Glossary

Reps in Reserve (RIR)

Written by the GymStreak coaching teamUpdated

Definition

Reps in reserve (RIR) is the number of extra good reps you could have done when you ended a set. 0 RIR means you reached failure; 2 RIR means you stopped with about two reps left.

01 / RIR chart

RIR chart (and how it matches RPE)

RIR is the basis of the lifting RPE scale, so the two convert directly: take the RIR away from 10 to get the RPE.

RPEReps in reserveWhat it feels like
100Maximal effort: no more reps possible
9.50No more reps, but you could have used slightly more weight
91One more rep possible
8.51–2One, maybe two more reps
82Two more reps possible
7.52–3Two, maybe three more reps
73Three more reps possible
5–64–6Moderate effort
3–4—Light effort
1–2—Little to no effort

Source: Zourdos MC, Klemp A, Dolan C, et al. Novel resistance training-specific rating of perceived exertion scale measuring repetitions in reserve. J Strength Cond Res. 2016;30(1):267-275.

02 / How many

How many reps in reserve should you leave?

  • For most working sets, 1–3 RIR. A 2023 meta-analysis found only a trivial difference in muscle growth between sets taken to failure and sets stopped short of it, and a 2024 meta-regression found strength gains were similar across a wide range of RIR.
  • For muscle growth, closer is a little better. The same 2024 analysis found muscle growth increased as sets ended closer to failure, so 0–2 RIR on the last set of an exercise is reasonable if your form holds.
  • Beginners: 2–3 RIR while learning a lift. Technique matters more than squeezing out the last rep.
  • Keep more in reserve on heavy, complex lifts (squats, deadlifts, bench press without a spotter) and less on machines and small isolation exercises, where a missed rep is safe.

03 / Estimating

How to estimate your RIR

  • Ask straight after the set: “With the same form, how many more could I have done?” Round to the nearest whole rep.
  • Expect to guess low at first. A 2017 study found most trainees underpredict how many reps they have left, and get more accurate with experience.
  • Calibrate now and then: on a safe exercise (a machine, or a set with a spotter), keep going to the last good rep and compare that with your guess.
  • Your speed is a clue: when reps slow down sharply, you are usually within 1–3 reps of failure.

04 / FAQ

Frequently asked questions

What does 2 RIR mean?

2 RIR means you stopped the set when you could still have done about two more good reps. It is the same as RPE 8.

Is training to failure better than leaving reps in reserve?

Not by much. A 2023 meta-analysis found only a trivial advantage for failure training on muscle growth, and failure sets cost more fatigue. Most sets at 1–3 RIR, with the occasional set closer to failure on safe exercises, is a practical middle ground. More in our post on training to failure.

How many reps in reserve for strength?

Strength gains seem similar across a wide range of RIR, so heavy strength work is usually done at 1–3 RIR, leaving more in reserve on the heaviest, most technical lifts.

What is the difference between RIR and RPE?

RIR counts the reps you had left; RPE rates the effort on a 1–10 scale. On the lifting scale, RPE = 10 − RIR. See RPE.

Sources

  1. Zourdos MC, Klemp A, Dolan C, et al. Novel resistance training-specific rating of perceived exertion scale measuring repetitions in reserve. J Strength Cond Res. 2016;30(1):267-275.
  2. Helms ER, Cronin J, Storey A, Zourdos MC. Application of the repetitions in reserve-based rating of perceived exertion scale for resistance training. Strength Cond J. 2016;38(4):42-49.
  3. Refalo MC, Helms ER, Trexler ET, Hamilton DL, Fyfe JJ. Influence of resistance training proximity-to-failure on skeletal muscle hypertrophy: a systematic review with meta-analysis. Sports Med. 2023;53(3):649-665.
  4. Robinson ZP, Pelland JC, Remmert JF, et al. Exploring the dose-response relationship between estimated resistance training proximity to failure, strength gain, and muscle hypertrophy: a series of meta-regressions. Sports Med. 2024;54(9):2209-2231.
  5. Steele J, Endres A, Fisher J, Gentil P, Giessing J. Ability to predict repetitions to momentary failure is not perfectly accurate, though improves with resistance training experience. PeerJ. 2017;5:e4105.

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