Survey & Market Analysis Packages
1. Foundations & Visuals
- Data Cleaning: Fixing missing values, duplicates, and outliers.
- Data Summary: Descriptive tables and charts (bar, histogram, scatterplot, and spider/radar charts).
2. Core Stats & Text Analytics
- Statistical Tests: Group comparisons and relationships ($t$-test, $\chi^2$, ANOVA) with exact $p$-values.
- Text & Sentiment Analysis: Turning open-ended survey comments into themes and emotional scores.
3. Psychometrics & Scale Validation
- PCA & EFA: Reducing survey questions into core actionable themes.
- CFA & IRT: Verifying survey structure (CFA) and optimizing question-level performance (IRT).
️ 4. Advanced Modeling (SEM)
- SEM & Path Analysis: Testing complex, multi-layered frameworks and chain reactions (e.g., how Brand Trust connects Service Quality to Loyalty).
Deliverables: Clean datasets, publication-ready visuals, and a clear summary report translating the statistics into actionable insights.