Smarter NHL Analytics
Leveraging machine learning, advanced statistics, and real-time data to deliver actionable hockey insights.
Built to outperform raw historical baselines.
Top Shelf Analytics compares qualified model outputs against raw historical outcomes, showing how machine learning and model-quality thresholds improve predictive performance across multiple NHL seasons.
Qualified Picks Hit Rate
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Qualified model picks using the default model-quality threshold.
Raw Baseline Hit Rate
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Raw completed 2+ shot outcomes without model qualification.
Qualified Pool
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Model-qualified picks compared with all completed baseline opportunities.
Rather than relying on intuition alone, Top Shelf Analytics applies machine learning and historical validation to identify higher-quality predictive opportunities.
Hit rates are calculated from completed 2+ shot predictions. Qualified picks use the
default model-quality threshold and are compared against all completed baseline opportunities.
Data Extraction
Using the NHL API, game data is extracted and structured by date, providing up-to-date information ranging from player biographical details to shot-level data.
Data Modeling
Dimension tables are structured and modeled within Power BI to support exploratory data analysis (EDA) and deliver both team- and player-level insights.
Predictive Models
Machine learning models generate probabilistic predictions of individual player performance, with additional validation through distribution-based checks.
Parlay Combinations
After identifying top selections, multi-leg shot parlays are generated using model probabilities and market odds to evaluate expected value and higher-return opportunities.
End-to-End Hockey Analytics
- Streamlined Daily Data Extraction (FREE)
- Exploratory Data Analysis Preview (FREE)
- Matchup Analytics & Insights Preview (FREE)
- Top ML Model Predictions Preview (FREE)
- Parlay Engine Combinations Preview (FREE)
- Player-based Reports in Power BI (Subscription)
- Team-based Reports in Power BI (Subscription)
- Top Models vs. Market Edge Picks (Subscription)
- Alternative Play Prop Predictions (Subscription)
- Daily Parlay Engine Combinations (Subscription)
Smarter Parlays, Backed by Data
Built on a foundation of sports analytics and data science, Top Shelf Analytics emphasizes transparency, consistency, and real-world application. Every model output is designed to transform complex NHL data into clear, actionable insight that supports smarter decision-making.
Each parlay combination is built using machine learning–driven probabilities, comparing model projections against sportsbook odds to identify value.
By combining model-based probabilities with market odds, we highlight opportunities with positive expected value and strong win probability.
Expected Value (EV) reflects long-term profitability, while Win Probability represents the likelihood of success — resulting in data-backed parlays designed to outperform intuition.
While this example focuses on shots on goal, the same approach applies to goals, assists, blocked shots, and more.
What people are saying
“Top Shelf Analytics has completely changed how I approach NHL player props. The insights are clear, data-driven, and actually actionable. It’s not just numbers—it’s a system that consistently highlights real opportunities.”
Tom S.
“The combination of structured data and predictive modeling is a game-changer. I’ve gone from guessing to making informed decisions, and the difference in confidence is night and day.”
Mike A.
“What sets Top Shelf Analytics apart is the transparency and consistency. The models are easy to understand, and the outputs are practical. It’s become a go-to tool for evaluating player performance and identifying strong combinations.”
Dan S.
Custom Analytics & Freelance Work
Looking for insights beyond what’s shown here?
Top Shelf Analytics offers freelance analytics services tailored to your needs—whether you’re exploring a specific sport, player trend, or data-driven strategy.
From custom dashboards and predictive modeling to deeper performance analysis, we can help turn your ideas into actionable insights.
- Custom player or team analysis
- Sport-specific modeling (NHL, others upon request)
- Betting and probability modeling
- Data dashboards and reporting solutions