Longitudinal Dataset of Physiological, Biomechanical, and Strength Variables in Elite Female Race Walkers (2021–2024)

This dataset contains comprehensive annual data from 30 elite female race walkers collected during 2021–2024. The dataset includes anthropometric variables (e.g., body mass, height, fat mass), physiological indicators (e.g., VO₂max, heart rate, lactate threshold, oxygen pulse), and biomechanical measures (e.g., step length, walking speed), as well as neuromuscular performance parameters (e.g., 1RM, power output, RFD). The dataset is structured across four Excel sheets representing consecutive years. Each sheet includes anonymized rows for each athlete and columns for the assessed variables. These data were used in the study: "Optimizing Race Walking Performance through Advanced Modeling and AI-based Training Analysis." This resource supports time-series analysis, seasonality modeling, and development of machine learning algorithms in elite sport research.