A placebo that participants were told was caffeine improved sport performance against their own baseline by d = 0.49 (95% CI 0.28 to 0.69) across 17 studies and 257 healthy adults, 82% men; no study was at low risk of bias (9 high, 8 unclear) and GRADE certainty was low, and because every study compared the placebo with a baseline trial, not with an untreated control, expectancy is not separated from order or learning effects. Read in full
Hurst and colleagues pooled studies in which researchers gave healthy adults an inert substance, told them it was caffeine, and compared their sport performance with a baseline or no-treatment condition. From 2,799 records they kept 17 studies published 2006-2026 (one report held two samples), all of which in the end used a baseline condition.
They took one primary outcome per study, such as a time trial, repetitions to failure or mean power, and pooled Cohen's d of placebo against baseline.
Performance improved with the placebo by a small-to-moderate amount (d 0.49, 95% CI 0.28 to 0.69) with low heterogeneity (I² 21%), no sign of publication bias, a prediction interval of 0.01 to 0.96, and leave-one-out estimates of 0.43 to 0.53.
In one-at-a-time meta-regressions the effect was larger when the researchers did not know the substance was a placebo and smaller in samples with more women.
Among secondary outcomes, time to exhaustion (2 studies) and total weight lifted (3 studies) improved most and RPE moderately, while power output, velocity, heart rate, lactate and oxygen uptake did not differ significantly. Risk of bias was poor: nine studies high and eight unclear, with no study at low risk.
The authors rate the certainty low and recommend that practitioners build a positive expectation when they give real caffeine, since deceiving athletes with placebos is unethical.
Participants
Protocol
Key Results
Primary outcome (17 studies, 257 participants):
| Measure | Result |
|---|---|
| Pooled effect, placebo described as caffeine vs baseline | d = 0.49 (95% CI 0.28 to 0.69), p < 0.001 |
| Prediction interval | 0.01 to 0.96 |
| Heterogeneity | I² = 21.03%, Q = 19.30, p = 0.21 |
| Leave-one-out | d 0.43 to 0.53 |
| Publication bias | Egger 0.84 ± 1.31, p = 0.53; fail-safe N 107 |
| Moderator: researchers blinded | b = 0.52 ± 0.24 (95% CI 0.01 to 0.99), p = 0.03 — larger effect when researchers did not know |
| Moderator: proportion of women | b = −0.93 ± 0.38 (95% CI −1.68 to −0.19), p = 0.01 — smaller effect with more women |
| Other moderators (exercise type and duration, training status, age, design, dose, timing, placebo type, real caffeine in the study, number of expectation methods, risk-of-bias score) | not significant (details in the supplement, not read) |
Secondary outcomes (positive d = better with placebo):
| Outcome | Studies (n) | d (95% CI) | p |
|---|---|---|---|
| Time to exhaustion | 2 (17) | 1.07 (0.38 to 1.75) | < 0.01 |
| Total weight lifted | 3 (56) | 0.73 (0.21 to 1.25) | 0.01 |
| RPE | 11 (167) | 0.52 (0.26 to 0.78) | < 0.01 |
| Oxygen uptake | 3 (30) | 0.51 (−0.14 to 1.16) | 0.13 |
| Number of repetitions | 5 (84) | 0.48 (0.06 to 0.90) | 0.03 |
| Time to complete | 4 (54) | 0.38 (0.00 to 0.75) | 0.05 |
| Lactate | 3 (29) | 0.23 (−0.30 to 0.75) | 0.40 |
| Heart rate | 6 (64) | 0.21 (−0.13 to 0.55) | 0.23 |
| Power output | 5 (60) | 0.05 (−0.30 to 0.41) | 0.77 |
| Velocity | 4 (60) | −0.15 (−0.51 to 0.20) | 0.51 |
Practical Application
Limitations
How this entry was checked and changed
risk of bias read in full and serious (no study at low risk, 9 of 17 high; GRADE low for the main outcome, low to very low for the rest), which caps a review at A-; held one step lower because every pooled contrast is the placebo trial against a baseline trial in the same people (10 of the 14 crossovers were plain pre-post tests), not against a no-treatment control, so it cannot separate expectancy from learning, order or familiarity with the test