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AI in Sports & Sports Analytics

Deep reporting on computer vision, tracking, modelling, officiating and the data systems that shape sporting decisions.

50 in-depth stories
Cricket captain signals for a decision review while the umpire and broadcast review system prepare the evidence
AI & Analyticsdeep dive

What Is the DRS Timer in Cricket? 15-Second Rule

The DRS timer gives an eligible batter or fielding captain a short window to request a Player Review. This guide explains when the clock starts, what the umpire signals and how the evidence is checked.

SportyTechs Editorial Team 12 min read
A football offside review screen showing an attacker and defender on a marked pitch, a virtual offside line, and an official verifying the decision
AI & Analyticsdeep dive

Designing Human Review for Semi-Automated Offside

Offside assistance is a chain of measurements, interpretations, and communication—not a single automated answer. The most credible designs show officials what was measured, where uncertainty enters, and how a final decision is recorded.

Venue Desk 9 min read
Pitch-side football analyst tagging live training video on a tablet while players press around the ball
AI & Analyticsfield note

Video Tagging That Keeps Up With the Week

Video analysis loses value when the tagging scheme takes longer than the decision window. A deliberately small taxonomy and an exception queue can give coaches usable clips without pretending to capture every detail.

Systems Desk 7 min read
A coach and sports analyst discussing an AI recommendation with a football player beside a training pitch, with transparent player-performance visuals
AI & Analyticsdeep dive

Responsible AI for Player Decision Support

Responsible sports AI is a set of operating controls, not a promise that a model is neutral. Teams can make tools safer by limiting decisions, documenting uncertainty, and giving accountable people a meaningful way to challenge outputs.

Business Desk 10 min read
A cricket match at an Indian multi-use ground showing batter, bowler, wickets, boundary, and a camera system observing the pitch
AI & Analyticsfield note

Cricket Vision at India’s Multi-Use Grounds

Computer vision at a cricket ground must cope with changing light, temporary layouts, and a wide range of operating conditions. A site-first design can still produce useful review material without assuming a broadcast-style setup.

Venue Desk 9 min read
An overhead kabaddi match view showing a raider surrounded by overlapping defenders on a marked kabaddi court, with tracking outlines
AI & Analyticsdeep dive

Kabaddi Tracking When Bodies Overlap

Kabaddi makes optical tracking confront rapid contact, compressed space, and frequent occlusion. The right design focuses on confidence-aware sequences and reviewable phases rather than a brittle promise of continuous certainty.

Performance Desk 9 min read
Spectators moving through gates and concourses at a packed Indian cricket stadium, with visible stadium seating and crowd-flow overlays
AI & Analyticsfield note

Crowd-Flow Analytics for Indian Sporting Venues

Venue analytics can improve queues and egress only when it is designed around aggregate movement and clear limits on surveillance. This field guide covers practical measurement, operational handoffs, and consent-aware safeguards.

Venue Desk 8 min read
Indian youth football academy players completing drills with cones and balls while coaches collect training data on a tablet
AI & Analyticsfield note

Data Foundations for Academies in India

An academy does not need a large platform to develop sound data habits. Shared definitions, parent-aware permissions, and simple review routines can create a trustworthy base for long-term performance work.

Systems Desk 8 min read
A scout watching an Indian football match from the stands, with football action, pitch markings, and a scouting tablet visible
AI & Analyticsdeep dive

Football Scouting Across India’s Competition Contexts

A player observed in one competition context can look different when the pitch, travel, opposition, and tactical instruction change. A context ledger helps scouts compare evidence fairly without claiming more certainty than the sample supports.

Performance Desk 9 min read
A football training ground with mounted edge cameras filming players, balls, cones, and a coach running drills
AI & Analyticsdeep dive

Edge Video Pipelines for Training Grounds

Processing video near the capture point can reduce upload friction, but it introduces choices about storage, failure recovery, and access. This article maps a practical pipeline from camera health check to a coach-ready review package.

Systems Desk 9 min read
Women footballers in an active match or training drill on a clearly marked pitch, with equitable player-tracking data overlays
AI & Analyticsdeep dive

Representative Data in Women’s Sport Analysis

Analytical tools become less useful when their assumptions are inherited from different populations, competitions, or recording practices. Representation work means checking coverage, definitions, and feedback loops before exporting a model or benchmark.

Business Desk 9 min read
A youth football training session being video-recorded while a parent and coach review consent on a tablet, with players, balls, and cones visible
AI & Analyticsdeep dive

Consent and Review in Youth Video Analysis

Youth video analysis needs clear boundaries because footage can be useful for learning while still creating long-lived privacy and power concerns. A good programme makes permissions understandable, access narrow, and review practices age-appropriate.

Business Desk 8 min read
A runner on an athletics track wearing a GPS vest and heart-rate sensor while a camera captures movement, with clearly linked sensor readings
AI & Analyticsdeep dive

Sensor Fusion Without False Precision

Combining video, location feeds, and event logs can enrich analysis, but only if clocks, coordinates, and confidence are reconciled. The goal is a trustworthy joint view, not the appearance of a perfectly measured athlete.

Systems Desk 10 min read
A referee reviewing a football incident on a pitch-side replay monitor, showing the ball, involved players, and timestamped multi-angle footage
AI & Analyticsdeep dive

Auditable Replay for Officiating Incidents

A replay system earns trust when its operators can show what was viewed, what was available, and why a decision path was chosen. Auditability should be designed into the incident workflow before the first contentious call.

Venue Desk 9 min read