Data Analysis & Statistics

Quantitative, qualitative and mixed-methods analysis with clear interpretation.

• SPSS Data Analysis — Descriptives, t-tests, ANOVA, correlation, regression and more.
• SEM with SmartPLS & AMOS — Measurement and structural models, mediation and moderation.
• R, Python & STATA Analysis — Econometrics, panel data, time series and machine learning.
• Qualitative Analysis (NVivo / Atlas.ti) — Coding, thematic analysis and interview synthesis.
• Questionnaire Design & Validation — Scale selection, pilot testing, reliability and validity.
• Meta-Analysis — Effect sizes, forest plots, heterogeneity and publication bias.
• Research Dashboards (Power BI / Excel) — Interactive dashboards for survey, programme and business data.