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 / lib47da30cfdf59bab9

First, Break All the Rules_ What the World_s Greatest Managers Do Differently

In a sentence

Based on Gallup's massive study of over 80,000 managers and a million employees, this book reveals that great managers reject conventional wisdom and instead select for talent, define outcomes, focus on strengths, and find the right fit for each person.

First, Break All the Rules distills decades of Gallup research—interviews with more than 80,000 managers and surveys of over a million employees—into a clear, evidence-based account of what the world's greatest managers do differently. The book's central discovery is that talented employees stay and perform because of their immediate manager, not the company's perks, pay, or leadership. It introduces the Q12, a validated 12-item measuring stick of workplace strength linked to productivity, profitability, retention, and customer satisfaction, and the Four Keys great managers turn: select for talent (not just experience or willpower), define the right outcomes (not the right steps), focus on strengths (not weaknesses), and find the right fit (not just the next rung up). Grounded in neuroscience and rigorous meta-analysis, it overturns cherished beliefs—that anyone can be anything, that you should fix weaknesses, that you should treat everyone the same—and shows managers how to capitalize on each person's enduring, unique talents. It is a practical, provocative guide for any manager who wants to turn human nature into sustained performance.

The four lenses

Science
Statistics
Systems
Strategy

Talent Identification and Selection

To ensure new hires are selected based on their innate talents aligning with the role's requirements, leading to optimal performance and job satisfaction.

When to use: When a new position is opened or an existing one becomes vacant and needs to be filled.

Step 1Define the specific striving, thinking, and relating talents required for success in the role.
Entry: A clear understanding of the role's responsibilities and objectives.
Exit: A documented talent profile for the position is created.
In: Role requirements, Organizational goals · Out: A defined talent profile for the position
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Step 2Schedule a dedicated talent interview, separate from logistical discussions.
Entry: A qualified candidate has been identified for an interview.
Exit: The interview is scheduled and the candidate is briefed on the format.
In: List of qualified candidates · Out: Scheduled talent interview
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Step 3Conduct the interview using open-ended questions and active listening.
Entry: The interview has begun.
Exit: A comprehensive set of notes on the candidate's responses and observed talents is compiled.
- When to probe deeper into a specific response.
- When to move on to a new line of questioning.
In: Defined talent profile, List of open-ended questions · Out: Assessment of candidate's talents
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Step 4Assess the candidate against the defined talent profile.
Entry: The talent interview is complete.
Exit: A decision on the candidate's talent fit is made.
- Does the candidate's talent profile align with the role's requirements?
In: Interview notes, Defined talent profile · Out: Candidate assessment
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Step 5Select the candidate whose talents best align with the role.
Entry: All candidates have been assessed.
Exit: An offer is extended to the selected candidate.
- Which candidate is the best fit for the role based on talent?
In: Candidate assessments · Out: Hired employee
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Define Performance Outcomes

To provide employees with clear, results-oriented goals, giving them the autonomy to use their unique talents to determine the best path to achieve those goals.

When to use: During goal-setting periods, performance reviews, or when onboarding a new employee to a role.

Step 1Identify the desired outcomes that are valuable to customers and the organization.
Entry: Understanding of customer needs and organizational strategy.
Exit: A list of critical outcomes for a given role or project is defined.
- Which outcomes are most critical to measure?
In: Customer value propositions, Organizational strategy, Role responsibilities · Out: Defined performance outcomes
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Step 2Communicate the defined outcomes clearly to all relevant employees.
Entry: Outcomes have been defined.
Exit: Employees understand and have acknowledged their performance outcomes.
In: Defined performance outcomes · Out: Aligned employee expectations
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Step 3Grant employees the autonomy to find their own methods to achieve the outcomes.
Entry: Outcomes have been clearly communicated.
Exit: Employees are actively working towards outcomes using their own methods.
In: Employee talent and capabilities · Out: Increased employee ownership and engagement
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Step 4Measure and evaluate performance based on the achievement of the defined outcomes.
Entry: A performance period has concluded.
Exit: Performance has been evaluated against the agreed-upon outcomes.
- Are employees effectively meeting the defined outcomes?
In: Performance data, Defined performance outcomes · Out: Performance evaluation
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Align Roles with Strengths (Casting)

To continuously ensure that employees are in roles that best leverage their natural talents and strengths, maximizing their performance and engagement.

When to use: When an employee is underperforming, seems disengaged, or during regular career development discussions.

Step 1Identify each team member’s unique strengths and talents.
Entry: Manager has an established working relationship with the employee.
Exit: A clear understanding of the employee's key strengths is documented or understood by the manager.
In: Performance data, Managerial observations · Out: Profile of employee strengths
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Step 2Discuss career aspirations, strengths, and weaknesses with the employee.
Entry: A need to evaluate role fit has been identified.
Exit: Shared understanding of the employee's aspirations and perceived strengths.
In: Employee's self-assessment, Manager's observations · Out: Documented career discussion
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Step 3Evaluate the employee's current role fit and performance against their identified strengths.
Entry: Employee strengths and aspirations are understood.
Exit: An assessment of the current role fit is complete.
- Is the employee miscast in their current role?
In: Profile of employee strengths, Current role requirements, Performance data · Out: Role fit assessment
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Step 4Identify and explore alternative roles or pathways that better leverage the employee's talents.
Entry: A potential role misfit has been identified.
Exit: One or more potential alternative roles are identified.
In: Role fit assessment, Knowledge of other roles in the organization · Out: List of potential new roles or pathways
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Step 5Decide on the best path forward: coaching, re-assignment, or separation.
Entry: Alternative roles have been explored.
Exit: A clear action plan for the employee's role is decided.
- Should the employee be coached, re-assigned, or let go?
In: Role fit assessment, List of potential new roles · Out: Employee development or transition plan
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Step 6Implement the role change, potentially using a trial period.
Entry: A decision to re-assign the employee has been made.
Exit: The employee has successfully transitioned to the new role or completed the trial period.
In: Employee transition plan · Out: Employee in a better-fitting role
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Performance Management and Development

To foster continuous growth, engagement, and high performance through a structured, frequent routine of manager-employee interaction that focuses on strengths and future development.

