Research Methodology

Research Waste

Reviewed bySatya R Panigrahi

Definition

Research waste refers to the expenditure of scientific resources on studies that fail to produce usable, accessible, or relevant knowledge due to problems in design, conduct, analysis, reporting, or dissemination. Chalmers and Glasziou estimated in 2009 that about 85% of the investment in biomedical research is avoidably wasted, a figure that has catalyzed reform efforts across the research enterprise.[2][3]

Explore the concept

Where the trials go

Run three checks on 200 registered trials and watch the usable ones dwindle, then see how halving at three stages wastes most of an investment, and where waste starts.

1 / 4 ยท Registered

Registered trials

200

one therapeutic area

1 dot = 2 trials

Still in

Every trial cost money and asked people to take part

A systematic review follows 200 registered trials and checks what became of each one.

The big idea: Research waste is money, effort and participants spent on studies that never yield usable, accessible or relevant knowledge. Losses at each stage multiply: if about half is lost at each of three stages, only about one study in eight is fully usable, which is behind the estimate that about 85% of biomedical research investment is avoidably wasted.

Field example from the article (a systematic review of registered trials): 200 registered, 80 (40%) unpublished five years after completion, 30 of the 120 published (25%) changed their primary outcome, 22 of the remaining 90 (24.4%, shown as 24%) were underpowered, 68 of 200 (34%) pass all three checks. One dot stands for 2 trials. The compounding view uses Chalmers and Glasziou (Lancet, 2009): about half lost at each of three stages gives 0.5 ร— 0.5 ร— 0.5 = 12.5% passing, 87.5% wasted, which the paper reports as over 85%; 64 dots are used so each halving is exact. Stage problems and remedies are those the article lists; it names no specific remedy for the conduct stage.

Why it matters

Research waste represents a massive misallocation of human and financial resources. Funding agencies, taxpayers, charitable donors, and research participants invest in research with the expectation that it will advance knowledge and improve health outcomes. When studies are poorly designed, redundant, selectively reported, or inaccessible behind paywalls, that investment is lost. Research waste also has ethical implications: participants who consent to research have a reasonable expectation that their contribution will be used to advance science. When studies produce unusable results, that trust is violated. Reducing research waste has become a priority for funding agencies, journal editors, and research institutions worldwide.

How it works

Research waste arises at multiple stages of the research lifecycle. At the question stage, research may address questions that are not relevant to patients, clinicians, or policymakers, or that have already been adequately answered by existing studies. Failure to conduct a systematic review before designing a new study is a major contributor to redundant research.[2][5]

At the design stage, inadequate study design, insufficient sample size, and inappropriate outcome measures produce studies that cannot answer their own questions. Underpowered studies are a particularly common source of waste, as they often produce inconclusive results that neither confirm nor refute the hypothesis, and the statistically significant results they do produce tend to overestimate the effect.[5]

At the conduct stage, protocol deviations, poor data quality, and high attrition rates reduce the usable information a study produces.

At the reporting stage, selective reporting of outcomes, publication bias, and inadequate description of methods prevent the scientific community from using or replicating the findings.[4] Studies whose results never become available, in a journal, a registry or elsewhere, are the most complete form of waste.

At the dissemination stage, findings hidden behind paywalls, written in inaccessible jargon, or not translated into clinical practice guidelines fail to reach the people who could use them.

Losses compound from stage to stage. Chalmers and Glasziou's estimate combined losses of about half at each of three stages: if about half of studies are never published, about half of published reports are too poorly reported to be usable, and about half of the rest have serious, avoidable design flaws, only about one study in eight (12.5%) passes all three, so about 87.5% of the investment is wasted, which is why they put the avoidable loss at over 85%.

Strategies for reducing research waste include requiring systematic reviews before new studies are funded, mandating sample size justifications, enforcing trial registration and results reporting, promoting open access publication, and involving patients and stakeholders in research priority setting.

When to use it

Consider research waste implications at every stage of the research process. Before starting a new study, conduct a systematic review to check whether the question has already been answered. During design, ensure adequate power and appropriate methods. During reporting, follow reporting guidelines and publish all results regardless of direction.[4] When evaluating the research landscape in a field, assess the proportion of studies that produced usable evidence and identify the stages where waste is greatest.

Key takeaways

  • Research waste represents a massive misallocation of human and financial resources.
  • At the question stage, research may address questions that are not relevant to patients, clinicians, or policymakers, or that have already been adequately answered by existing studies.
  • Consider research waste implications at every stage of the research process.
  • A common error is launching a new study without reviewing the existing evidence, producing redundant research that adds little to the evidence base.

Common mistakes

  • A common error is launching a new study without reviewing the existing evidence, producing redundant research that adds little to the evidence base.
  • Another mistake is designing underpowered studies that are unlikely to produce interpretable results.
  • Researchers sometimes complete studies but fail to publish the results, either because the findings are negative or because other priorities intervene.
  • Finally, publishing results in a manner that prevents replication (such as omitting methodological details or refusing to share data) limits the value of the research.

Example

A systematic review of registered trials in a therapeutic area finds that of 200 registered trials, 80 (40%) have not published results five years after completion. Of the 120 published trials, 30 (25%) changed their primary outcome between registration and publication. Of the remaining 90, 22 (24%) were underpowered for their stated primary outcome. Only 68 of 200 registered trials (34%) pass all three checks (results published, primary outcome unchanged, and adequate power for it), and even these have not been checked for other problems such as poor reporting or high risk of bias, illustrating the scale of research waste in the field.

Test your understanding

5 questions that adapt as you go: answer two in a row correctly and they get harder.

Question 1 of 5

Scenario:

A trial far too small for its primary outcome nonetheless reports a statistically significant, large benefit.

Question:

Why is the small trial's significant result a concern?

Hardness: Interpret

Sources

  1. [1]Higgins JPT, Thomas J, Chandler J, Cumpston M, Li T, Page MJ, et al, editors. Cochrane Handbook for Systematic Reviews of Interventions, version 6.5 (updated August 2024). Cochrane, 2024. https://training.cochrane.org/handbook/current
  2. [2]Chalmers I, Glasziou P. Avoidable waste in the production and reporting of research evidence. Lancet. 2009;374(9683):86-89. doi:10.1016/S0140-6736(09)60329-9
  3. [3]Macleod MR, Michie S, Roberts I, Dirnagl U, Chalmers I, Ioannidis JPA, et al. Biomedical research: increasing value, reducing waste. Lancet. 2014;383(9912):101-104. doi:10.1016/S0140-6736(13)62329-6
  4. [4]Glasziou P, Altman DG, Bossuyt P, Boutron I, Clarke M, Julious S, et al. Reducing waste from incomplete or unusable reports of biomedical research. Lancet. 2014;383(9913):267-276. doi:10.1016/S0140-6736(13)62228-X
  5. [5]Ioannidis JPA, Greenland S, Hlatky MA, Khoury MJ, Macleod MR, Moher D, et al. Increasing value and reducing waste in research design, conduct, and analysis. Lancet. 2014;383(9912):166-175. doi:10.1016/S0140-6736(13)62227-8

Cite this term

FullPaperguide. (2026, October 16). Research Waste. In Paperguide Research Glossary. https://paperguide.ai/research-glossary/research-waste/
In-text(Paperguide, 2026)

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