open access

Journal of Sport Medicine, Science and Rehabilitation

Load Distribution across Preseason, In-Season, and Postseason in NCAA Women's Soccer: A Longitudinal Analysis of Heart Rate and GPS Metrics
Research Article - Volume: 1, Issue: 1, 2026 (September)

Victor Romano1*, Duncan S. Romano2  Jennifer Austin McCrae3

1,3Department of Health Sciences, Rocky Mountain University of Health Sciences, Provo, USA
2A.L. Brown High School, Kannapolis, USA

*Correspondence to:  Victor Romano, Department of Health Sciences, Rocky Mountain University of Health Sciences, Provo, USA. E-Mail:

Received: August 19, 2026;  Manuscript No: JSMR-26-3898;  Editor Assigned: August 21, 2026;  PreQc No: JSMR-26-3898(PQ);  Reviewed: August 26, 2026;  Revised: August 27, 2026;  Manuscript No: JSMR-26-3898(R);  Published: September 22, 2026

ABSTRACT

Background

Limited research has integrated these measures to evaluate seasonal workload distribution in NCAA women's soccer. This study examined the distribution of internal and external training load across the preseason, in-season, and postseason phases of NCAA Division II women's soccer.

Methods

A retrospective longitudinal analysis was conducted using FirstBeat heart rate and GPS monitoring data collected from NCAA Division II women's soccer athletes during the 2023 and 2024 seasons. Internal load was quantified using TRIMP, average heart rate (%HRmax), and time spent >85%HRmax. External load was assessed through GPS-derived distance and work rate. Sessions were categorized as preseason, in-season, or postseason.

Results

Preseason had the highest internal load (320 ± 60 AU), compared with in-season (300 ± 52 AU) and postseason (255 ± 48 AU). Preseason TRIMP was significantly greater than in-season (p < .05, d = 0.45) and postseason (p < .001, d = 0.93). Average cardiovascular intensity was highest during the preseason (73 ± 4% HRmax). GPS analysis showed greater preseason distance in 2024 (3.62 ± 0.58 mi) than 2023 (3.19 ± 0.89 mi). Mean peak TRIMP increased from 309.69 AU (2023) to 314.88 AU (2024).

Conclusion

Internal and external workloads were highest during preseason and progressively decreased throughout the competitive season, reflecting a structured periodization strategy that balanced fitness development and competition readiness. Keywords: Internal Load; External Load; TRIMP; GPS Monitoring; Periodization

Keywords: Internal Load; External Load; TRIMP; GPS Monitoring; Periodization


Citation: Romano V, Romano DS, McCrae JA (2026). Load Distribution across Preseason, In-Season, and Postseason in NCAA Women's Soccer: A Longitudinal Analysis of Heart Rate and GPS Metrics. J. Sport Med. Sci. Rehabil.. Vol.1 Iss.1, September (2026), pp:26-32.
Copyright: © 2026 Victor Romano, Duncan S. Romano, Jennifer Austin McCrae. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.