When to use: As a recurring management routine, conducted at least every six months, but ideally more frequently.

Step 1Establish a frequent, recurring schedule for performance management meetings.
Entry: Manager has direct reports.
Exit: A recurring schedule for performance meetings is set for each employee.
In: Team roster · Out: Performance meeting schedule
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Step 2Identify top performers to strategically invest more time and resources.
Entry: Manager has assessed the relative performance of team members.
Exit: Manager has a clear plan for allocating their time and focus across the team.
- Who are the top performers on the team?
- How can I best invest my time to support them?
In: Performance data, Individual employee profiles · Out: Prioritized coaching plan
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Step 3Discuss recent performance by reviewing actions, discoveries, and partnerships.
Entry: A scheduled performance meeting is taking place.
Exit: A clear picture of the employee's recent performance and learning is established.
In: Employee's recent work · Out: Summary of recent performance
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Step 4Shift the conversation to focus on future goals and development.
Entry: Past performance has been discussed.
Exit: The employee's forward-looking goals and plans are clarified.
In: Summary of recent performance · Out: Clarified future goals
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Step 5For top performers, tailor expectations and remove obstacles.
Entry: Manager is meeting with a top performer.
Exit: The top performer has tailored goals and a clear path to achieve them.
In: Understanding of top performer's strengths and motivations · Out: Enhanced performance from top employees
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Step 6Document the employee's responses to maintain a record and ensure accountability.
Entry: The performance meeting has concluded.
Exit: A summary of the meeting is documented.
In: Employee responses from the meeting · Out: A comprehensive record of performance discussions
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Mitigate Weaknesses with Support Systems

To help employees succeed despite their non-talent areas by providing tools, processes, or partnerships that work around their weaknesses, allowing them to focus on their strengths.

When to use: When an otherwise effective employee is struggling with a specific aspect of their job that is not one of their strengths.

Step 1Identify the specific weakness impacting the employee’s performance.
Entry: A performance issue has been observed.
Exit: The root weakness is clearly identified.
In: Employee performance data, Managerial observations · Out: Identified employee weakness
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Step 2Evaluate whether the weakness is manageable or indicates a fundamental misfit.
Entry: The weakness has been identified.
Exit: A decision is made on whether a support system is a viable solution.
- Is this a manageable weakness or a sign the employee is miscast?
In: Identified employee weakness, Role's core talent requirements · Out: Viability assessment for a support system
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Step 3Design and implement a tool, system, or partnership to support the employee.
Entry: A decision has been made to implement a support system.
Exit: The support system is in place and the employee is trained on its use.
In: Understanding of the weakness, Available resources (tools, personnel) · Out: Implemented support system
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Step 4Regularly review the effectiveness of the support system and adjust as necessary.
Entry: The support system has been in use for a period of time.
Exit: The support system is confirmed to be effective or is adjusted/replaced.
In: Employee feedback, Updated performance data · Out: Improved employee performance in the target area
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Create Recognition and Reward Systems

To build organizational structures for compensation and recognition that value and reward excellence in any role, reducing pressure for employees to seek unwanted promotions simply for status or pay.

When to use: When designing or overhauling career paths, compensation plans, and employee recognition programs.

Step 1Define multiple levels of achievement and criteria for excellence within each key role.
Entry: A need to improve career pathing and recognition is identified.
Exit: A framework of achievement levels for key roles is created.
- What are the meaningful levels of expertise for a given role?
In: Job descriptions, Performance standards · Out: Defined achievement levels for roles
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Step 2Design and implement recognition programs that celebrate excellence in all roles.
Entry: Achievement levels are defined.
Exit: Recognition programs are active and communicated.
- What forms of recognition are most meaningful to employees?
In: Employee feedback, Defined achievement levels · Out: Active recognition programs
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Step 3Design and implement a 'broadbanding' pay structure.
Entry: A review of the current compensation structure is initiated.
Exit: A broadbanding pay plan is approved and documented.
- How wide should the pay bands be?
- How much should the pay bands for different levels overlap?
In: Current pay structures, Market salary data · Out: Broadbanding pay plan
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Step 4Communicate the new recognition and compensation structures transparently to all employees.
Entry: New systems have been approved.
Exit: Employees understand the new career and compensation frameworks.
In: Broadbanding pay plan, Recognition program details · Out: Informed employee base
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Step 5Adjust employee pay based on demonstrated expertise and performance within their role.
Entry: Performance review cycle is active.
Exit: Compensation is adjusted according to the broadbanding plan.
In: Performance metrics, Broadbanding pay plan · Out: Performance-based compensation adjustments
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A candidate measure

First, Break All the Rules_ What the World_s Greatest Managers Do Differently — derived measurement candidates

Selecting for Talent

Proportion of hires made using talent profiles; Quality-of-hire performance outcomes; Interview question/listen-for validation