Research by the numbers
Researchers study everything except, often, research itself. But there is now a substantial body of meta-research — research on research — and the headline numbers are sobering. Here is what the best-cited evidence actually says about how reliable published science is, with a real source behind every figure. We’ve kept the caveats in: these numbers are easy to sensationalise, and the honest version matters more.
1. Most scientists say there’s a reproducibility crisis
In a 2016 Nature survey of 1,576 researchers, about 90% agreed there is a reproducibility crisis — 52% called it “significant,” 38% “slight.” Only 3% said there was no crisis. More than 70% had tried and failed to reproduce another scientist’s experiments, and more than half had failed to reproduce their own.[1]
Baker, M. (2016), Nature.2. When studies are repeated, many don’t hold up
The 2015 Reproducibility Project replicated 100 psychology studies with high-powered designs. 97% of the originals had reported a statistically significant result — but only 36% of the replications did, and replication effect sizes were on average about half the originals.[2] Replication rates differ across fields, and this is one (large) study in one discipline — but it reframed how seriously the problem is taken.
Open Science Collaboration (2015), Science.3. Outright fraud is rare; questionable practices are not
A 2009 meta-analysis of survey data found that about 2% of scientists admitted to having fabricated, falsified, or modified data at least once — but up to 33.7% admitted to other questionable research practices, such as selective reporting of results. Asked about colleagues, the figures were far higher (14% for falsification, up to 72% for other practices).[3]
Fanelli, D. (2009), PLoS ONE.4. Retractions are climbing fast
More than 10,000 papers were retracted in 2023 — a record.[4] The honest caveat: most of that spike came from mass retractions at journals formerly owned by Hindawi over compromised peer review, so it reflects a clean-up as much as a worsening. Retractions are still a tiny fraction of all papers published — but the trend is steeply upward.
Van Noorden, R. (2023), Nature.5. The paper that started the conversation
Much of this traces back to John Ioannidis’s 2005 essay, bluntly titled “Why Most Published Research Findings Are False.” Using a simple probability model, it argued that small studies, small effects, flexible analysis, and publication pressure combine to make a large share of published claims unreliable.[5] It remains one of the most-cited papers in meta-science.
Ioannidis, J. P. A. (2005), PLoS Medicine.What this means for your research
None of this says science doesn’t work — it says method discipline is what separates findings that last from findings that evaporate. Every weakness in the numbers above has a concrete defence, and they’re the things we teach:
- Underpowered studies → run a real power analysis and justify your sample.
- p-hacking & selective reporting → pre-specify your analysis in a protocol, and read what a p-value actually means.
- Unreliable measures → check validity and reliability (and Cronbach’s alpha) before you trust a scale.
- Bias in the evidence base → appraise it with risk-of-bias tools and synthesise it in a systematic review.
- AI-fabricated citations → the newest failure mode; verify every reference (see AI hallucinations).
Get the free Research Design toolkit
A design-decision worksheet and rigor checklist — the things that keep your study out of the failure statistics — from Research Design Simplified. We’ll email you the download link.
Sources
- Baker, M. (2016). 1,500 scientists lift the lid on reproducibility. Nature, 533(7604), 452–454. doi:10.1038/533452a
- Open Science Collaboration (2015). Estimating the reproducibility of psychological science. Science, 349(6251), aac4716. doi:10.1126/science.aac4716
- Fanelli, D. (2009). How many scientists fabricate and falsify research? A systematic review and meta-analysis of survey data. PLoS ONE, 4(5), e5738. doi:10.1371/journal.pone.0005738
- Van Noorden, R. (2023). More than 10,000 research papers were retracted in 2023 — a new record. Nature, 624, 479–481. doi:10.1038/d41586-023-03974-8
- Ioannidis, J. P. A. (2005). Why most published research findings are false. PLoS Medicine, 2(8), e124. doi:10.1371/journal.pmed.0020124
Frequently asked questions
Is there really a reproducibility crisis?
In a 2016 Nature survey, ~90% of 1,576 researchers agreed there is one (only 3% disagreed), and >70% had failed to reproduce another’s work.[1]
What share of studies replicate?
In the 2015 Reproducibility Project (psychology), 97% of originals were significant but only 36% of replications were.[2] It varies by field.
How common is fraud?
~2% of scientists admit fabricating/falsifying data at least once; up to ~34% admit other questionable practices.[3]
How many papers are retracted?
Over 10,000 in 2023 (a record) — though mostly from one publisher’s mass clean-up.[4]