# Load–Velocity Relationship and 1RM Estimation of the Free-Weight Squat in Untrained Early-Adolescent Females

**Authors:** Irene Sevilla-Arrabal, Diego A. Alonso-Aubin, Amador García-Ramos, Javier Courel-Ibáñez

PMC · DOI: 10.3390/sports14020064 · Sports · 2026-02-05

## TL;DR

This study finds that velocity-based training can accurately estimate strength in untrained young girls when using an individualized velocity threshold.

## Contribution

The study introduces an individualized velocity threshold for accurate 1RM estimation in untrained early-adolescent females.

## Key findings

- The load–velocity relationship in untrained early-adolescent females is highly linear (R2 ≈ 0.996).
- Using an individualized optimal velocity threshold improves 1RM estimation accuracy compared to standard thresholds.

## Abstract

Background: Velocity-based training (VBT) is used to estimate maximal strength and prescribe resistance-training loads, but evidence in untrained youth, especially early-adolescent females, is limited. In untrained early-adolescent females performing free-weight back squats, (1) the load–velocity relationship (LVR) is comparable to adult samples, albeit with greater between-subject variability, and (2) one-repetition maximum (1RM) estimates are affected by the minimum velocity threshold (MVT) anchor. Methods: Thirty-four untrained females (10–14 years) completed two progressive loading tests followed by actual 1RM attempts. Mean propulsive velocity (MPV) was recorded to model LVRs. Three MVTs were considered: (a) Actual (from Test 1), (b) General (0.30 m·s−1), and (c) Optimal (individualized to minimize prediction error in Test 1). LVR-based 1RM estimates from Multi-point and Two-point approaches were generated in Test 2 using each MVT and compared with the actual 1RM. Results: MPV decreased near-linearly with load (median R2 ≈ 0.996), from 1.00 ± 0.19 m·s−1 at ~40%1RM to 0.30 ± 0.05 m·s−1 at 100%1RM. Across MVTs, Two- and Multi-point models showed similar 1RM accuracy (≤~0.7% difference; p > 0.35). Actual and General MVTs overestimated 1RM (+5.1 kg; p < 0.001), whereas an individualized Optimal MVT (~0.38 m·s−1) removed bias (+0.6 kg; p = 0.52) and reduced error (p ≈ 0.03). Conclusions: In untrained early-adolescent females, the back-squat LVR is highly linear, and 1RM estimation accuracy hinges on the MVT anchor. A streamlined Two-point LVR paired with an individualized Optimal MVT provides an efficient, accurate workflow for youth strength assessment.

## Full-text entities

- **Diseases:** injury (MESH:D014947), fatigue (MESH:D005221)
- **Chemicals:** caffeine (MESH:D002110)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

26 references — full list in the complete paper: https://tomesphere.com/paper/PMC12944617/full.md

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Source: https://tomesphere.com/paper/PMC12944617