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Data Analysis

How the Unit of Analysis Can Ruin Your Research

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Most research failures start long before data analysis. They begin at the design stage, when researchers misidentify the unit of analysis. This single mistake produces misleading results, faulty comparisons, and policy recommendations that collapse when applied in real-world settings. For research, evaluation, and policy studies, choosing the wrong unit of analysis is one of the … Read more

Triangulation Isn’t Just About Using Three Methods

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Understanding the Real Meaning of Triangulation In academic and applied research, triangulation is often misunderstood. Many believe it simply means using “three methods” to collect data. However, triangulation is not about the number three—it’s about cross-verifying evidence from multiple sources or perspectives to improve the credibility, reliability, and depth of research findings. This approach prevents … Read more