Longevity & AgingResearch PaperOpen Access

Best Supplements for Soccer Performance Ranked by Network Meta-Analysis

A Bayesian network meta-analysis of 80 RCTs ranks 31 supplements for soccer performance across speed, power, and endurance.

Saturday, August 8, 2026 4 views
Published in J Int Soc Sports Nutr
Soccer player mid-sprint on a green pitch at dusk, surrounded by floating molecular supplement icons like caffeine and creatine structures

Summary

Researchers analyzed 80 randomized controlled trials involving 1,425 soccer players to compare 31 dietary supplements against placebo across seven performance measures. Using Bayesian network meta-analysis, they found that carbohydrate+protein and carbohydrate+electrolyte most improved distance covered, while magnesium creatine chelate and melatonin best reduced sprint times. Beta-alanine and melatonin led for jump height, and creatine+sodium bicarbonate excelled for agility. Caffeine showed consistent small-to-moderate benefits across multiple outcomes including distance, jump height, and agility. Sodium pyruvate improved anaerobic power metrics. The analysis provides evidence-based supplement rankings to guide coaches, dietitians, and sports scientists in tailoring nutritional strategies for soccer players.

Detailed Summary

Soccer demands a unique blend of aerobic endurance, explosive power, agility, and rapid recovery — making nutrition and supplementation central to competitive performance. Despite widespread use of dietary supplements among players (reported in 47–94% of athletes), comparative evidence across multiple supplements had been lacking until now.

This systematic review and Bayesian network meta-analysis synthesized 80 randomized controlled trials (RCTs) involving 1,425 soccer players who received one of 31 dietary supplements or placebo. Databases searched included PubMed, Web of Science, Cochrane, Embase, and SPORTDiscus up to February 2024. Performance outcomes were categorized across seven domains tied to energy systems: distance covered, muscular strength, jump height, sprint time, agility, peak and mean power, and rating of perceived exertion (RPE).

For endurance and distance covered, carbohydrate+protein produced the largest effect (SMD: 2.2, very large), followed by carbohydrate+electrolyte (SMD: 1.3, large), bovine colostrum (moderate), and caffeine (SMD: 0.29, small). Sprint performance was most improved by magnesium creatine chelate (SMD: −3.0, very large reduction in sprint time), melatonin (SMD: −1.9, large), creatine+sodium bicarbonate (SMD: −1.4, large), and arginine (SMD: −1.2, moderate). Jump height benefited most from beta-alanine (SMD: 0.83, moderate) and melatonin (SMD: 0.75, moderate), with caffeine and creatine offering smaller but significant gains. Agility was best improved by creatine+sodium bicarbonate (SMD: −2.3, very large) and caffeine (SMD: −0.38, small). Sodium pyruvate improved both peak and mean anaerobic power, while magnesium creatine chelate delivered a large boost to mean power. Kaempferia parviflora was uniquely associated with muscular strength gains. Carbohydrate+electrolyte also significantly reduced perceived exertion during play.

Caffeine emerged as the most broadly effective single supplement, showing significant benefits across distance, jump height, and agility — making it particularly practical for match-day use. Creatine-based combinations (especially with sodium bicarbonate) were standouts for explosive and agility performance. Melatonin's strong showing for sprint time and jump height is notable and may relate to its antioxidant and recovery properties.

The SUCRA rankings further allowed relative probabilistic ranking of each supplement within each outcome domain, giving practitioners a nuanced tool beyond simple statistical significance. Subgroup analyses by competitive level were also conducted to contextualize findings across elite and sub-elite players.

Key Findings

  • Carbohydrate+protein produced the largest effect on distance covered (SMD: 2.2, very large) vs placebo.
  • Magnesium creatine chelate reduced sprint time most dramatically (SMD: −3.0, very large effect).
  • Caffeine improved distance, jump height, and agility — the most versatile single supplement tested.
  • Creatine+sodium bicarbonate showed very large agility improvement (SMD: −2.3) and large sprint reduction.
  • Melatonin significantly improved both sprint time (large) and jump height (moderate), suggesting recovery benefits.

Methodology

Bayesian random-effects network meta-analysis of 80 RCTs with 1,425 soccer players comparing 31 supplements vs placebo across 7 performance outcomes. Markov chain Monte Carlo modeling with 50,000 iterations was used; SUCRA values ranked interventions probabilistically. Risk of bias was assessed using the revised Cochrane RoB tool.

Study Limitations

Many supplement nodes relied on few studies, limiting precision of some estimates. Heterogeneity in dosing protocols, player competitive levels, and outcome measurement tools may confound comparisons. Combination supplements were analyzed as single nodes, potentially masking individual ingredient contributions.

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