Methods

Quantitative first, mixed where the question demands it

Method follows the research question. Where a single method cannot answer it, the design is mixed and stated as such.

Structural equation modeling

PLS-SEM and CB-SEM, measurement and structural models, mediation, moderation, multi-group analysis, MICOM, PLSpredict.

Statistical analysis

Regression families, ANOVA, multilevel and panel models, latent class and cluster analysis, meta-analysis.

Experimental and quasi-experimental design

Scenario and vignette experiments, factorial designs, manipulation checks, pre-registration where appropriate.

Text and behavioural data

Topic modeling, sentiment analysis, keyword networks, review and social data collected via official APIs.

Qualitative and mixed methods

Interviews and focus groups, thematic analysis, sequential and convergent mixed designs.

Survey design and measurement

Instrument development, scale translation and back-translation, pilot testing, panel sampling and response quality control.