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Pragmatic versus explanatory trials: effectiveness versus efficacy

A pragmatic (effectiveness) trial asks whether a drug works in routine care; an explanatory (efficacy) trial asks whether it can work under ideal conditions.

Remember

Efficacy asks whether a drug can work under ideal conditions and effectiveness asks whether it does work in everyday care, so a pragmatic design is the best one to use to decide on routine use of a drug that works under ideal conditions.

An explanatory trial, also called an efficacy trial, tests whether a drug can work under ideal conditions. It uses highly selected patients, and follow-up (the planned checks on participants) is intensive.

A pragmatic trial, also called an effectiveness trial, instead asks whether a drug works in real-world practice. Patients with comorbidities (other long-term illnesses) can take part, because the inclusion criteria (the rules about who may join) are broad. The settings resemble normal NHS care and follow-up is less intensive. That is why the result applies to patients whom a GP will treat.

Efficacy and effectiveness can differ. A drug can show high efficacy but low effectiveness when patients forget doses, cannot tolerate it or differ from the trial population. Real trials sit on a spectrum between the explanatory and pragmatic extremes rather than in one of two boxes.

A pragmatic randomised controlled trial still allocates patients at random. Random allocation on average spreads confounders (other factors that could distort the result) evenly between the groups.

Key facts

Efficacy
benefit under ideal conditions, which is what an explanatory trial tests.
Effectiveness
benefit in the real world, which is what a pragmatic trial tests.
Pragmatic design
less restrictive entry criteria, settings like normal NHS care and less intensive follow-up.
Explanatory design
highly selected patients and intensive follow-up, with conditions tightly controlled.
What each asks
an explanatory trial asks whether the drug can work; a pragmatic trial asks whether we should use it in routine practice.
Clue pattern
routine clinics, comorbidities, variable adherence, meaning how closely patients take treatment as prescribed, and usual follow-up point to a pragmatic trial.

Exam traps

  • Testing whether a drug can work under ideal, tightly controlled conditions describes an explanatory (efficacy) trial, not a pragmatic one, which asks whether the drug works in routine care.
  • Excluding patients who have comorbidities narrows who can enter and suits an explanatory design, whereas a pragmatic trial uses broader eligibility criteria so that its patients represent those treated in everyday care.
  • Close monitoring of adherence, meaning how closely patients take treatment as prescribed, is part of the explanatory approach, where it helps show a drug's effect under ideal conditions, whereas a pragmatic trial uses less intensive follow-up because intensive monitoring can hide the missed doses that happen in everyday practice.

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Last updated 7 November 2026. For medical education only, not clinical advice.