A nonsignificant result in a study can occur when the number of subjects is insufficient to detect a true effect.
Is it true that a nonsignificant result in a study can occur when the number of subjects is insufficient to detect a true effect?
Yes. Multiple methodological studies confirm that a nonsignificant result in a study is frequently caused by insufficient sample size and low statistical power, leading to a Type II error where a true effect goes undetected.
Verdict: SUPPORTED · 6 sources for, 0 against · Last checked
The retrieved literature consistently supports the claim that underpowered studies with insufficient subjects increase the risk of Type II errors, meaning true effects can fail to reach statistical significance.
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Akobeng, A. K. (2016). Understanding type I and type <scp>II</scp> errors, statistical power and sample size. doi.org. https://doi.org/10.1111/apa.13384
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Christley, R. M. (2010). Power and Error: Increased Risk of False Positive Results in Underpowered Studies. doi.org. https://doi.org/10.2174/1874297101003010016
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Uimonen, M., Ponkilainen, V., Raittio, L., & Reito, A. (2021). ‘No Effect’ Conclusions in Studies Reporting Nonsignificant Results Are Potentially Incorrect. doi.org. https://doi.org/10.1016/j.arthro.2021.08.036
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JX, M. & P, G. (2026). Reduce or not reduce: a practical guide to calculate sample size for various experimental design in studies involving animals.. doi.org. https://doi.org/10.3389/fphar.2026.1786234
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Quintana, D. S. (2020). Most oxytocin administration studies are statistically underpowered to reliably detect (or reject) a wide range of effect sizes. doi.org. https://doi.org/10.31234/osf.io/kzp4n
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S, K. & S, P. (2026). Comment on "swedish massage versus hip strengthening exercises for pain and function in older adults with knee osteoarthritis: a randomized controlled trial".. doi.org. https://doi.org/10.1007/s40520-026-03418-z
What does the evidence say?
The retrieved literature consistently supports the claim that underpowered studies with insufficient subjects increase the risk of Type II errors, meaning true effects can fail to reach statistical significance.
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