What is PeopleAnalyst?

PeopleAnalyst is the front door for people-analytics research: 205+ works indexed and profiled, 40+ citation-grade findings extracted, and peer-reviewed behavioral science translated from academic to actionable — the missing manual for the people analytics you always meant to do.

What is people analytics?

People analytics is not a dashboard. It is behavioral science and statistical inference applied to workforce decisions — a discipline with its own methodology, spanning measurement, organizational design, talent, leadership, and analytics craft.

Why does AI in HR need measurement science?

AI is being deployed in high-stakes people decisions — hiring, performance, attrition — without the measurement science to evaluate whether it works or whom it harms. Construct validity, effect sizes, and criterion validity are the vocabulary for asking an AI vendor the right questions.

How is the research made accessible?

The evidence is indexed and searchable: 205+ works, 40+ citation-grade insight cards, and 8 research arcs, so the right finding reaches the right decision at the right time.

What separates good people measurement from assertion?

Good measurement has a method: construct validity, reliability, and effect-size interpretation are not optional — they are what separates evidence from assertion.

library / lib9223cd3c44395fda

Sum It Up 1 098 Victories

In a sentence

Legendary basketball coach Pat Summitt recounts her record-breaking career built on fierce discipline and deep care, and her courageous public battle with early-onset Alzheimer's disease.

In "Sum It Up," Pat Summitt, the winningest coach in college basketball history, offers a raw and inspiring look at her life, from her hardscrabble upbringing on a Tennessee farm to her unprecedented success with the Tennessee Lady Vols. This is more than a basketball story; it's a blueprint for leadership forged through relentless hard work, a demand for excellence, and a profound love for her players, whom she pushed to greatness while ensuring a 100% graduation rate. When faced with her toughest opponent—early-onset Alzheimer's disease—Summitt confronts it with the same tenacity and grace that defined her career, making her final seasons a powerful testament to a life lived with purpose, courage, and an unbreakable will to win.

The four lenses

Science
Statistics
Systems
Strategy

The model

A model inferred from Pat Summitt's memoir 'Sum It Up', illustrating how her coaching philosophy, characterized by high demands and deep personal care, fosters player resilience, accountability, and a strong team culture, ultimately leading to both exceptional on-court success and long-term personal and professional achievement for her players.

Principled Coaching Philosophydesign lever

The coach's overarching framework for leadership, emphasizing discipline, hard work, respect, and personal responsibility, consistently applied in all team activities as a method for teaching both basketball and life skills.

Demanding Work Ethicdesign lever

The institutionalization of maximal physical and mental effort as the non-negotiable standard for all team-related activities, including practice, conditioning, and game play, designed to push players beyond their perceived limits.

Unconditional Care for Playersdesign lever

The coach's demonstrated personal investment in players' well-being beyond their athletic performance, encompassing their academic success, personal development, and family life, which builds a crucial foundation of trust.

Player Resilience and Toughnesspsychological state

The individual player's psychological capacity to withstand intense pressure, overcome adversity and setbacks, and maintain or elevate performance levels in the face of physical and mental stress.

Team Cohesion and Family Culturepsychological state

The degree of mutual trust, support, and interpersonal connection among team members and staff, creating a 'sisterhood' where collective goals and welfare supersede individual agendas.

Player Accountability and Ownershipbehavioral pattern

The behavioral pattern where players accept personal responsibility for their actions, effort, and their role in the team's collective success or failure, proactively leading and addressing issues without needing direct coaching intervention.

On-Court Competitive Successoutcome metric

The aggregate achievement of the team in formal competition, including wins, conference titles, and national championships.

Long-Term Player Successoutcome metric

The achievement of players in their personal and professional lives after their athletic careers have concluded, reflecting the transfer of skills and character developed within the program.

How they connect

principled coaching philosophy → influences player resilience and toughness
principled coaching philosophy → influences player accountability and ownership
demanding work ethic → influences player resilience and toughness
unconditional care for players → influences team cohesion and family culture
unconditional care for players → influences player resilience and toughness
player resilience and toughness → predicts on court competitive success
team cohesion and family culture → predicts on court competitive success
player accountability and ownership → predicts on court competitive success
player accountability and ownership → predicts long term player success
team cohesion and family culture → predicts long term player success

The story

The reader The reader is an ambitious athlete, coach, leader, or anyone facing a significant personal or professional challenge. They want to achieve greatness and build a meaningful legacy, but feel uncertain, overwhelmed by pressure, or afraid of failure and adversity.

External problem

Facing intense competition, personal setbacks, high expectations, or a daunting diagnosis that threatens one's identity and goals.

Internal problem

Feeling inadequate, fearful of failure, frustrated by limitations, and unsure of possessing the inner strength to persevere through hardship.

Philosophical problem

It is fundamentally wrong for human potential to be wasted because of fear, a lack of discipline, or a willingness to surrender when faced with adversity.

The plan

Commit to a disciplined set of principles for success.
Confront your weaknesses and challenges head-on without making excuses.
Build a 'family' around you that offers both tough love and unconditional support.

Success

Becoming a resilient and respected leader who achieves peak performance.
Building a legacy defined by impact, character, and strong relationships.
Facing life's toughest challenges with courage, grace, and a clear plan.
Inspiring others through an example of toughness and heart.

At stake

Remaining stuck, allowing fear and adversity to define your life.
Falling short of your true potential and living with regret.
Failing to build a lasting, positive legacy.
Surrendering to challenges instead of overcoming them.

Questions this book answers

How did a tough upbringing on a Tennessee farm shape one of the world's most successful coaches?
What are the core principles of Pat Summitt's demanding yet deeply caring coaching philosophy?
How did Summitt build a dynasty in women's basketball, winning eight national championships and 1,098 games?
How did Pat Summitt confront her diagnosis of early-onset Alzheimer's disease, and what can we learn from her decision to coach through it publicly?

Glossary

Principled Coaching Philosophy: The coach's overarching framework for leadership, emphasizing discipline, hard work, respect, and personal responsibility, consistently applied in all team activities as a method for teaching both basketball and life skills.
Demanding Work Ethic: The institutionalization of maximal physical and mental effort as the non-negotiable standard for all team-related activities, including practice, conditioning, and game play, designed to push players beyond their perceived limits.
Unconditional Care for Players: The coach's demonstrated personal investment in players' well-being beyond their athletic performance, encompassing their academic success, personal development, and family life, which builds a crucial foundation of trust.
Player Resilience and Toughness: The individual player's psychological capacity to withstand intense pressure, overcome adversity and setbacks, and maintain or elevate performance levels in the face of physical and mental stress.
Team Cohesion and Family Culture: The degree of mutual trust, support, and interpersonal connection among team members and staff, creating a 'sisterhood' where collective goals and welfare supersede individual agendas.
Player Accountability and Ownership: The behavioral pattern where players accept personal responsibility for their actions, effort, and their role in the team's collective success or failure, proactively leading and addressing issues without needing direct coaching intervention.
On-Court Competitive Success: The aggregate achievement of the team in formal competition, including wins, conference titles, and national championships.
Long-Term Player Success: The achievement of players in their personal and professional lives after their athletic careers have concluded, reflecting the transfer of skills and character developed within the program.