Innovations in Sports Analytics
What we are working on within R&D.
Our Edge
We give your data meaning. Our R&D focuses on the latest technologies to deliver actionable insights.
Flagship Products
Our core analytics platforms and tools
DSA Impact Rankings
Pioneered by Dr. Jon NicholsPowered by an advanced statistical engine, DSA Impact Rankings provide meaningful comparisons between athletes from different teams, conferences, and even position groups on a simple 0-1 scale.
Our engine ingests performance data, models context and impact, and outputs a DSA Impact Rating for every athlete. This score allows meaningful comparisons between athletes across teams, conferences, and positions.
Actionable Insights – Transforms raw performance data into comprehensive player evaluations across multiple dimensions.
Confidence Intervals – More than just a single number. We provide the expected performance range for each athlete, accounting for day-to-day variation in athletic performance and giving coaches and managers higher confidence in their decisions.
Trusted by Professionals – Coaches and agents rely on the DSA Impact Ranking, powered by DSA Labs' proprietary data modeling system.
April 2025 – ImpactCap
Data-Driven Roster Optimization for the NIL Era
IMPACTCAP is an intelligence platform that integrates and processes data across sports, unifying performance into a single operating picture. Built for Analytics Command and Control (AC2), IMPACTCAP delivers predictive analytics across multiple sports — data that wins.
Problem:
Coaches and GMs spend 1000s of hours recruiting from the transfer portal. They often make uninformed and costly decisions, not understanding performance or NIL valuations.
Solution:
Inside IMPACTCAP, you will find athlete intelligence, team and player impact rankings, player recommendations, athlete databases, AI-powered scouting, and valuation tools — a complete command center designed to help teams win with data.
AI-Driven Match Intelligence
Transforming raw match film into structured data, tactical visuals, and performance insights.
Most teams rely on manual film review or expensive tracking systems to understand performance.
We're building a new approach.
By combining computer vision, tracking, and spatial analytics, we convert standard match video into structured data—automatically.
From video → tracking → insights
What the System Does
- Detects players, ball, and key events from video
- Tracks movement continuously across the match
- Maps player positions into field space
- Identifies possession and passing sequences
- Generates tactical visuals and analytics outputs
Outputs
- • Annotated match video
- • Movement Index (team workload signal)
- • Possession and passing metrics
- • Spatial heatmaps
- • Pass networks
- • Formation detection
Movement Index
A normalized measure of player and team movement derived from tracking data.
Designed to compare workload and match intensity without requiring GPS or wearable systems.
Future versions will translate this into real-world distance through field calibration.
Technology Stack
Object Detection → YOLO-based models
Multi-object Tracking → BoT-SORT + Kalman filtering
Spatial Mapping → Homography-based field projection
Classification → Color clustering (K-Means)
Event Logic → Rule-based + temporal state modeling
Analytics Layer → Custom tracking + aggregation engine
Visualization → OpenCV-based rendering pipeline
The goal isn't just tracking.
It's turning tracking into understanding.
Why It Matters
This unlocks a new layer of analysis:
- Access to structured data from any match video
- Faster breakdown of team performance
- Consistent, scalable analysis without manual tagging
We're continuing to expand the depth, accuracy, and applications of this system across teams, leagues, and use cases—building toward a fully integrated match intelligence platform.
September 2024 - DSA Labs release the MOP - Match Odds & Probabilities tool.
Data Driven Winning Probabilities and Match Predictions.
The Match Odds Predictor (MOP) is a powerful analytics tool designed to predict match outcomes with precision.
Instant Winning Probabilities – Select your league and teams to get real-time odds.
Advanced Data Analysis – Leverages cutting-edge statistical models for accurate predictions.
Ideal for Sports Enthusiasts & Bettors – Provides data-driven insights to make informed decisions.
The Problem:
Bettors lack a self-serve, reliable tool for making head-to-head match predictions.
The Solution:
A web-based Match Predictor with an intuitive UI, built using JavaScript, HTML, CSS, and Python—scalable, automated, and precise.
Make smarter predictions with MOP—your go-to tool for match insights.
College Sports & NIL
Transfer portal analysis and NIL valuation tools
Transfer Portal Analysis Engine
Our groundbreaking Transfer Portal Analysis engine revolutionizes how programs evaluate and acquire talent. By combining DSA Impact Rankings with commitment data and fair market value assessments, we identify which programs are truly winning the portal—not just adding volume, but upgrading roster quality.
Impact-Driven Evaluation – Move beyond commitment counts to understand true roster improvement through DSA Impact scores.
Fair Market Value Analysis – Understand the true cost and value of portal acquisitions with data-driven NIL insights.
Strategic Positioning – Identify whether programs are building elite rosters, making precision additions, or chasing volume without impact.
Transfer Portal Strategy Matrix
Our analysis reveals which programs are executing elite portal strategy (high impact per commitment), precision building (quality over quantity), or volume-based approaches. Data-driven insights that separate perception from reality.
NIL Valuation: How Much Are You Worth?
DSA Labs has pioneered a groundbreaking approach to estimating NCAA Division I Football athletes' NIL (Name, Image, and Likeness) value using:
Cutting-Edge Data Mining – Extracting key metrics from vast data sources.
Proprietary Statistical Models – Accurately predicting athlete market value.
