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Objective Accuracy in Estimating Repetitions in Reserve in the Back Squat: An Analysis between Experienced vs. Novice
Felipe Andrés Bermúdez Droguett1, Raúl Ricardo Festa2, Naomy Alexandra Telchi Quintana3
1Motion Human Performance Laboratory, Santiago, Chile.
Journal of Human Kinetics
|May 29, 2026
Summary
Resistance training experience does not impact the accuracy of estimating repetitions in reserve (RIR) during back squats. Objective measures like mean propulsive velocity (MPV) and rating of perceived exertion (RPE) support these findings.
Area of Science:
- Sports Science
- Exercise Physiology
- Biomechanics
Background:
- Accurately estimating repetitions in reserve (RIR) is crucial for effective resistance training programming.
- Previous research has not definitively established whether resistance training (RT) experience influences RIR estimation accuracy.
Purpose of the Study:
- To objectively compare the accuracy of RIR estimation in the back squat between experienced and novice RT individuals.
- To investigate the role of mean propulsive velocity (MPV) and rating of perceived exertion (RPE) in objectifying RIR estimates.
Main Methods:
- Sixteen participants were divided into experienced (≥18 months RT) and novice (<18 months RT) groups.
- Participants performed back squats to failure, RIR3, and RIR1 at 70% of 1RM.
- MPV and RPE were measured to objectively assess RIR accuracy.
Main Results:
- No significant differences in RIR estimation accuracy were found between experienced and novice groups for RIR3 and RIR1.
- No significant differences were observed in MPV, velocity loss, RPE, or total repetitions between groups.
- Objective measures (MPV, RPE) did not reveal differences in RIR estimation accuracy based on RT experience.
Conclusions:
- RT experience does not appear to influence the accuracy of estimating RIR in the back squat.
- Familiarity with high-effort training may be more critical for accurate RIR estimation than years of RT experience alone.

