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RIR / RPE Training Load Calculator

Autoregulate your training: enter an estimated 1RM, target reps and reps in reserve (RIR) to get the percentage of 1RM and the working weight for the day.

Calculator
Weight
Example scenarios

Results

Percentage of 1RM
81.1%
5 reps + 2 RIR = 7 effective reps
Recommended working weight
97.3 kg
Approx. RPE 8
RPE 10 (0 RIR)85.7%
RPE 9 (1 RIR)83.3%
RPE 8 (2 RIR)81.1%
RPE 7 (3 RIR)79%
RPE 6 (4 RIR)76.9%

RPE to RIR conversion

RPERIRMeaning
100Max effort, no reps left
91Very hard, one rep left
82Challenging, two reps left
73Moderate, three reps left
64+Light, four or more reps left

How it works & limitations

How the load is derived

This calculator treats 'target reps + RIR' as the effective rep max and applies the Epley relationship in reverse: %1RM = 100 / (1 + 0.0333 x effective reps). For example, 5 reps with 2 RIR behaves like a 7-rep max, about 81% of 1RM.

Using RIR in practice

RIR autoregulates training to daily readiness: on a good day the same RPE is heavier, on a fatigued day it is lighter. Keep the RPE scale consistent, and treat percentages as a starting point - bar speed and feel refine the final load.

Sources

Last updated 2026-08-13

  1. Epley, B. (1985). Poundage chart. Boyd Epley Workout, Lincoln, NE.
  2. Helms, E. R., Cronin, J., Storey, A., & Zourdos, M. C. (2016). Application of the repetitions in reserve-based rating of perceived exertion scale for resistance training. Sports Medicine, 46(4), 513-524.

An estimate for autoregulated training. The RPE/RIR scale requires honest effort perception; a spotter or video review helps calibrate it.

FAQ

Frequently asked questions

What is RIR (reps in reserve)?

RIR is how many more clean reps you could have performed at the end of a set. RPE 10 means 0 RIR (failure), RPE 9 means about 1 RIR, RPE 8 means about 2 RIR. Using RIR lets the day's readiness set the load instead of a fixed percentage.

How is the percentage calculated?

This calculator treats 'reps performed + RIR' as the effective rep max and applies the Epley relationship in reverse: %1RM = 100 / (1 + 0.0333 x effective reps). It is an estimate, so adjust from bar speed and feel.

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