6  Arun Ramji

I have been working with Waterloo Men’s Hockey for the past two and a half years, and this season felt like a real step forward in how I was able to contribute. Early on, a lot of my role was focused on gathering information and helping present it clearly, but this year I spent more time helping turn that information into decisions that coaches could use in practice, game planning, and player discussions. A big part of that growth came from working more closely with the coaching staff and staying connected to the larger IST group so the work fit into the team’s day-to-day environment instead of sitting on its own.

Projects

When to Pull the Goalie

One project I worked on was helping our coaches think through when it makes the most sense to pull the goalie late in a game. I reviewed game data, tested different score and time situations, and built a simple decision tool that showed the tradeoff between waiting longer and being more aggressive. The goal was not to replace coaching instinct, but to give the staff another clear reference point during a high-pressure part of the game. I talked through the results with the coaches so the final takeaway matched how they wanted to manage risk, bench usage, and game flow, and the project became most useful when it was treated as part of a larger staff conversation rather than just a numbers exercise.

First 8 Seconds

Another project focused on rush offence and the value of the first eight seconds after gaining possession. I studied what happened right after turnovers, breakouts, and quick transitions to show how often those early moments led to dangerous chances. From there, I turned the work into a format the coaches could use when talking to the team, so the idea was easy to connect to habits on the ice instead of being buried in detail. This was also a good example of IST integration, because the project connected naturally with how coaches teach pace and decision making, while also giving us something that could support conversations with other staff around workload, practice design, and how we prepare players for fast game situations.

Team Updates

Throughout the season, I also put together regular team updates that gave coaches a clearer picture of how the team and individual players were performing. These updates pulled together recent trends, key team strengths, and areas that needed attention, and I tried to keep them short enough that they could actually be used in the weekly workflow. What made this project valuable was the back-and-forth with the staff: I would hear what questions coaches were asking, adjust the update to fit those needs, and make sure the information lined up with what other IST members were seeing in training and athlete support. That process helped the updates feel practical and relevant instead of just becoming another report.

What Matters

The project that probably shaped my thinking the most was a group of questions I explored around what really matters in hockey performance. I looked at which stats stayed more consistent over time, which ones were more connected to future team success, and which ones players could actually influence through their habits and decisions. The purpose was to help us move toward a better shared language for evaluating players and team play, especially in conversations where coaches want something that is both honest and actionable. This work was still evolving, but it was useful because it opened up stronger discussions across the environment by linking video, coaching observations, and data into the same conversation instead of treating them as separate viewpoints. Outputs of This Will be seen throughout the summer.

Reflection

Overall, this season was one of the most rewarding experiences I have had in sport. What went well was the level of trust that grew over time: I felt more comfortable contributing ideas, the coaches were more open to using the work in real decisions, and I got better at making sure my projects fit with what the rest of the IST group was doing. The biggest area I want to improve for next season is communication and delivery. I want to share ideas earlier, make the final products even easier for staff to use, and keep building confidence so I can contribute more consistently in a way that helps the whole performance team move in the same direction.