Research guide9 min read
The evidence pyramid
Not all medical studies are equally able to answer “does this treatment work?”. The evidence pyramid is a simplified teaching tool that orders study types: systematic reviews that pool many studies at the top, then randomized controlled trials, then observational studies, and early signals such as case reports and lab or animal research at the base.
The ranking depends on the design's ability to reduce bias and chance. The GRADE approach, which the CDC's Advisory Committee on Immunization Practices handbook uses, starts rating evidence from randomised trials at "high certainty" and evidence from non-randomised studies at "low certainty", then raises or lowers the grade according to the actual quality of the evidence. The pyramid is therefore a starting point for understanding a study, not a final judgement of its quality.
In GRADE, certainty is assessed for each health outcome separately and across the body of available evidence, not for each study individually. Certainty is downgraded for five reasons: risk of bias, inconsistency between studies, indirectness, imprecision, and publication bias; and the certainty of non-randomised studies can be raised by three criteria: strength of association, a relationship between the amount of exposure and the size of the effect, and the effect of possible residual confounding or bias working against the observed result. The four certainty grades (high, moderate, low, very low) are the basis of the evidence-strength badges used on the pages of this encyclopedia.
Select a layer to see what it can and cannot show
Systematic reviews & meta-analyses123
- What it is
- They bring together all the studies that meet pre-specified conditions, assess them using explicit methods that reduce bias, and may combine their figures statistically into a single result (meta-analysis).
- What it can show
- They show whether many studies agree on the same result; when many studies reach the same conclusion, confidence increases that the result is reliable.
- Its limits
- Their conclusions are not final: the results of new studies may change them, which is why Cochrane reviews are updated whenever new evidence appears.
Randomized controlled trials143567
- What it is
- They compare an experimental treatment with a control treatment (usual care or an inactive substance), participants are allocated to groups by lot rather than by choice, and are followed at the same time.
- What it can show
- The clearest way to know whether a treatment or lifestyle change is effective and safe in humans; allocation by lot helps avoid bias. In the GRADE approach, their evidence starts at "high certainty".
- Its limits
- Complex, long and costly, and usually come after smaller preliminary studies; bias can creep in if participants or researchers know who is receiving which treatment, which is why "blinding" is used.
Observational studies897
- What it is
- The researcher observes who was exposed to a factor and who developed the disease without determining the exposure: cohort studies follow groups over time, case-control studies compare patients with non-patients, and cross-sectional studies measure exposure and condition at one time.
- What it can show
- They reveal associations and patterns and raise new hypotheses, and cross-sectional studies are suited to describing the prevalence of conditions.
- Its limits
- They do not prove causation on their own: the groups may differ in other factors, and statistical adjustment only addresses differences that were actually measured. In GRADE, their evidence starts at "low certainty".
Early signals1310
- What it is
- Case reports describing individual cases of illness, and laboratory and animal research that test hypotheses before reaching humans.
- What it can show
- Basic research is the first step in any research, and case reports may be followed by larger evaluation studies.
- Its limits
- The results of laboratory and animal research are not considered directly relevant to human health until clinical research in humans has tested them.
Opinion & commentary (outside the pyramid)1
- What it is
- Editorials express the opinions of the journal's editors or publisher, and commentaries and letters to the editor discuss published research, support it or object to it.
- What it can show
- They help in understanding the scientific debate around a study.
- Its limits
- They are not studies that present new results in themselves.
The core idea
The evidence pyramid is an educational ranking of study types according to their ability to answer questions about effectiveness and safety in humans: at the top are reviews that bring together many studies, and at the bottom are early signals.
Well-planned clinical trials give the clearest information on whether a treatment or lifestyle change is effective and safe in humans, but they are complex, long, involve many participants and can be very expensive, which is why they usually come after smaller preliminary studies.
When many studies reach the same result, confidence increases that the result is reliable; this is why systematic reviews and meta-analyses sit at the top.
Why it matters to you
Much health news is reliable, but some lacks important information or is confusing, conflicting or misleading; knowing what type of study a news item is based on helps you judge its weight before you change anything about your health.
A single study rarely proves anything, and one study is not the last word; repeating the result in other studies is what makes it more reliable.
The layers
The top — systematic reviews and meta-analyses: a systematic review identifies all the evidence that meets pre-specified conditions and assesses and summarises it using explicit methods that reduce bias; if the results of the studies are combined into a single statistical figure, this is called a meta-analysis, and not every review includes a meta-analysis.
Randomised controlled trials (RCTs): they have at least one experimental treatment and one control treatment, participants are enrolled and followed at the same time, and each one's treatment is determined randomly; in GRADE their evidence starts at "high certainty".
Observational studies (cohort, case-control and cross-sectional): the researcher observes exposure and disease without determining the exposure; they reveal associations, and their evidence starts in GRADE at "low certainty".
Early signals: case reports (clinical presentations that may be followed by evaluation studies), and laboratory and animal research whose results are not considered directly relevant to human health until clinical research has tested them.
Outside the pyramid: editorials, commentaries and letters to the editor, which are opinions or discussions of published research and not stand-alone studies.
How to use the pyramid
Start with a question: what type of study is this? You can find the type of almost any published study from its DOI via the Study Reader, which displays publication types according to the US National Library of Medicine's classification.
