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January 23, 2026Journal of Sports Sciences2 citationsOpen Access

See how they run: Characteristics of 114,324 runs from 227 runners with and without a history of knee surgery

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DCDavid L. CareyMGM. GirdwoodDSDanilo De Oliveira Silva

Key Points

  • This research aims to compare running characteristics between runners with and without knee surgery.
  • Data collected from 227 runners over 4 years using smartwatches.
  • Statistics analyzed using generalised mixed models.
  • Running data included frequency, distance, pace, and cadence.
  • Males ran 0.78 min/km faster and 13% further than females.
  • Surgical group had 66% longer gaps between runs on average.
  • Surgical group ran shorter distances (10% shorter) and at a slower pace (0.29 min/km slower).
  • Most variance in running behaviors linked to participant-level effects, not sex or surgery history.

Abstract

This study aimed to describe and compare the characteristics of runs performed by a cohort of male and female runners, with and without a history of knee surgery. Data on frequency, distance, pace and cadence were collected from 227 runners (45% females, 48% knee surgery) using smartwatches over 4 years (n = 114,324 runs). Generalised mixed models compared running characteristics between sex and knee surgery strata. Runners typically performed 2-5 runs per week between 3.5-20 km in length, 4-7 min/km pace, at 160-180 steps/min cadence. Comparing group averages, males ran faster (0.78 fewer min/km, 95% CI 0.55 to 1.0), and further distances (13% longer, 4% to 22%). Average run frequency and cadence did not differ between males and females. Surgical group ran less frequently on average (66% longer gaps, 14% to 142%), shorter distances (10% shorter, 17% to 2% shorter), at slower pace (0.29 more min/km, 0.06 to 0.52), with lower cadence (4.32 fewer steps/min, 0.73 to 7.91 fewer). Despite group-level differences, sex and surgical history had limited ability to explain variations in running behaviours, with the majority of variance attributed to participant-level effects (29-53%). Runners within sex and knee surgery sub-groups should not be considered homogenous cohorts.

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Cite This Study

Carey et al. (2026) studied this question.

synapsesocial.com/papers/69730f34c8125b09b0d1ef70https://doi.org/10.1080/02640414.2026.2619319
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