Data from 50 players
Apinis-Deshaies selected and analyzed data from 50 AHL players aged 20 to 27 that had been collected as part of a master's degree project done by Pierre Allard, a former sports science and performance director with the Montreal Canadiens.
An UdeM graduate, Allard is today an assistant coach with the Red Bull hockey team in Munich, Germany. In 2017-2018, while doing his master's, he was responsible for the physical preparation of players on an AHL team.
Apinis-Deshaies focused on two factors liable to influence sleep quality: the players’ external training load and their sense of well-being. She also looked at the impact of the games and on-ice training.
The data had been collected through a daily questionnaire that players completed throughout the 2017-2018 season using an app on their phones. Every morning, they were asked to report the quantity and quality of their sleep, how rested they felt and their overall sense of well-being, and to answer questions about their diet, stress levels and pain.
The players also wore inertial sensors on their equipment that recorded the effort they expended in the 63 practices, 35 morning skates, 60 evening games and 16 day games they participated in that season.
"This analysis was important,” Apinis-Deshaies said. “A hockey player’s ice time can be divided into three types of activity: a typical player will spend an average of 45 per cent of his time accelerating or decelerating, 16 per cent skating to maintain his speed, and 39 peer cent gliding on the ice."