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Resource Center > Blog > Training > how-to-use-rpe-and-rir-to-autoregulate-client-training
Strength Training, Performance
How to Use RPE & RIR to Autoregulate Client Training
Learn how to use RPE (Rate of Perceived Exertion) and RIR (Reps in Reserve) to autoregulate personal training programs. Evidence-based approach for adaptive programming.
Percentage-based programming—prescribing loads as a percentage of a client's one-rep max—assumes the client's performance capacity is the same each day as it was the day you tested their max. It isn't. Sleep, stress, nutrition, hydration, and accumulated fatigue all affect performance readiness. Autoregulation (adjusting training load in real time based on how the client is actually performing) is a more responsive and often more effective approach, particularly for intermediate and advanced clients. RPE and RIR are practical tools that make autoregulation possible.
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Brian Sutton

NASM-CPT, CES, PES, NASM Master Instructor

https://www.nasm.org/resource-center/blog/authors/brian-sutton
Published September 7, 2026 - Updated June 26, 2026 | 5 min read

What Is RPE?

Rate of Perceived Exertion (RPE) is a subjective scale for quantifying exercise intensity. The original Borg scale runs from 6 to 20 (tracking approximate heart rate in tens). The modified Borg scale runs 0 to 10 and is more commonly used in strength training contexts.

In personal training, a 10-point RPE scale where 10 = maximal effort (couldn't do another rep) and 1 = minimal effort is the most practical format.

RPE is self-reported, meaning the client evaluates their own effort level. This subjectivity is a limitation early in the coaching relationship because clients often underreport or over-report. But it becomes a reliable and precise tool as clients develop body awareness through consistent coaching.

What Is RIR?

Reps in Reserve (RIR) is a related but more concrete autoregulation tool. It quantifies how many additional reps the client could have completed at the end of a set before reaching technical failure. An RIR of 2 means the client could have done 2 more reps. An RIR of 0 means they were at technical failure.

RIR is often more intuitive for clients than RPE because it's anchored to a concrete behavioral reference ("how many more reps could you have done?") rather than a subjective intensity rating.

The relationship between RIR and RPE is approximately:

RIR 4+ ≈ RPE 6; RIR 3 ≈ RPE 7; RIR 2 ≈ RPE 8; RIR 1 ≈ RPE 9; RIR 0 ≈ RPE 10.

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Why Autoregulation Produces Better Outcomes

On a day when a client is well-rested, well-fueled, and mentally focused, percentage-based programming may leave them under-challenged. This means the load that was appropriate based on last week's performance is now below their actual capacity.

Whereas, on a day when they're sleep-deprived, stressed, or coming off a hard previous session, the same prescribed load may be beyond their recovery-adjusted capacity and increase injury risk.

Autoregulation solves both problems. On good days, the client works harder; on a hard day, the client works appropriately. Both outcomes serve long-term progress better than rigid percentage adherence.

How to Implement RPE and RIR With Clients

Start by calibrating the scale through shared experience. Have the client perform a set to near-failure and then ask: "How many more reps do you think you could have done?" This grounds their RIR sense in a real experience. Over several sessions, their self-reporting becomes increasingly calibrated.

Program using RIR targets rather than (or in addition to) specific load. For example, 3 sets of 8 reps at RIR 2 tell the client to choose a load where they could do 10 reps but stop at 8.

This ensures they're working at the right intensity for the phase goal—not under-loading because they guessed low, not over-loading because they guessed high.

Autoregulation Across Training Phases

RPE/RIR targets should shift with training phase goals:

  1. Stabilization phase (NASM OPT Phase 1): RIR 3 to 5. Emphasis on movement quality, not intensity.
  2. Strength endurance phase: RIR 2 to 3. Moderate intensity, higher volume.
  3. Hypertrophy phase: RIR 1 to 2. Closer to failure to maximize hypertrophic stimulus.
  4. Maximal strength phase: RIR 1 to 2, with some true failure sets.
  5. Power phase: RPE-based approach less applicable. Power training emphasizes bar speed over subjective effort.

RPE & RIR Training: The Bottom Line for Smarter Programming

Use RPE and RIR to deliver more precise, personalized strength training that adapts to real-time performance. This approach helps clients train at the right intensity every session—driving better results with less guesswork.

RPE and RIR turn rigid programming into a responsive, autoregulated system that adjusts to daily readiness, improving strength gains, recovery, and long-term progress. For intermediate and advanced clients, this method consistently outperforms fixed percentage-based models.

Build your coaching edge with advanced programming strategies through the National Academy of Sports Medicine (NASM) Performance Enhancement Specialization (PES).

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RPE, RIR & Autoregulation Training Frequently Asked Questions

If you have any additional questions about this course, check out the NASM FAQ page or contact us today at 800-460-6276!

What is RPE in strength training?

RPE (Rate of Perceived Exertion) is a 1 to 10 scale that measures training intensity based on perceived effort. In strength training, RPE 10 = no reps left, RPE 8 = ~2 reps left, and RPE 6 = ~4 reps left. It helps align load selection with a client’s daily performance capacity.

What is RIR and how is it used?

RIR (Reps in Reserve) measures how many reps a client could still perform before technical failure. For example, RIR 2 = 2 reps left in the tank. Many clients find RIR more intuitive, and it’s a highly effective tool for training autoregulation and intensity control.

Should beginners use RPE or RIR?

RPE and RIR require body awareness and experience to be used accurately. Beginners often misjudge effort. Introduce these tools alongside rep ranges or percentage-based programming while gradually improving their ability to self-assess.

How does autoregulation improve training results?

Autoregulation adjusts training intensity based on real-time readiness, allowing clients to push harder on strong days and scale back when needed. This results in more consistent progress, reduced risk of overtraining, and better long-term adaptation compared to rigid programming.

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Brian Sutton
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