Research guide6 min read
Types of medical studies
Studies in people fall into two broad groups: experimental studies, where researchers decide who receives a treatment or intervention (such as clinical trials), and observational studies, where researchers only observe what happens. Each answers some questions well and has clear limits.
In a randomised trial, treatments are allocated by chance rather than by choice, so groups are compared that are as similar as possible in everything except the treatment being studied. In an observational study, the researcher observes the exposure as it occurs in life, so the groups may differ in other factors. Above these two types come systematic reviews, which bring together the results of multiple studies.
Observational studies differ among themselves: a cohort study may be prospective, enrolling participants at its start and following them over time, or retrospective, in which the exposure and outcomes had already occurred; a case-control study starts with a group of patients and compares their past exposures with a comparison group without the disease, which must be similar to them; and a cross-sectional study measures exposure and condition at the same moment, so it is suitable for describing prevalence but weaker for analysis. The US National Library of Medicine classifies articles into formal publication types such as Randomized Controlled Trial, Observational Study, Case Reports and Systematic Review.
The core idea
In an experimental study, the researcher determines each participant's exposure by a controlled process, as in a clinical trial; in an observational study, they merely observe each participant's exposure and health condition.
And before reaching humans: basic research asks questions about theories and tests hypotheses and is the first step in any research, then translational research builds on its results to develop new ways of prevention, detection or treatment and test them.
Why it matters to you
The type of study determines the kind of question it can answer: a trial in which the researcher controls the exposure tests the effect directly, whereas an observational study reveals the association between exposure and disease.
This is why the GRADE approach starts rating the evidence from randomised trials with higher certainty than the evidence from non-randomised studies.
Study types in detail
Randomised controlled trial: it has at least one experimental treatment and one control treatment, and each participant's treatment is determined by lot; allocation by chance rather than by choice helps avoid bias.
The control group receives usual care or an inactive substance, and the experimental group's results are compared with it; in a double-blind study neither participants nor researchers know who is in which group.
Cohort study: compares disease rates between those who were exposed to a factor and those who were not; it may be prospective, following participants from its start, or retrospective, in which the exposure and outcomes had already occurred.
Case-control study: starts with a group with the disease and a comparison group without it, and compares their past exposures; the comparison group must be similar to the patients.
Cross-sectional study: measures exposure and health condition in a sample of people at the same time; suitable for describing prevalence, but weaker for analysis because it usually does not separate the factors for developing the disease from the factors for living with it.
Case reports: presentations of individual clinical cases that may be followed by evaluation studies.
Systematic review and meta-analysis: brings together all eligible studies and assesses them using explicit methods, and may combine their results statistically. See Evidence pyramid.
How to tell the study type
Read the "Methods" section of the study or its abstract: were participants allocated by lot? Was there a control group? Was the study blinded? And what steps were taken to reduce bias?
Or enter the study's DOI in the Study Reader to display the publication types the US National Library of Medicine has classified it under.
Common pitfalls
Confusing a "clinical study" with a "clinical trial": in an observational study, participants may receive interventions, but the researchers do not determine which intervention they receive.
Inferring cause from a cross-sectional study: because it measures the exposure and the condition together at one time, it is weaker for causal analysis.
Limits of this page
This page shows only the common types; other designs exist such as pragmatic trials, adaptive trials, equivalence trials and twin studies.
The type of study alone is not enough to judge its quality: sample size, length of follow-up and steps to reduce bias are all important.
Common questions
Is an observational study worthless?
No. This type of research helps discover patterns and signals and raise new hypotheses, and cross-sectional studies are a suitable tool for describing the prevalence of conditions; but on their own they do not prove that a factor caused the disease.111
What does "control group" mean?
It is a group of participants who receive usual care or an inactive substance, and whose results are compared with those of the group receiving the experimental treatment, trying to make the two groups as alike as possible in everything else.6
Questions for your doctor
- Is the study this recommendation is based on a randomised trial or an observational study?
- Did the research include people of my age and in my condition?
References
- 1CDC. 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
- 2NCCIH (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
- 3CDC (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
- 4U.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
- 5NIH. 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
- 6NCCIH (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
- 7Cochrane. About Cochrane Reviews. www.cochranelibrary.com/about/about-cochrane-reviewsSystematic reviews · Accessed 2026-10-08
- 8NCCIH (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
- 9NCCIH (NIH). Know the Science: How To Make Sense of a Scientific Journal Article — Size of the Study. www.nccih.nih.gov/health/know-science/how-to-make-sense-of-a-scientific-journal-article/methods/size-of-the-studyHealth 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). 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
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