Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races

Research output: Contribution to journalJournal articleResearchpeer-review

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Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races. / Mantzios, Konstantinos; Ioannou, Leonidas G; Panagiotaki, Zoe; Ziaka, Styliani; Périard, Julien D; Racinais, Sébastien; Nybo, Lars; Flouris, Andreas D.

In: Medicine and Science in Sports and Exercise, Vol. 54, No. 1, 2022, p. 153-161.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Mantzios, K, Ioannou, LG, Panagiotaki, Z, Ziaka, S, Périard, JD, Racinais, S, Nybo, L & Flouris, AD 2022, 'Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races', Medicine and Science in Sports and Exercise, vol. 54, no. 1, pp. 153-161. https://doi.org/10.1249/MSS.0000000000002769

APA

Mantzios, K., Ioannou, L. G., Panagiotaki, Z., Ziaka, S., Périard, J. D., Racinais, S., Nybo, L., & Flouris, A. D. (2022). Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races. Medicine and Science in Sports and Exercise, 54(1), 153-161. https://doi.org/10.1249/MSS.0000000000002769

Vancouver

Mantzios K, Ioannou LG, Panagiotaki Z, Ziaka S, Périard JD, Racinais S et al. Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races. Medicine and Science in Sports and Exercise. 2022;54(1):153-161. https://doi.org/10.1249/MSS.0000000000002769

Author

Mantzios, Konstantinos ; Ioannou, Leonidas G ; Panagiotaki, Zoe ; Ziaka, Styliani ; Périard, Julien D ; Racinais, Sébastien ; Nybo, Lars ; Flouris, Andreas D. / Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races. In: Medicine and Science in Sports and Exercise. 2022 ; Vol. 54, No. 1. pp. 153-161.

Bibtex

@article{9b19f5b601e148439cc02f7c5aa6b6fa,
title = "Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races",
abstract = "Introduction: This study evaluated how single or combinations of weather parameters (temperature, humidity, wind speed, and solar load) affect peak performance during endurance running events and identified which events are most vulnerable to varying weather conditions.Methods: Results for the marathon, 50-km racewalking, 20-km racewalking,  and 10,000-, 5,000-, and 3,000-m steeplechase were obtained from the official Web sites of large competitions. We identified meteorological data from nearby (8.9 ± 9.3 km) weather stations for 1258 races held between 1936 and 2019 across 42 countries, enabling analysis of 7867 athletes.Results: The wet bulb globe temperature (WBGT) across races ranged from -7°C to 33°C, with 27% of races taking place in cold/cool, 47% in neutral, 18% in moderate heat, 7% in high heat, and 1% in extreme heat conditions, according to the World Athletics classification. Machine learning decision trees (R2 = 0.21-0.58) showed that air temperature (importance score: 40%) was the most important weather parameter. However, when used alone, air temperature had lower predictive power (R2 = 0.04-0.34) than WBGT (R2 = 0.11-0.47). Conditions of 7.5°C-15°C WBGT (or 10°C-17.5°C air temperature) increased the likelihood for peak performance. For every degree WBGT outside these optimum conditions, performance declined by 0.3%-0.4%.Conclusion: More than one-quarter of endurance running events were held in moderate, high, or extreme heat, and this number reached one-half when marathons were excluded. All four weather parameters should be evaluated when aiming to mitigate the health and performance implications of exercising at maximal intensities in a hot environment with athletes adopting heat mitigation strategies when possible.",
keywords = "Faculty of Science, Marathon, Heat, Cold, Olympics, Race, Competition, Endurance running",
author = "Konstantinos Mantzios and Ioannou, {Leonidas G} and Zoe Panagiotaki and Styliani Ziaka and P{\'e}riard, {Julien D} and S{\'e}bastien Racinais and Lars Nybo and Flouris, {Andreas D}",
note = "Copyright {\textcopyright} 2021 American College of Sports Medicine.",
year = "2022",
doi = "10.1249/MSS.0000000000002769",
language = "English",
volume = "54",
pages = "153--161",
journal = "Medicine and Science in Sports and Exercise",
issn = "0195-9131",
publisher = "Lippincott Williams & Wilkins",
number = "1",

}

RIS

TY - JOUR

T1 - Effects of weather parameters on endurance running performance: Discipline-specific analysis of 1258 races

AU - Mantzios, Konstantinos

AU - Ioannou, Leonidas G

AU - Panagiotaki, Zoe

AU - Ziaka, Styliani

AU - Périard, Julien D

AU - Racinais, Sébastien

AU - Nybo, Lars

AU - Flouris, Andreas D

N1 - Copyright © 2021 American College of Sports Medicine.

