Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?

Abstract Introduction In recent years, load-velocity profiles (LVP) have been frequently proposed as a highly reliable and valid alternative to the one-repetition maximum (1RM) for estimating maximal strength and prescribing training loads. However, previous authors commonly report intraclass correl...

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Main Authors: Carl-Maximilian Wagner, Michael Keiner, Sebastian Puschkasch-Möck, Klaus Wirth, Stephan Schiemann, Konstantin Warneke
Format: Article
Language:English
Published: BMC 2025-04-01
Series:BMC Sports Science, Medicine and Rehabilitation
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Online Access:https://doi.org/10.1186/s13102-025-01137-y
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author Carl-Maximilian Wagner
Michael Keiner
Sebastian Puschkasch-Möck
Klaus Wirth
Stephan Schiemann
Konstantin Warneke
author_facet Carl-Maximilian Wagner
Michael Keiner
Sebastian Puschkasch-Möck
Klaus Wirth
Stephan Schiemann
Konstantin Warneke
author_sort Carl-Maximilian Wagner
collection DOAJ
description Abstract Introduction In recent years, load-velocity profiles (LVP) have been frequently proposed as a highly reliable and valid alternative to the one-repetition maximum (1RM) for estimating maximal strength and prescribing training loads. However, previous authors commonly report intraclass correlation coefficients (ICC) while neglecting to calculate the measurement error associated with these values. This is important for practitioners, especially in an elite sports setting, to be able to differentiate between small but significant changes in performance and the error rate. Methods 49 youth elite athletes (17.71±2.07 years) were recruited and performed a 1RM test followed by a load-velocity profiling test using 30%, 50% and 70% of the 1RM in the bench press and bench pull, respectively. Reliability analysis, ICCs and the coefficient of variability, were calculated and supplemented by an agreement analysis including the mean absolute error (MAE) and mean absolute percentage error (MAPE) to provide the resulting measurement error. Furthermore, validity analyses between the measured 1RM and different calculation models to estimate 1RM were performed. Results Reliability values were in accordance with current literature (ICC = 0.79–0.99, coefficient of variance [CV] = 1.86–9.32%), however, were accompanied by a random error (mean absolute error [MAE]: 0.05–0.64 m/s, mean absolute percentage error [MAPE]: 2.7–9.5%) arising from test-retest measurement. Strength estimation via the velocity-profile overestimated the bench pull 1RM (limits of agreement [LOA]: -9.73 – -16.72 kg, MAE: 9.80–17.03 kg, MAPE 16.9–29.7%), while the bench press 1RM was underestimated (LOA: 3.34–6.37 kg, MAE: 3.74–7.84 kg, MAPE: 7.5–13.4%); dependent on used calculation model. Discussion Considering the observed measurement error associated with LVP-based methods, it can be posited that their utility as a programming strategy is limited. The lack of accuracy required to discriminate between small but significant changes in performance and error, coupled with the potential risks of under- and overestimating 1RM, can result in insufficient stimulus or increased injury risk, respectively. This further diminishes the practicality of these methods, particularly in elite sports settings.
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spelling doaj-art-7b165223206c4f219fa9d08cd3beb6832025-08-20T01:47:29ZengBMCBMC Sports Science, Medicine and Rehabilitation2052-18472025-04-0117111110.1186/s13102-025-01137-yCan the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?Carl-Maximilian Wagner0Michael Keiner1Sebastian Puschkasch-Möck2Klaus Wirth3Stephan Schiemann4Konstantin Warneke5Institute of Exercise, Sport and Health, Leuphana University LüneburgDepartment for Training Science, German University of Health and SportDepartment of Exercise Science, Olympic Training and Testing Center of HessenUniversity of Applied Sciences Wiener NeustadtInstitute of Exercise, Sport and Health, Leuphana University LüneburgDepartment for Human Movement Science and Exercise Physiology, Friedrich Schiller University JenaAbstract Introduction In recent years, load-velocity profiles (LVP) have been frequently proposed as a highly reliable and valid alternative to the one-repetition maximum (1RM) for estimating maximal strength and prescribing training loads. However, previous authors commonly report intraclass correlation coefficients (ICC) while neglecting to calculate the measurement error associated with these values. This is important for practitioners, especially in an elite sports setting, to be able to differentiate between small but significant changes in performance and the error rate. Methods 49 youth elite athletes (17.71±2.07 years) were recruited and performed a 1RM test followed by a load-velocity profiling test using 30%, 50% and 70% of the 1RM in the bench press and bench pull, respectively. Reliability analysis, ICCs and the coefficient of variability, were calculated and supplemented by an agreement analysis including the mean absolute error (MAE) and mean absolute percentage error (MAPE) to provide the resulting measurement error. Furthermore, validity analyses between the measured 1RM and different calculation models to estimate 1RM were performed. Results Reliability values were in accordance with current literature (ICC = 0.79–0.99, coefficient of variance [CV] = 1.86–9.32%), however, were accompanied by a random error (mean absolute error [MAE]: 0.05–0.64 m/s, mean absolute percentage error [MAPE]: 2.7–9.5%) arising from test-retest measurement. Strength estimation via the velocity-profile overestimated the bench pull 1RM (limits of agreement [LOA]: -9.73 – -16.72 kg, MAE: 9.80–17.03 kg, MAPE 16.9–29.7%), while the bench press 1RM was underestimated (LOA: 3.34–6.37 kg, MAE: 3.74–7.84 kg, MAPE: 7.5–13.4%); dependent on used calculation model. Discussion Considering the observed measurement error associated with LVP-based methods, it can be posited that their utility as a programming strategy is limited. The lack of accuracy required to discriminate between small but significant changes in performance and error, coupled with the potential risks of under- and overestimating 1RM, can result in insufficient stimulus or increased injury risk, respectively. This further diminishes the practicality of these methods, particularly in elite sports settings.https://doi.org/10.1186/s13102-025-01137-yMaximum strengthElite athletesPredictionReliabilityMeasurement
spellingShingle Carl-Maximilian Wagner
Michael Keiner
Sebastian Puschkasch-Möck
Klaus Wirth
Stephan Schiemann
Konstantin Warneke
Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
BMC Sports Science, Medicine and Rehabilitation
Maximum strength
Elite athletes
Prediction
Reliability
Measurement
title Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
title_full Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
title_fullStr Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
title_full_unstemmed Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
title_short Can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross-country ski and biathlon athletes?
title_sort can the velocity profile in the bench press and the bench pull sufficiently estimate the one repetition maximum in youth elite cross country ski and biathlon athletes
topic Maximum strength
Elite athletes
Prediction
Reliability
Measurement
url https://doi.org/10.1186/s13102-025-01137-y
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