Match The Test To The Question
Statistical analysis should begin with the research question, not the software. Compare groups, examine relationships, predict outcomes, or test differences only after the variables and assumptions are clear.
Clean Before You Calculate
Missing values, inconsistent coding, outliers, and unclear labels can weaken interpretation. A careful data-cleaning note also helps readers understand what decisions were made before analysis.
Interpret, Do Not Just Report
Strong results sections explain what the output means in relation to hypotheses and research objectives. Tables and charts should support the explanation rather than replace it.
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