Analytics Advantage: Maximizing Efficiency With Players and Fantasy Hockey Rosters

Stas Pupkov

2023-10-19

As teams are starting to find their rhythm, fantasy hockey managers should be doing the same. While it’s easy to get caught up in the excitement of the new season, it’s crucial to remember that each decision you make now can have a lasting impact on your fantasy team’s success. This week, we’re diving deep into the world of advanced analytics to equip you with the tools you need to make data-driven decisions. We’ll explore the correlation between a player’s Time on Ice (TOI) and their points scored, and some data showing the best shooters in the league throughout the opening week. So, let’s sharpen those analytical skills and set your team on the path to victory.

As we research the intricacies of player performance, one key metric that often goes overlooked is the Points-to-Time On Ice (TOI) Ratio. This ratio can be a powerful indicator of a player’s efficiency on the ice, giving us a more nuanced view than just total points or average TOI. To illustrate this, we’ve created a scatter plot that maps out each player’s Total Points against their TOI for the season so far. But we’ve gone a step further by highlighting the top-10 players who are currently the most efficient in terms of this ratio. Let’s take a look:

(Data sourced from Natural Stat Trick as of Oct 18)

Upon examining the scatter plot, you’ll notice that the top 10 most efficient players – highlighted for your convenience and not in any order – don’t necessarily have the highest Time on Ice or the most points. Instead, they excel in maximizing their point production relative to their time spent on the ice. These are the players who are making the most of their opportunities, and as a result, they could be invaluable additions to your fantasy team. Their high Points-to-TOI Ratio indicates not just skill, but also a level of consistency that can be a game-changer in fantasy hockey. As the season stretches on, we will be able to identify how is maximizing their TOI so they can be added via the waiver wire or trade.

Shooting Efficiency: A Hidden Gem in Fantasy Hockey

While points and time on ice are crucial metrics, they don’t tell the whole story. Another key indicator of a player’s value in fantasy hockey is their shooting efficiency. This metric, often overlooked, measures how effectively a player converts their shots into goals. A high shooting percentage can be a sign of a player’s skill in finding the back of the net, but it can also indicate a hot streak that may not be sustainable. Let’s take a closer look:

The top 10 players were selected based on a metric called “Shots to SH% Ratio,” which is essentially the product of the number of total shots on goal (“Shots”) and the shooting percentage (“SH%”). This metric was intended to capture players who are both shooting frequently and effectively. In the graph above, we’ve plotted players’ shooting percentages against their total shots on goal. The players in the top right quadrant are the ones to watch. They not only take a high number of shots but also have a high shooting percentage, making them doubly valuable in fantasy hockey. However, it’s essential to consider the sustainability of these percentages. A sudden spike could indicate a hot streak, while a consistent high percentage over multiple seasons may point to a genuinely skilled shooter.

Strategic Takeaways: Applying the Data to Your Fantasy Team

After diving deep into the analytics, it’s time to put this knowledge to practical use. The data doesn’t just offer a snapshot of player performance; it provides a roadmap for strategic decision-making in your fantasy league. Here are some actionable insights you can apply right away.

Identifying Undervalued Players

The metrics we’ve analyzed can be a goldmine for spotting players who are performing well but haven’t caught the mainstream attention yet. These are the players you want to target in trades or pick up from the waiver wire. They offer excellent value and can be the difference-makers in close matchups.

Diversifying Your Team’s Skill Set

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While it’s tempting to load up on goal scorers, the data shows the importance of a well-rounded team. Players who excel in other categories like assists, penalty minutes, or even advanced metrics like Corsi can provide a competitive edge. Make sure your team has a diverse range of skills to excel in different facets of the game.

Leveraging Data in Trade Negotiations

Knowledge is power, especially in trade negotiations. Use the data to your advantage to make compelling arguments for why a trade benefits both parties. This can be particularly useful in persuading league mates who may not be as data-savvy.

Seasonal Trends to Watch

Our analysis also reveals some interesting seasonal trends. For example, some players tend to start strong but fade away, while others are notorious for being second-half performers. Keep these trends in mind when making long-term decisions for your team.

Maintaining a Data-Driven Approach

Finally, the key to long-term success in fantasy hockey is to maintain a data-driven approach. The landscape is constantly changing, and what worked last season may not necessarily apply this year. Regularly update your strategies based on the latest data to stay ahead of the curve.

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