Data-Driven NIL Valuations – Empowering athletes, agents, and brands with objective insights.
Understand your worth and maximize your NIL opportunities with DSA Labs.
NIL Valuation Model
Our proprietary model correlates player performance metrics with market-based NIL valuations, providing data-driven insights for athletes and stakeholders.
Explore the NIL Market & Analysis Dashboard
Dive deeper into our FBS Football NIL research. See how we build Fair Market Value estimates, explore player valuations, and understand market dynamics with interactive data visualizations.
Player Evaluation Tools
Advanced metrics for player assessment and development
Player Impact
Bottom Line: Player Impact
The ultimate goal of an analytics program? Measuring player contributions to winning.
In low-scoring sports, this can be a challenge—but DSA's Player Impact Index changes the game.
Quantifies Player Contributions – A direct measure of each player's impact on victory.
Overcomes Traditional Limitations – Effective even in low-scoring sports.
Battle-Tested – Proven in college and pro-level competition.
One of our most innovative tools—turn raw data into real impact.
Player Impact Analysis
Visualization of player impact per touch, color-coded to show positive contributors (green), neutral performers (orange), and negative impact players (red).
Player Compatibility Index
Some players just work better together—and now you can measure it.
Our Player Compatibility Index (PCI) leverages probabilistic analysis of possession sequences to identify high-performing player relationships.
Maximize On-Field Chemistry – Discover which players combine for the highest production.
Optimize Formations & Lineups – Use PCI to set the right formation, starting XI, and substitution patterns.
Game Day Advantage – Make data-backed decisions to gain a competitive edge in real time.
Take the guesswork out of team selection—let PCI guide your strategy.
Player Compatibility Matrix
Heatmap visualization showing compatibility scores between player pairings. Brighter colors indicate higher compatibility and more effective on-field chemistry.
Predictive Performance Modeling
Our advanced machine learning models predict player and team performance based on historical data, training metrics, and contextual factors. This enables coaches and managers to make data-driven decisions about lineup optimization, training focus, and recruitment.
Unified Data Integration Platform
Our platform seamlessly integrates data from multiple sources, including wearable technology, video analysis, and traditional statistics. This unified approach provides a comprehensive view of performance that was previously impossible to achieve.
Performance Modeling, Tracking & Prediction
Any metric, any time.
Every player, coach, and parent wants to know if that hard work is paying off. Whether it's fitness in returning from injury, passing efficiency, or 1v1 success rates, understanding player trends over time is a critical piece of any analytics program. StatLink software allows you to track any player metric over a month, a season, or a career.
Coaching & Training Tools
Practice measurement and performance analysis
Measure Practice, Your Way.
Take control of player development with StatLink's innovative Quick Entry System—a user-friendly solution for tracking customized player metrics with ease.
Simplify Data Entry – Quickly log and analyze practice and game performance without distraction.
Track What Matters Most – Customize metrics to fit your coaching philosophy, from decision-making to shooting quality and attacking execution.
Gain Actionable Insights – Go beyond raw data—StatLink transforms stats into meaningful performance insights.
Don't just track performance—optimize it. Elevate your training with StatLink.
Regression Tools
Custom Analysis for Performance Insights.
How does practice translate to game day performance? Whether you're coaching at the recreational or professional level, this answer matters.
Identify Performance Trends – Measure how training impacts match-day execution.
Spot Over/Under-Performers – See which players exceed or fall short of expectations during games.
Optimize Training Strategies – Use data-driven insights to refine practice plans and maximize results.
Turn practice data into game-day success with StatLink's powerful regression tools.
AI & Data Innovation
Machine learning and automated data systems
AI-Sourced Data: No Data? No Problem.
Harnessing the power of AI and large language models, DSA Labs has developed a breakthrough solution for sourcing and reporting publicly available statistics, highlights, and social media insights—with zero human intervention.
Fully Automated Data Collection – No manual input needed.
AI-Driven Insights – Extract key player performance metrics instantly.
Cutting-Edge Innovation – Solving the most complex challenges for coaches and players.
DSA Labs is at the forefront of innovation, redefining how data is sourced, analyzed, and used in sports.
Gain an Edge with AI-Powered Recognition
No more guessing games when optimizing your lineup and game strategy—let AI do the work.
Optimize Your Attack with cutting-edge algorithms developed in collaboration with University of Virginia experts.
AI-Driven Player Progressions – Automatically learn the most effective sequences directly from game video.
Minimal Training Data Needed – Works without requiring massive datasets or complex computing power.
Practical AI for Every Team – Scalable technology designed for any team at any level.
Take the guesswork out of coaching—let AI enhance your decision-making.
In the example shown, player positions were extracted from game video and used to learn the most effective approach to "building out of the back".
AI Formation Learning
Watch how our AI automatically identifies and learns optimal player formations from game footage.
Player Tracking Visualization
Advanced tracking data reveals player movements, passing patterns, and tactical progressions extracted from video analysis.
Ongoing Research & Development
Continuous innovation and experimental projects
What's Next
The DSA Analytics Team continues to develop practical answers to the toughest questions in sports. The results of our R&D are piped directly into StatLink to provide our users immediate access to advanced analytics.
We're always exploring new frontiers in sports analytics—from advanced computer vision to real-time predictive systems. Stay tuned for more innovations.