Research

Data Analysis with SPSS: A Beginner's Guide for Researchers

Good analysis starts before software: clean variables, clear questions, and a defensible plan.

Data Analysis Faculty · 17/03/2026

Prepare before opening SPSS

Researchers should clarify research questions, variable types, coding decisions, and missing data rules before analysis begins. This avoids confusing outputs and weak interpretation.

Training at ETCA connects software skills to research logic, reporting, and defence readiness.