Research and Report Consultancy

Mediator vs Moderator: Key Differences in Research Models

Mediator vs Moderator Key Differences in Research Models

In empirical research, mistaking mediators for moderators (or vice versa) is surprisingly common. Yet the distinction is critical for valid inference, model specification, and publication success. Below, we dig into the conceptual, statistical, and practical nuances—especially those many researchers overlook. Conceptual Foundations In other words: Baron & Kenny’s classic 1986 formulation laid this foundation in … Read more

Inferential Statistics Misused: When Correlation Becomes Causation (Wrongly)

Inferential Statistics Misused: When Correlation Becomes Causation (Wrongly)

Inferential statistics are powerful tools for uncovering patterns and testing relationships. But they are also easily misused. One of the most frequent and damaging mistakes we see at Research & Report Consulting is treating correlation as causation. This statistical misstep is more than a technical flaw—it undermines credibility, damages publication chances, and can lead to … Read more