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7 sources: 3 meta-analyses, 1 randomised controlled trial, 3 systematic reviews
Physical · Concept

Proximity to Failure (Reps in Reserve)

Effort, tempo and rest fine-tune results for advanced trainees but are second-order next to load, volume and effort; reaching near failure matters more than reaching absolute failure.

Before you start

Individual response varies; those with medical conditions should consult a professional before intensive training.

When to seek a professional
  • Persistent pain or symptoms that do not resolve with rest
  • Exertional chest pain, dizziness or breathlessness
For most adultsExperiencedNew to this
What the evidence says
What the sources say

The sources are a randomised trial, meta-analyses and systematic reviews of effort, tempo, velocity loss and rest. Proximity to failure: Nóbrega 2018 (randomised trial) concludes that high-intensity (80% 1RM) and low-intensity (30% 1RM) training performed to volitional interruption are equally effective as training to muscle failure for strength, muscle cross-sectional area and pennation angle, with strength improving 15.8% to 33.6% over 12 weeks; Russo 2025 (systematic review) suggests that the accuracy of the reps-in-reserve scale is enhanced closer to failure and at higher loads. Tempo: Davies 2017 (meta-analysis) suggests that fast and moderate-slow training are both effective for dynamic strength, with a trend toward fast training at moderate intensities (ES 0.31, p = 0.06); Ersöz 2023 (systematic review) suggests that tempo may affect maximal strength and power, and reports the effect as not conclusively determined. Velocity loss: Andersen 2021 (meta-analysis) reports low and high velocity-loss thresholds both effective for strength and muscle thickness. Rest: Grgic 2017 (systematic review) concludes that robust strength gains can be achieved even with short rest intervals, with trained individuals possibly benefiting from intervals over 2 minutes; Santana 2024 (meta-analysis) reports that longer rest seems better for maintaining training volume, with no consensus across training objectives.

Common misconceptions
  • (myth: Every set must go to complete failure to work.) CORRECTION: Training to volitional interruption rather than momentary failure produced similar strength and hypertrophy gains; reaching near failure appears to matter more than reaching absolute failure.
What we won't claim
  • Does not diagnose, treat, or cure any disease or injury
  • Not a substitute for individualized medical or physical-therapy advice
  • Results vary between individuals; no guaranteed outcome
7 sources: 3 meta-analyses, 1 randomised controlled trial, 3 systematic reviews
Agreement
The review summary this entry was written from does not say whether its sources agree at this claim. Direction recorded for 2 of 7 sources; not yet recorded for the rest. A review summary is the written synthesis this entry was first built from; it is not one of the sources counted here.
The claim's outcome
Outcome not yet recorded
Certainty
No source states a certainty rating.
What each source measured and concluded (7)
randomised controlled trial · 2018
Nóbrega et al. (2018) — Effect of Resistance Training to Muscle Failure vs. Volitional Interruption at High- and Low-Intensities on Muscle Mass and Strength
What it measured
Muscle strength via 1RM test, muscle cross-sectional area (CSA) via ultrasound, pennation angle (PA) via ultrasound, muscle activation via electromyography (EMG).
How it measured it
Muscle strength: validated 1RM test on a knee extension machine; CSA and PA: validated ultrasound; Muscle activation: validated EMG.
Direction it states for the claim's outcome
Improved
How it was read
read in full text
systematic review · 2025
Russo et al. (2025) — Factors influencing the accuracy of the repetition in reserve scale in resistance training: a systematic review
What it measured
Accuracy of the Repetitions in Reserve (RIR) scale
How it measured it
RIR scale itself (no specific validated tool mentioned)
Direction it states for the claim's outcome
Improved
How it was read
read in full text
meta-analysis · 2017
Davies et al. (2017) — Effect of Movement Velocity During Resistance Training on Dynamic Muscular Strength: A Systematic Review and Meta-Analysis
What it measured
Dynamic muscular strength via 1 RM test.
How it measured it
Validated 1 RM test.
How it was read
read in full text
What the review says it includes
meta-analysis, systematic review
Studies and participants, as stated
N = 509 participants across 15 studies
systematic review · 2023
Ersöz (2023) — Effect of Repetition Duration During Resistance Training on Muscular Performance: A Systematic Review
What it measured
Muscle hypertrophy, maximal strength, muscular power, and muscular endurance.
How it measured it
Direct and indirect measures such as MRI, ultrasound, muscle biopsy, DXA, and air displacement plethysmography.
How it was read
read in full text
meta-analysis · 2021
Andersen et al. (2021) — Resistance Training With Different Velocity Loss Thresholds Induce Similar Changes in Strength and Hypertrophy
What it measured
Maximal strength via 1RM, maximal voluntary contraction (MVC), rate of force development, average velocity, power output, muscle thickness, pennation angle, and fascicle length.
How it measured it
Laboratory tests (unilateral leg press) and ultrasound imaging; validated methods.
How it was read
read in full text
What the review says it includes
systematic review with meta-analysis
Studies and participants, as stated
Enrolled: N = 10; Analyzed: N = 10
systematic review · 2017
Grgic et al. (2017) — Effects of Rest Interval Duration in Resistance Training on Measures of Muscular Strength: A Systematic Review
What it measured
Muscular strength via 1 RM test.
How it measured it
Validated 1 RM test.
How it was read
read in full text
What the review says it includes
systematic review
Studies and participants, as stated
N = 491 participants across 23 studies
meta-analysis · 2024
Santana et al. (2024) — RECOVERY BETWEEN SETS IN STRENGTH TRAINING: SYSTEMATIC REVIEW AND META-ANALYSIS
What it measured
Number of repetitions performed during strength training exercises (training volume).
How it measured it
Observational data from included studies.
How it was read
read in full text
What the review says it includes
systematic review and meta-analysis
Studies and participants, as stated
N = not reported participants across 5 studies
Key sources (7)