PY - 2022

Y1 - 2022

N2 - Introduction: This study evaluated how single or combinations of weather parameters (temperature, humidity, wind speed, and solar load) affect peak performance during endurance running events and identified which events are most vulnerable to varying weather conditions.Methods: Results for the marathon, 50-km racewalking, 20-km racewalking,  and 10,000-, 5,000-, and 3,000-m steeplechase were obtained from the official Web sites of large competitions. We identified meteorological data from nearby (8.9 ± 9.3 km) weather stations for 1258 races held between 1936 and 2019 across 42 countries, enabling analysis of 7867 athletes.Results: The wet bulb globe temperature (WBGT) across races ranged from -7°C to 33°C, with 27% of races taking place in cold/cool, 47% in neutral, 18% in moderate heat, 7% in high heat, and 1% in extreme heat conditions, according to the World Athletics classification. Machine learning decision trees (R2 = 0.21-0.58) showed that air temperature (importance score: 40%) was the most important weather parameter. However, when used alone, air temperature had lower predictive power (R2 = 0.04-0.34) than WBGT (R2 = 0.11-0.47). Conditions of 7.5°C-15°C WBGT (or 10°C-17.5°C air temperature) increased the likelihood for peak performance. For every degree WBGT outside these optimum conditions, performance declined by 0.3%-0.4%.Conclusion: More than one-quarter of endurance running events were held in moderate, high, or extreme heat, and this number reached one-half when marathons were excluded. All four weather parameters should be evaluated when aiming to mitigate the health and performance implications of exercising at maximal intensities in a hot environment with athletes adopting heat mitigation strategies when possible.

AB - Introduction: This study evaluated how single or combinations of weather parameters (temperature, humidity, wind speed, and solar load) affect peak performance during endurance running events and identified which events are most vulnerable to varying weather conditions.Methods: Results for the marathon, 50-km racewalking, 20-km racewalking,  and 10,000-, 5,000-, and 3,000-m steeplechase were obtained from the official Web sites of large competitions. We identified meteorological data from nearby (8.9 ± 9.3 km) weather stations for 1258 races held between 1936 and 2019 across 42 countries, enabling analysis of 7867 athletes.Results: The wet bulb globe temperature (WBGT) across races ranged from -7°C to 33°C, with 27% of races taking place in cold/cool, 47% in neutral, 18% in moderate heat, 7% in high heat, and 1% in extreme heat conditions, according to the World Athletics classification. Machine learning decision trees (R2 = 0.21-0.58) showed that air temperature (importance score: 40%) was the most important weather parameter. However, when used alone, air temperature had lower predictive power (R2 = 0.04-0.34) than WBGT (R2 = 0.11-0.47). Conditions of 7.5°C-15°C WBGT (or 10°C-17.5°C air temperature) increased the likelihood for peak performance. For every degree WBGT outside these optimum conditions, performance declined by 0.3%-0.4%.Conclusion: More than one-quarter of endurance running events were held in moderate, high, or extreme heat, and this number reached one-half when marathons were excluded. All four weather parameters should be evaluated when aiming to mitigate the health and performance implications of exercising at maximal intensities in a hot environment with athletes adopting heat mitigation strategies when possible.

KW - Faculty of Science

KW - Marathon

KW - Heat

KW - Cold

KW - Olympics

KW - Race

KW - Competition

KW - Endurance running

U2 - 10.1249/MSS.0000000000002769

DO - 10.1249/MSS.0000000000002769

M3 - Journal article

C2 - 34652333

VL - 54

SP - 153

EP - 161

JO - Medicine and Science in Sports and Exercise

JF - Medicine and Science in Sports and Exercise

SN - 0195-9131

IS - 1

ER -

ID: 282530962