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The role of robustness testing in establishing the credibility of research c...
Paper Discussion
Experimental results often look strong on one particular setting but may not generalise. Robustness testing, such as varying parameters or data conditions, helps establish whether findings are reliable. How central should robustness analysis be to a solid manuscript?
Christopher Hernandez, Charles Martinez and 19 others4 Comments-
Robustness analysis should be a normal part of solid empirical research, not an optional extra.
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Testing under varied conditions can reveal whether your main result is an artefact.
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Reporting where results do and do not hold makes the paper more honest and useful.
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Reviewers increasingly expect robustness checks before accepting empirical claims.
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