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Your Offense and Defense Analysis

Sadanand Venkataraman - M.Tech Student and Researcher

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About YODA

YODA, Your Offence and Defence Analysis, stands at the forefront of sports cognition and talent development in football. This pioneering psychometric toolkit is designed to unlock the full potential of players by delving deep into the psychological facets that influence performance on the pitch. Unlike traditional scouting tools that focus primarily on physical abilities, YODA integrates advanced AI and analytics to assess a player's mental orientation, resilience, strategic thinking, and emotional intelligence.

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Introduction

Discipline, unquestionable integrity and raw emotions on a pitch of freshly cut grass, defines the “Beautiful Game”. Technical prowess, powered by tactical, physical and mental agility, demonstrated in 90 minutes, defines match day performance. Soccer serves to be the pinnacle to test the art of decision making of both the team and the coach. The off-field and training behavior of a player serves as catalyst to being a player on the field. Officially inducting the right player or a young prospect into the team is the primordial agenda for both, a scout and a coach. Through our research, we present YODA, a Football Psychometric Toolkit, to analyze and evaluate prospects for various faculties of soccer and assign a Soccer Quotient, based on their Ethics and In-Game Decisions, Emotional State, Team Sense and Lifestyle.

In each YODA Session, the player is presented with 48 various scenarios each of which will elicit different responses from the player. These responses form the base the mental orientation of each player which is evaluated and visualized in this report.

Sports Cognition

Our research in Sports Cognition utilizes explainable AI to enhance athletic performance and training. By analyzing vast datasets from sports activities, we develop models that provide insights into cognitive processes behind athletes' decisions, performance patterns, and injury prevention strategies. This domain seeks to bridge the gap between cognitive science and athletic training, offering innovative solutions for optimizing performance and development

What is YODA?

YODA is a revolutionary psychometric toolkit designed to revolutionize the scouting and coaching landscape in football. It is a comprehensive system that combines the analytical precision of Artificial Intelligence (AI) with the depth of psychometric evaluations to provide a holistic view of a player's potential.

Function

YODA functions by immersing players in simulated match scenarios, meticulously analyzing their responses to gauge cognitive patterns, emotional resilience, and decision-making skills. This analysis is powered by cutting-edge AI algorithms that interpret complex psychological data, translating it into actionable insights for talent development and strategic planning.

Components

YUVA-SQ

A sports suite supported by YODA, YUVA-SQ, assesses players' potential based on performance data, focusing on physical and technical attributes. It captures a player's on-field capabilities, providing a foundational understanding of their skills.

YODA

This toolkit evaluates over 72 specialized player traits, including ambition, attitude towards teammates, reaction to in-game events, and lifestyle outside training. By assessing these traits through real-game simulations, the toolkit offers an unprecedented look into the players' mental makeup.

Together, YUVA-SQ and YODA will offer a 360-degree assessment of football talents, marrying the quantitative analysis of physical performance with the qualitative insights into psychological orientation.

Timeline

2021

Conceptualised and First Amateur team analysis

2022

Initial Cohort(120) completed

2022

First batch of Report Generation

2023

Implemented with BMSIT&M men’s football team for 2022-23 season

The Inspiration Behind YODA

The genesis of YODA was the culmination of a personal journey intertwined with professional insights, fueled by a lifelong fascination with technology and a profound love for football. The spark ignited from playing a simple computer chess game, evolving into a quest to understand artificial intelligence's potential to transform human endeavors, particularly sports.

A key moment of realization occurred on the football pitch, recognizing that while physical skills were quantifiable, the strategic and emotional dimensions of the game remained elusive. This gap between raw talent and the nuanced understanding required for tactical brilliance highlighted the need for a tool that could delve into the players' minds.

Driven by this insight and motivated by personal experiences that bridged technology with the beautiful game, the decision to develop YODA was born. It was conceived as a means to illuminate the mental attributes that elevate a player's game, aiming to blend the art of football with the science of performance analysis. YODA is not just a technological achievement; it is a tribute to the sport, an endeavor to uncover the cognitive strategies that make football truly magnificent.

Labs Involed

BRAIN-HPAC Laboratory

Department of Artificial Intelligence and Machine Learning

BMS Institute of technology & Management, Bengaluru, Karnataka 560064

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Cognition Laboratory

Department of Computer Science and Engineering

Shiv Nadar University Chennai, Chennai, TamilNadu, 600103

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