Analytics Advantage

In Analytics Advantage, Stas Pupkov digs deeper into fantasy hockey using NHL analytics.

Analytics Advantage: Using PDO, Expected Goals, and IPP to Identify Key Contributors

By |2023-12-21T08:23:39-05:00December 21st, 2023|Analytics Advantage|

In the strategic landscape of hockey, understanding the specific roles of forwards, defensemen, and goalies is crucial. This article takes a focused look into how these positions significantly influence both the dynamics of the game and fantasy hockey outcomes. By examining each position's unique contribution to team success, we aim to provide a clear perspective [...]

Analytics Advantage: Questions to Consider At Important Juncture of the Fantasy Hockey Season

By |2023-12-15T07:44:42-05:00December 15th, 2023|Analytics Advantage|

As the chill of December sets in and the holiday season approaches, fantasy hockey enthusiasts find themselves at a crucial juncture in their quest for league domination. This month, often marked by its festive cheer and wintry charm, is equally pivotal in the realm of fantasy hockey. It's a time when the early season excitement [...]

Analytics Advantage: Efficiency in Fantasy Hockey with Ice Time and Shooting Percentage

By |2023-12-07T07:18:25-05:00December 7th, 2023|Analytics Advantage|

As the fantasy hockey season crosses its one-third mark, a critical reassessment of earlier strategies becomes essential. This article revisits previous analyses, offering a mid-season update enriched with the latest data and advanced metrics. By re-evaluating player performances and statistical trends at this crucial juncture, we aim to provide a grounded, data-driven perspective for fantasy [...]

Analytics Advantage: Expected Goals Against and Actual Goals Against for Goaltenders

By |2023-11-30T06:50:42-05:00November 30th, 2023|Analytics Advantage|

In the high-stakes world of NHL goaltending, success is often measured by more than just the traditional metrics. This week, we turn our analytical lens towards a more nuanced evaluation of goalie performances, focusing on the comparison between Expected Goals Against (xGA) and Actual Goals Against. This approach allows us to delve deeper into the [...]

Analytics Advantage: Save Percentage, Goals Against, and Valuing Goaltenders

By |2023-11-23T10:50:46-05:00November 23rd, 2023|Analytics Advantage|

In fantasy hockey, the performance of goalies is crucial yet complex to predict. As the NHL season progresses, understanding the intricacies of goalie performance becomes increasingly important for fantasy hockey managers. Goalies, distinct from other players in their impact and evaluation, can significantly influence the outcome of fantasy leagues. This season, the variability in goalie [...]

Analytics Advantage: Demystifying and Using PDO to Find Fantasy Value

By |2023-11-16T07:14:42-05:00November 16th, 2023|Analytics Advantage|

PDO is a key metric for evaluating player performance and is often used to measure luck or variance. While PDO can regress towards a league average, suggesting predictability, its interpretation requires caution. A high or low PDO doesn't always signify luck; it can also reflect team strategy or player skill. This article aims to demystify [...]

Analytics Advantage: Comparing Expected Goal Scoring with High-, Medium-, and Low-Danger Scoring

By |2023-11-09T06:43:00-05:00November 9th, 2023|Analytics Advantage|

In the realm of fantasy hockey, where every point can be the difference between triumph and mediocrity, a deeper dive into advanced statistics becomes not just a strategy, but a necessity. This season, we're peeling back the layers of conventional stats to reveal a hidden cove of insights through advanced metrics such as xGF%, HDGF%, [...]

Analytics Advantage: Fantasy Contributions without High Point Totals

By |2023-11-02T06:32:33-04:00November 2nd, 2023|Analytics Advantage|

The NHL season's opening chapter is unfolding, and with it comes the opportunity for fantasy hockey managers to set the tone for their campaign. At this juncture, with the standings still taking shape, conventional wisdom leans heavily on the most apparent statistics: goals, assists, and goaltending victories. However, the astute fantasy manager is already looking [...]

Analytics Advantage: Takeaways/Giveaways, Shot Attempts/Points Per Game, and Player Involvement

By |2023-10-26T06:49:09-04:00October 26th, 2023|Analytics Advantage|

Welcome back. I hope everyone had an amazing experience watching frozen frenzy; it’s good to see ESPN capitalizing on the uber-popular NFL Redzone. As the NHL season gains momentum, so should your fantasy strategies. This week, we're diving into two intriguing metrics that could be game changers for your team: Takeaways vs. Giveaways and iCF [...]

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