During the Beijing Winter Olympics, the main venues of the ice events all adopted the CO₂ transcritical direct cooling cycle technology, which not only reduces carbon emissions, but also effectively ensures the smoothness and stability of the ice track surface. Then, whether CO₂ transcritical refrigeration cycle technology improves the high-quality rate of ice surface quality is conducive to the stable performance of athletes. In this regard, this study uses the official results of the women's 3000-meter speed skating event at the 24th Beijing Winter Olympic Games in 2022 as the data basis, and uses the method of correlation analysis between ice quality on the ice rink and athletes' performance to test. , This study takes the 24th Beijing Winter Olympic Games in 2022 as an example of the women's 3000-meter speed skating competition, and analyzes the correlation between the ice surface quality index data of the speed skating women's 3000-meter event venues and the official speed skating performance. The conclusions of this study can provide a technical basis for improving the sports performance and sports performance of athletes in ice sports. The results of the study showed that there was a significant correlation at the 0.01 level (two-tailed) between the speed skating women's 3000m event performance and ice quality, indoor temperature and indoor humidity, with correlation coefficients of 0.676, 0.764 and 0.743. In addition, the indoor temperature and indoor humidity are also highly correlated, and the correlation coefficient is 0.707, so a model can be established to predict the game performance through relevant indicators.