Glossary

RPE: Rating of Perceived Exertion

Written by the GymStreak coaching teamUpdated

Definition

RPE (rating of perceived exertion) is a score for how hard an effort feels. In strength training it is a 1–10 scale where 10 means you couldn’t have done another rep, and each point below 10 is roughly one more rep you had left, so RPE 8 means about 2 reps in reserve.

01 / RPE chart

The RPE chart for lifting

The lifting version of RPE ties each score to reps in reserve (RIR): how many more good reps you could have done when you stopped the set. It was published by Zourdos and colleagues in 2016 and is the scale most lifting apps and coaches use.

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 / In practice

How to use RPE in your training

  • Read a prescription like this: “3 × 8 @ RPE 8” means three sets of eight reps with a weight that leaves about two reps in the tank on each set.
  • Most working sets land around RPE 7–9 (1–3 reps in reserve). That is hard enough to build strength and muscle while keeping form and recovery in check.
  • Warm-up sets are RPE 5 or below.
  • Let the weight move with the day. RPE is a form of autoregulation: on a good day, RPE 8 may be heavier than last week; on a bad day, lighter. The effort stays the same.
  • Rate the set straight after you finish it, and base the score on the reps you could have done with the same form, not on how out of breath you are.

03 / Accuracy

How accurate is RPE?

It gets better with practice. In the 2016 study that introduced the lifting scale, experienced squatters rated their efforts differently from novices at the same loads, and a 2017 study found that most people underestimate how many reps they have left, with accuracy improving as they gain experience.

If you are new to lifting, treat your RPE as a rough guide: aim a little lower (RPE 7, about 3 reps in reserve) and now and then check yourself with a set taken to the last good rep on a safe exercise, such as a machine.

04 / Cardio

RPE for cardio: the Borg scales

For endurance exercise, RPE usually means one of Gunnar Borg’s scales: the original 6–20 scale (6 is no exertion at all, 20 is maximal) or the 0–10 category-ratio (CR10) scale. These rate whole-body effort, including breathing, rather than reps left in a set, so a lifting RPE 8 and a running RPE 8 are not the same thing.

05 / FAQ

Frequently asked questions

What does RPE mean in the gym?

RPE stands for rating of perceived exertion. In the gym it is usually a 1–10 score for how hard a set was, where 10 is a set you couldn’t have done another rep of.

What does RPE 8 mean?

RPE 8 means you finished the set with about 2 more good reps left in you (2 reps in reserve).

What RPE should I train at to build muscle?

Most working sets at RPE 7–9 (1–3 reps in reserve) is a sensible target. A 2024 meta-regression found muscle growth increased as sets finished closer to failure, while strength gains were similar across a wide range, so the last set of an exercise can go a little higher if your form holds.

Is RPE the same as RIR?

They describe the same thing from opposite ends: RPE 10 = 0 reps in reserve, RPE 9 = 1, RPE 8 = 2, and so on. See reps in reserve.

Should beginners use RPE?

Yes, as a guide. Beginners tend to underestimate how many reps they have left, so start around RPE 7 (about 3 reps in reserve) and focus on adding reps or weight week to week.

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. 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.
  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. Borg GA. Psychophysical bases of perceived exertion. Med Sci Sports Exerc. 1982;14(5):377-381.

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