THE SHORT ANSWER
Repetitions in reserve, or RIR, estimates how many additional repetitions you could complete before task failure. For practical self-guided use, judge additional repetitions of the same movement quality, not repetitions rescued by changing technique. Use the estimate alongside completed reps and setup notes. It is a loading aid, not a precise measurement or a reason to train through pain.
What to take into your next session
- Estimate more repetitions of the same task, not any movement that lifts the weight.
- Treat RIR as approximate and record uncertainty instead of inventing precision.
- Use repeated sessions to guide adjustments; you do not need routine failure tests.
Two left means two more repetitions, not two more seconds of courage
If a set finishes at an estimated two RIR, you believe you could have completed roughly two additional repetitions before the task failed. The original resistance-training RPE scale links ten with zero RIR, nine with one, and eight with two. This is a particular lifting-effort scale; it is not interchangeable with every zero-to-ten scale you may have seen for breathlessness, pain or whole-session difficulty.
For the examples here, define a repetition before starting: the chosen range, position and technique cues stay recognisable. A row with a sudden full-body heave is not the same task as the preceding controlled rows. That practical boundary helps you decide when to stop without turning a set into a test of how creatively you can move the implement. The table is a translation aid, not a prescription to target every row.
| Estimated RIR | Corresponding lifting RPE | Meaning |
|---|---|---|
| 3 | 7 | About three repetitions remain |
| 2 | 8 | About two repetitions remain |
| 1 | 9 | About one repetition remains |
| 0 | 10 | No additional repetition is judged possible |
Evidence & context: Journal of Strength and Conditioning Research [1]
The research does not treat your estimate as a lab instrument
A scoping review and exploratory meta-analysis found considerable variation in people's predictions of repetitions to failure. A later scoping review also identified limitations, including estimating farther from failure and during higher-repetition sets. The sensible takeaway is uncertainty, not that everyone is exactly one repetition wrong. Group-level findings cannot provide a correction factor for your personal squat, row or calf raise.
Do not turn that uncertainty into a demand to prove every estimate by continuing until you fail. You can use an approximate rating to make modest adjustments without knowing its exact error. If you are new, use plain-language notes alongside the number: likely several left, uncertain; or final repetition slowed, position stayed consistent. A qualified instructor can help assess the movement while you develop a vocabulary for what the effort felt like.
Evidence & context: Sports Medicine [2] · Perceptual and Motor Skills [3]
Ask what stopped the set before asking how many were left
A set might stop because the planned repetition target was reached, your grip slipped, the setup shifted or something hurt. Those are different events. Write the reason rather than forcing all of them into a single effort score. An entry reading eight repetitions, grip slipping, RIR unclear gives your next decision more context than eight at two RIR when you never actually judged the target muscles' remaining capacity.
Pain is not a higher RIR or a lower RIR. Stop the exercise when pain or concerning symptoms occur and seek appropriate professional guidance; do not use the scale to negotiate through them. Similarly, an unstable setup should be corrected before continuing. The number only becomes useful after the basic task is clear enough that you can distinguish intended exertion from a problem with performing the movement.
Turn the estimate into one small decision
Suppose an appropriate programme asks for eight to twelve repetitions at roughly two RIR. You complete eight and believe another six would have been comfortable. That suggests the load may be below the intended effort, but it is not a command to make a huge jump. Complete the session according to its adjustment rules, then consider the smallest suitable increase while keeping the lower repetition limit and technique achievable.
Now consider the opposite: you reach eight only by losing position and do not think another repetition was available. Stop rather than forcing the top of the range. Your next set may need a lower load, more appropriate rest or technique help, depending on what actually happened. These fictional scenarios illustrate how to interpret a target; they do not establish an ideal RIR for every exercise or every person.
Rate the set you performed, not the lifter you wish you were
Record the estimate soon after the set, before the next result colours your memory. Use it for that exercise and that exposure. A difficult leg set and a difficult curl can both receive the same number without being identical experiences or carrying identical programming consequences. RIR describes an estimate of remaining repetitions; it does not summarise technique, total workout difficulty or every demand placed on your body.
Keep room for a range. Writing two to three RIR may be more honest than insisting on two. If your programme requires a single entry, choose your best estimate and use the note field for uncertainty. Avoid rewriting previous ratings simply because today's result makes the earlier one look optimistic. The point of the log is to reveal what your judgement was, including where it needs refinement.
Calibrate through comparisons, not ego checks
Choose one familiar exercise and keep its setup, planned rest and repetition target consistent over several exposures. Compare your estimate with the next comparable session. If the same load and repetitions repeatedly feel much easier than you recorded, reconsider how you describe effort. If the task remains inconsistent, fix the setup or get instruction before expecting the number to become magically reliable.
Our suggested routine is a practical logging exercise, not a validated RIR accuracy test. The research includes differing exercises, participants and methods, and cannot certify your estimate from a few diary entries. You can still make progress with an imperfect tool by keeping adjustments proportionate and information honest. What you do not need is a weekly failed squat to earn the right to write a small number beside a set.
Evidence & context: Perceptual and Motor Skills [3]
PUT IT TO WORK
Add one honest effort note
- Choose a familiar exercise already in your programme and confirm its intended repetition quality.
- After each planned set, record repetitions, estimated RIR and what actually ended the set.
- At the next comparable session, use the notes to make only the adjustment your programme calls for.
Sources & context
Research findings describe the people and methods studied. Worked examples and checklists are editorial applications—not tested BYI protocols or a guarantee of results.
- Novel Resistance Training-Specific Rating of Perceived Exertion Scale Measuring Repetitions in Reserve Journal of Strength and Conditioning Research
- Accuracy in Predicting Repetitions to Task Failure in Resistance Exercise: A Scoping Review and Exploratory Meta-analysis Sports Medicine
- Feasibility and Usefulness of Repetitions-In-Reserve Scales for Selecting Exercise Intensity: A Scoping Review Perceptual and Motor Skills
General education for adults 18+, not medical care, rehabilitation or personalized nutrition advice. If you have symptoms, an injury, clinical restrictions or concerns about your suitability, seek qualified support before changing your training.
Our editorial approach, limitations and corrections