Research and Report Consultancy

Why Many Research Instruments Lack Face Validity—And How to Fix It

Why Many Research Instruments Fail Face Validity

Face validity is the most intuitive—and often the most ignored—dimension of measurement quality. If respondents cannot immediately understand what a question measures, the resulting data become fragile, regardless of high Cronbach’s alpha, AVE, or composite reliability. Poor face validity leads to misinterpretation, satisficing, social desirability distortions, and ultimately flawed statistical conclusions. In reality, many survey … Read more

The Statistical Assumption Risks of Likert Data

The Statistical Assumption Risks of Likert Data

Likert scales remain a staple in social science, management, and policy research. Their simplicity—“strongly disagree” to “strongly agree”—makes them appealing for capturing opinions. Yet, their misuse often leads to statistical pitfalls that undermine credibility. This article explains the risks, provides solutions, and highlights best practices with supporting evidence. Why Likert Scales Are Popular Despite their … Read more