Lesson

RPE and RIR

If you could turn your effort into a number, programmes could speak to you far more precisely. That is exactly what this lesson teaches: the 0–10 perceived exertion scale, RPE, and the “how many reps in reserve” measure, RIR.

Foundation · 12 min

In this lesson you will learn

  • Define the RPE scale (0–10) and know its main steps
  • Define RIR and estimate it at the end of a set
  • Establish the relationship between RPE and RIR
  • Explain why these scales adapt so well to daily fluctuations in form

RPE: grading your effort

RPE (rating of perceived exertion) is a scale on which you score how hard an effort feels to you, from 0 to 10. This programme uses the 0–10 version: 0 is complete rest; 2–3 is light effort, easy chatting; 4–6 is moderate effort — you can talk but not sing; 7–8 is hard, only a few words at a time; 9 is very hard, close to the limit; 10 is the most you could possibly do at that moment. The scale is subjective, and that is not a flaw: what it measures is precisely your own effort on the day. You may have noticed that the talk test from the first module is a rough shortcut for this scale. Hesitating between scores in your first attempts is natural; the “seven or eight?” debate rarely matters — what matters is scoring consistently with yourself.

RIR: how many reps in reserve?

RIR (reps in reserve) is a highly practical measure developed for strength sets: at the moment you end a set, how many more repetitions could you have done with proper technique? If the answer is “two more”, the set ended at 2 RIR; if “not one more would have come”, you were at 0 RIR. RIR estimates are rough at first, and that is normal; with a few weeks of experience they become markedly accurate. When a programme says “leave 2 RIR on the last set”, it is asking exactly this: end the set before exhaustion, with two reps in the tank. In the first weeks, make your estimate the moment the set ends, while the feeling is fresh; a few minutes later, memory tends to shrink the effort below what it was.

Two scales, one language

In strength work, RPE and RIR are two faces of the same fact, and they map roughly like this: RPE 10 means 0 RIR (nothing in reserve); RPE 9 about 1 RIR; RPE 8 about 2 RIR; RPE 7 about 3 RIR. The zone most often recommended for beginners is RPE 7–8 — that is, around 2–3 RIR: a clear challenge, with technique intact and a reserve in hand. This zone is the numerical form of the definition you met in the choosing resistance lesson: a clear challenge without form breakdown.

Why feel, and not a fixed weight?

The answer to “why doesn't the programme just print a weight?” is that the body is not a fixed machine. After a sleepless night or a heavy work day, the same dumbbell feels heavier; on a good day, lighter. A fixed weight target cannot see that fluctuation; RPE and RIR adjust automatically: if the target is “2 RIR”, that may mean fewer reps on a tired day and more on a good one. You neither force yourself on a bad day nor hold yourself back on a good one. The numbers are tools; the real skill is reading your own effort honestly, and that skill grows with every session. In time the reading becomes so natural that you barely think of the numbers at all; the scales are scaffolding, used until intuition settles in.

Common mistake: taking every set to RPE 10

Driving every set to 0 RIR — total exhaustion — in the belief that “real training means emptying the tank” is unproductive and risky for a beginner: technique collapses in the final reps, recovery stretches out, and the next session suffers. Research practice and coaching experience point the same way: sets ended a few reps short of failure deliver similar progress in the beginner phase at far less wear. Leaving reps in reserve is not laziness; it is strategy.

Today's small practice

Do a single set of one movement today — squats or wall push-ups work well. End the set at a point where you feel challenged but not emptied. Then write down two estimates: your RPE score for the set (0–10) and your RIR estimate. Finally, check them against each other: are the two consistent? (If you wrote RPE 8 and 5 RIR, one of them is off.) This small consistency check builds your scale literacy fast.

Summary

  • RPE is a subjective scale scoring effort from 0 to 10
  • RIR is the number of reps you could still have done with proper technique when the set ended
  • Rough mapping: RPE 10 ≈ 0 RIR, RPE 8 ≈ 2 RIR, RPE 7 ≈ 3 RIR
  • The zone most often recommended for beginners is RPE 7–8, around 2–3 RIR
  • Feel-based scales adapt by themselves to daily fluctuations in form

Check your understanding

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First published: 2026-08-12Last reviewed: 2026-08-12Editorial status: working editionReport an error