To analyze a player's time on ice in hockey, you can look at the total minutes they have played during a game or season. This statistic provides insight into a player's role and importance within a team. Players with higher time on ice are typically key contributors and play a significant role in their team's success. Analyzing time on ice can help identify players who are relied upon heavily and have a greater impact on the game.