a measure of journal quality?
What is one limitation of using impact factors as a measure of journal quality?
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Which of the following is a benefit of secondary data analysis?
Which of the following is a benefit of secondary data analysis?
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What is a common effect size metric used to report psychological effects?
What is a common effect size metric used to report psychological effects?
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What issue arises from the demographics of most study participants being predominantly male and white?
What issue arises from the demographics of most study participants being predominantly male and white?
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What is the purpose of peer-review in academic journals?
What is the purpose of peer-review in academic journals?
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Which measure of central tendency is often included along with standard deviations in research reports?
Which measure of central tendency is often included along with standard deviations in research reports?
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What type of analysis is retrospective analysis classified as?
What type of analysis is retrospective analysis classified as?
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What is a primary disadvantage of using secondary data in research?
What is a primary disadvantage of using secondary data in research?
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During the secondary data analysis process, what is typically the first step?
During the secondary data analysis process, what is typically the first step?
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Why is it important to read codebooks when using secondary data?
Why is it important to read codebooks when using secondary data?
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What is a key ethical concern when using secondary data?
What is a key ethical concern when using secondary data?
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What should researchers avoid doing when analyzing secondary data?
What should researchers avoid doing when analyzing secondary data?
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What is a common reason for refining hypotheses when using secondary data?
What is a common reason for refining hypotheses when using secondary data?
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What is meant by the term ‘data snooping’?
What is meant by the term ‘data snooping’?
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What is a potential cost associated with accessing secondary datasets?
What is a potential cost associated with accessing secondary datasets?
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Which of the following is NOT a step in the secondary data analysis process outlined by Donnellan & Lucas?
Which of the following is NOT a step in the secondary data analysis process outlined by Donnellan & Lucas?
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Why might a researcher choose secondary data over primary research?
Why might a researcher choose secondary data over primary research?
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Study Notes
Study Design Considerations
- A lack of a control group means that researchers cannot definitively claim that any changes observed are due to the intervention
- Small sample sizes in feasibility studies are acceptable, as they aim to test an intervention's effectiveness before scaling it up
- Feasibility studies often use a small sample size to see if an intervention works on a large scale.
Assessment Tools and Guidelines
- The CASP (Critical Appraisal Skills Guidelines) assesses the validity of specific types of studies, like RCTs.
- Cochrane's Risk of Bias Tool is specifically for assessing randomized controlled trials (RCTs).
- CONSORT (Consolidated Standards of Reporting Trials) checklist provides reporting guidelines for trials.
- APA JARS (Journal Article Reporting Standards) provides guidelines for reporting journal articles.
- The NHMRC evidence hierarchy is used by the Australian Psychological Society to evaluate the strength of evidence for interventions.
CASP (Critical Appraisal Skills Guidelines) for RCTs
- The CASP guidelines include questions to guide researchers in assessing the validity of RCTs.
- The questions cover areas such as randomization, blinding, group comparability, and treatment effect precision.
- This provides a framework for researchers to assess the scientific rigor of research studies.
Journal Quality and Impact Factor (IF)
- Peer-review helps reduce bias in published research.
- Journals assign impact factors (IF) which provide a measure of the journal's influence, based on the average number of citations per article.
- Higher impact factors are generally considered more prestigious.
- IFs are used to evaluate journals; however, they can be misleading.
- IFs can be influenced by disciplinary differences, types of articles, and journal manipulation.
- Alternative impact factors are available.
Secondary Data Analysis
- Secondary data analysis involves re-analyzing existing datasets for new questions.
- It offers advantages such as access to diverse populations and the ability to conduct longitudinal studies.
- Potential disadvantages:
- Lack of control over data collection methods
- Mismatch between original research and the current question
- Non-experimental design, limiting causal inferences
- Challenges in accessing data for large-scale datasets
Steps in Secondary Data Analysis
- Define research questions and potential hypotheses.
- Locate suitable datasets for the area of study.
- Identify the original study's design and variables.
- Revise hypotheses based on available variables in the dataset.
- Analyze the data.
- Draw conclusions and report the findings.
- Researchers can use secondary data to answer new questions.
- Ethical considerations are essential, ensuring the benefits of re-using data outweigh risks to participants.
Important Considerations in Secondary Data Analysis (Donnellan & Lucas, 2013)
- The use of secondary data may require ethical approval.
- Compromising on research design or variables weakens the strength of conclusions.
- Determine if secondary data is sufficient for answering the research question or if it's better to collect primary data.
- Analytic methods should align with the sampling design.
- Guard against "data snooping" or developing hypotheses based on pre-existing data patterns.
Archival, Content, and Digital Trace Based Research
- Archival research uses historical records to analyze past behaviors or events.
- Advantages include non-interruptive access to data and the ability to compare data across time periods.
- Limitations include challenges in observing actual behaviors and limitations in inference.
Content Analysis
- Content analysis analyzes the textual content of documents, communications, or media to understand patterns, frequency, and quality of behaviors.
- It offers transparency in inferential processes and can identify patterns that might not be readily apparent.
- Potential issue is that content analysis is based on inferential methods not direct observations.
Digital Trace Research
- Digital traces are digital artifacts, like user activity, online transactions, and communications.
- Advantages include access to large datasets and potential for uncovering surprising patterns.
- Challenges involve explaining patterns and addressing ethical concerns related to data privacy and ownership.
Sampling Behavior
- Continuous sampling records all behaviors happening within a set period.
- It offers a comprehensive perspective on behavior dynamics, but can be costly and time-consuming.
- Time-sampling observes behavior in specific time intervals.
- It is more efficient than continuous sampling but may miss behaviors that occur outside the sampled intervals.
- Event sampling focuses on specific events or behaviors that meet predefined criteria.
- It is useful for studying infrequent behaviors, but may not provide a complete understanding of the context of those events.
Recording Behaviors
- Recording behavior depends on the research goals and aims.
- Quantitative measures provide numerical data, while qualitative measures focus on detailed descriptions.
Quantitative Measures of Behavior
- The frequency method counts the frequency of specific behaviors during a set observation period.
- The duration method measures the time spent engaged in a particular behavior within a set time period.
- The interval method divides the observation period into time intervals and records behavior occurrence during each interval.
Inter-Observer and Intra-Rater Reliability
- Inter-observer reliability is the degree of agreement between independent observers on their observations.
- Intra-rater reliability is the consistency of observations by the same observer over different time points.
- High inter-observer reliability increases confidence in the accuracy of observations.
- Reliability is improved through clear behavior definitions, observer training, and feedback on discrepancies.
- It is assessed through measures like percentage agreement or correlations.
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