Sample interview questions: What data analysis techniques do you employ in your research?
Sample answer:
Quantitative Data Analysis Techniques:
- Descriptive statistics: Summarize data distributions using measures of central tendency, variability, and frequency.
- Inferential statistics: Test hypotheses and make predictions based on sample data, employing techniques such as t-tests, ANOVA, and regression analysis.
- Factor analysis: Identify underlying patterns and dimensions within datasets through variable reduction and correlation analysis.
- Multivariate analysis of variance (MANOVA): Compare group differences on multiple dependent variables simultaneously.
- Structural equation modeling (SEM): Test complex relationships between variables and assess the fit of theoretical models.
Qualitative Data Analysis Techniques:
- Thematic analysis: Identify and interpret patterns and themes within textual or visual data.
- Grounded theory: Iteratively develop theories from raw data by coding, memoing, and comparing emergent concepts.
- Narrative analysis: Analyze individual or collective stories to explore experiences, beliefs, and values.
- D… Read full answer
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