Then ask: was it tested in humans? Did it include enough people? Was the study long enough to show benefits or risks in the long term?
And remember that a study's position in the pyramid is only a starting point: in GRADE, the certainty of randomised trial evidence may be downgraded because of risk of bias, inconsistency, indirectness, imprecision or publication bias, and the certainty of non-randomised studies may be raised in specific cases.
Common pitfalls
Treating any "review" as a systematic review: an ordinary review is based on examining what has been published on a subject, and its comprehensiveness may vary, unlike a systematic review, which follows explicit conditions and methods to reduce bias.
Judging a treatment from a laboratory or animal study: the results of such research need later testing in humans before they mean anything for your health.
Dismissing observational studies altogether: they reveal patterns and signals and raise new hypotheses, but on their own they do not prove causation.
Limits of this page
The pyramid is an educational simplification; established evidence-grading systems such as GRADE assess certainty for each health outcome across the body of evidence, not by study type alone.
The pyramid does not say that a result applies to you personally; the study participants may differ from you in age, sex or other important matters.
This page explains how to read evidence, and does not evaluate any particular treatment.
Common questions
Is a randomised trial always better than an observational study?
Not always. In the GRADE approach, the evidence from randomised trials starts at "high certainty" but may be downgraded because of problems such as risk of bias or imprecision, and the evidence from non-randomised studies starts at "low certainty" and may be raised in specific cases.7
What is the difference between a systematic review and a meta-analysis?
A systematic review identifies and assesses all the studies that meet pre-specified conditions using explicit methods that reduce bias. A meta-analysis is the statistical combination of the results of those studies into a single result, and not every systematic review includes one.12
Questions for your doctor
- What type of studies is this advice or treatment based on?
- Is there a systematic review or clinical guideline on this subject?
- Were the participants in these studies similar to me?
References
- 1U.S. National Library of Medicine. Publication Characteristics (Publication Types) with Scope Notes. www.nlm.nih.gov/mesh/pubtypes.htmlHealth agencies & guidelines · Accessed 2026-10-08
- 2Cochrane. About Cochrane Reviews. www.cochranelibrary.com/about/about-cochrane-reviewsSystematic reviews · Accessed 2026-10-08
- 3NCCIH (NIH). Know the Science: How To Make Sense of a Scientific Journal Article — Types of Research. www.nccih.nih.gov/health/know-science/how-to-make-sense-of-a-scientific-journal-article/methods/types-of-researchHealth agencies & guidelines · Accessed 2026-10-08
- 4NIH. NIH Clinical Research Trials and You: The Basics. www.nih.gov/health-information/nih-clinical-research-trials-you/basicsHealth agencies & guidelines · Accessed 2026-10-08
- 5NCCIH (NIH). Know the Science: How To Make Sense of a Scientific Journal Article — Design of the Study. www.nccih.nih.gov/health/know-science/how-to-make-sense-of-a-scientific-journal-article/methods/design-of-the-studyHealth agencies & guidelines · Accessed 2026-10-08
- 6NCCIH (NIH). Know the Science: How To Make Sense of a Scientific Journal Article — Minimizing Bias. www.nccih.nih.gov/health/know-science/how-to-make-sense-of-a-scientific-journal-article/methods/minimizing-biasHealth agencies & guidelines · Accessed 2026-10-08
- 7CDC (ACIP). ACIP GRADE Handbook — Chapter 7: GRADE Criteria Determining Certainty of Evidence. www.cdc.gov/acip-grade-handbook/hcp/chapter-7-grade-criteria-determining-certainty-of-evidence/index.htmlHealth agencies & guidelines · Accessed 2026-10-08
- 8CDC. Principles of Epidemiology in Public Health Practice — Lesson 1, Section 7: Analytic Epidemiology. archive.cdc.gov/www_cdc_gov/csels/dsepd/ss1978/lesson1/section7.htmlHealth agencies & guidelines · Accessed 2026-10-08
- 9NCCIH (NIH). Reduced Mortality Risks and Correlation vs. Causation. www.nccih.nih.gov/research/blog/reduced-mortality-risks-correlation-vs-causationHealth agencies & guidelines · Accessed 2026-10-08
- 10NCCIH (NIH). Know the Science: Checklist for Understanding Health News Stories. www.nccih.nih.gov/health/know-science/facts-health-news-stories/checklist-for-understanding-health-news-storiesHealth agencies & guidelines · Accessed 2026-10-08
- 11NCCIH (NIH). Know the Science: The Facts About Health News Stories. www.nccih.nih.gov/health/know-science/facts-health-news-stories/complementary-health-approaches-in-the-newsHealth agencies & guidelines · Accessed 2026-10-08
- 12NCCIH (NIH). Know the Science: How To Make Sense of a Scientific Journal Article — Results. www.nccih.nih.gov/health/know-science/how-to-make-sense-of-a-scientific-journal-article/resultsHealth agencies & guidelines · Accessed 2026-10-08
- 13GRADE Working Group. The GRADE approach. www.gradeworkinggroup.org/Health agencies & guidelines · Accessed 2026-10-03
Review status: Edited content · Last updated:
Change log
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Educational content only — no diagnosis, and no substitute for a clinician.