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 / libe99a466e0aae1071

The Coaching Habit Bungay Stanier

In a sentence

A busy manager's guide to working less hard and having more impact by making coaching a simple, daily habit built on seven essential questions.

Are you a manager drowning in work, feeling like a bottleneck for a team that depends on you for every answer? "The Coaching Habit" offers a lifeline, arguing that your constant advice-giving is the problem, not the solution. This book demystifies coaching, transforming it from a time-consuming, formal chore into a quick, informal, and powerful daily habit. By mastering just seven essential questions—from "What's on your mind?" to "What was most useful for you?"—you can tame your 'Advice Monster,' empower your team to become more self-sufficient, and focus everyone's energy on the work that delivers real impact and meaning. It’s a practical, funny, and science-backed guide to changing your behavior, working less hard, and becoming the leader your team actually needs.

The four lenses

Science
Statistics
Systems
Strategy

The model

A causal model illustrating how a manager's habit of asking seven essential coaching questions leads to reduced manager overwhelm and increased team impact by fostering employee ownership, focus, learning, and self-sufficiency.

Coaching Habit as Questioningbehavioral pattern

The manager's consistent, habitual practice of using specific, open-ended questions in daily interactions to guide conversations, stimulate thinking, and empower others, rather than providing direct advice or solutions.

Suppression of Advice Monsterbehavioral pattern

The manager's conscious self-restraint from the default urge to immediately offer solutions, opinions, or answers when presented with a problem, instead choosing to maintain a state of curiosity and allow others to find their own path.

Enhanced Employee Ownership and Agencypsychological state

The employee's increased sense of personal responsibility, control, and initiative over their work challenges and solutions, stemming from being prompted to generate their own ideas rather than receiving directives.

Increased Learning and Reflectionpsychological state

The cognitive process by which an employee generates new neural pathways and insights by actively recalling, processing, and articulating the key takeaways from an experience or conversation, thereby embedding the learning.

Sharpened Focus on Prioritiesbehavioral pattern

The process of cutting through conversational fog, symptoms, and multiple competing issues to identify, articulate, and commit to the core challenge or most strategic course of action that will have the greatest impact.

Increased Employee Self-Sufficiencyoutcome metric

The enhanced capability and confidence of an employee to independently solve problems, make decisions, and manage their work without constant managerial intervention or direction, breaking the cycle of overdependence.

Reduced Manager Overwhelmoutcome metric

A decrease in the manager's workload, stress, and feeling of being a bottleneck, resulting from the team's increased self-sufficiency and a reduction in the need for the manager to personally solve every problem.

Increased Work Impact and Meaningoutcome metric

The degree to which work is perceived by employees and managers as both strategically important (impact) and personally significant (meaning), leading to higher engagement, motivation, and performance.

How they connect

coaching habit as questioning → influences suppression of advice monster
coaching habit as questioning → influences enhanced employee ownership and agency
coaching habit as questioning → influences increased learning and reflection
coaching habit as questioning → influences sharpened focus on priorities
suppression of advice monster → predicts reduced manager overwhelm
enhanced employee ownership and agency → predicts increased employee self sufficiency
increased learning and reflection → predicts increased employee self sufficiency
increased employee self sufficiency → predicts reduced manager overwhelm
sharpened focus on priorities → predicts increased work impact and meaning
increased employee self sufficiency → predicts increased work impact and meaning

The story

The reader Busy, well-intentioned managers who feel overwhelmed by their workload and frustrated by their team's over-reliance on them. They want to be effective leaders who develop their people, but they believe they lack the time and formal skills for coaching.

External problem

They are caught in three vicious cycles: their team is over-reliant on them for answers (Overdependence), they are buried in an unsustainable amount of work (Overwhelm), and their work feels disconnected from what is truly meaningful and impactful (Disconnection).

Internal problem

They feel exhausted, stressed, and ineffective. They are frustrated with their team's lack of initiative and anxious about their own inability to get to their 'real' work.

Philosophical problem

It's fundamentally wrong that a manager's role should be to be the chief problem-solver. Great leadership should empower people to solve their own problems, fostering growth and self-sufficiency.

The plan

Learn the New Habit Formula to understand the mechanics of effective behavior change.
Master the Seven Essential Questions, the core tools for your coaching habit.
Practice asking these questions in brief, daily interactions to make coaching a natural, informal act.

Success

The manager becomes a confident, effective leader who works less but has more impact.
Their team becomes more autonomous, engaged, resilient, and self-sufficient.
Work conversations are focused and productive, and everyone is clear on the work that truly matters.

At stake

The manager remains a burnt-out, overworked 'fixer' and a bottleneck to progress.
Their team stays dependent and underdeveloped, never reaching its full potential.
The focus remains on putting out fires rather than doing meaningful, high-impact 'Great Work'.

Questions this book answers

How can busy managers coach effectively in 10 minutes or less?
What are the most powerful questions to unlock a person's potential and foster their development?
How can I break my team's cycle of over-dependence on me for answers and solutions?
How do you build a new leadership habit that actually sticks?
How can I work less hard as a manager but have more impact on my team's performance and engagement?

Glossary

Coaching Habit as Questioning: The manager's consistent, habitual practice of using specific, open-ended questions in daily interactions to guide conversations, stimulate thinking, and empower others, rather than providing direct advice or solutions.
Suppression of Advice Monster: The manager's conscious self-restraint from the default urge to immediately offer solutions, opinions, or answers when presented with a problem, instead choosing to maintain a state of curiosity and allow others to find their own path.
Enhanced Employee Ownership and Agency: The employee's increased sense of personal responsibility, control, and initiative over their work challenges and solutions, stemming from being prompted to generate their own ideas rather than receiving directives.
Increased Learning and Reflection: The cognitive process by which an employee generates new neural pathways and insights by actively recalling, processing, and articulating the key takeaways from an experience or conversation, thereby embedding the learning.
Sharpened Focus on Priorities: The process of cutting through conversational fog, symptoms, and multiple competing issues to identify, articulate, and commit to the core challenge or most strategic course of action that will have the greatest impact.
Increased Employee Self-Sufficiency: The enhanced capability and confidence of an employee to independently solve problems, make decisions, and manage their work without constant managerial intervention or direction, breaking the cycle of overdependence.
Reduced Manager Overwhelm: A decrease in the manager's workload, stress, and feeling of being a bottleneck, resulting from the team's increased self-sufficiency and a reduction in the need for the manager to personally solve every problem.
Increased Work Impact and Meaning: The degree to which work is perceived by employees and managers as both strategically important (impact) and personally significant (meaning), leading to higher engagement, motivation, and performance.