Every source below is shown with its study design and links to the original study. This is the audit trail.

randomised controlled trialEffect of Resistance Training to Muscle Failure vs. Volitional Interruption at High- and Low-Intensities on Muscle Mass and StrengthS. Nóbrega, C. Ugrinowitsch, Lucas Pintanel, Cintia Barcelos, C. Libardi (2018) · Journal of Strength and Conditioning Research · 10.1519/jsc.0000000000001787 · full text
systematic reviewFactors influencing the accuracy of the repetition in reserve scale in resistance training: a systematic reviewFilipe Russo, Priscila Marconcin, Diana Gomes, M. Peralta, F. Flôres, Nuno Casanova (2025) · Physical Therapy Reviews · 10.1080/10833196.2025.2564026 · full text
meta-analysisEffect of Movement Velocity During Resistance Training on Dynamic Muscular Strength: A Systematic Review and Meta-AnalysisT. Davies, Kenny Kuang, R. Orr, M. Halaki, D. Hackett (2017) · Sports Medicine · 10.1007/s40279-017-0676-4 · full text
systematic reviewEffect of Repetition Duration During Resistance Training on Muscular Performance: A Systematic ReviewYasin Ersöz (2023) · International Journal of Disabilities Sports & Health Sciences · 10.33438/ijdshs.1323722 · full text
meta-analysisResistance Training With Different Velocity Loss Thresholds Induce Similar Changes in Strength and HypertrophyV. Andersen, G. Paulsen, N. Stien, Martin Baarholm, O. Seynnes, A. Saeterbakken (2021) · Journal of Strength and Conditioning Research · 10.1519/jsc.0000000000004067 · full text
systematic reviewEffects of Rest Interval Duration in Resistance Training on Measures of Muscular Strength: A Systematic ReviewJ. Grgic, B. Schoenfeld, Mislav Skrepnik, T. Davies, P. Mikulic (2017) · Sports Medicine · 10.1007/s40279-017-0788-x · full text
meta-analysisRECOVERY BETWEEN SETS IN STRENGTH TRAINING: SYSTEMATIC REVIEW AND META-ANALYSISW. Santana, D. Bocalini, G. A. João, É. Caperuto, Iago Portolani de Araujo, Aylton José Figueira Júnior (2024) · Revista Brasileira de Medicina do Esporte · 10.1590/1517-8692202430012021_0037i · full text
Explore all 778 studies in Strength Training →
The full evidence base this focus area draws on, every study with its design and DOI.
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Proximity to Failure (Reps in Reserve)