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 / lib6f3f57cae72d297a

Primed to Perform Doshi Mcgregor

In a sentence

To build a truly high-performing and adaptive organization, leaders must shift from using traditional rewards and pressure to systematically cultivating a culture that maximizes 'Total Motivation'—the powerful psychological state driven by the play, purpose, and potential found in the work itself.

Most leaders agree that culture is critical to success, but building a great one often feels like practicing a mysterious art. 'Primed to Perform' demystifies this magic by presenting a simple, predictive science of human motivation. The book reveals that 'why' we work determines 'how well' we work, introducing six core motives that drive performance. It distinguishes between tactical performance (executing a plan) and the often-neglected adaptive performance (innovating beyond the plan), showing how to balance both. By providing a powerful diagnostic tool called the Total Motivation (ToMo) Factor and a practical framework of cultural 'keys'—from role design to leadership—the book equips any leader to overcome common biases, stop managing through counterproductive pressure, and engineer a thriving, adaptive culture where people are genuinely primed to perform at their peak.

The four lenses

Science
Statistics
Systems
Strategy

The model

This causal model outlines how specific organizational design levers, termed the 'Keys of Culture,' shape the psychological state of Total Motivation in employees. Total Motivation—the net balance of direct motives (play, purpose, potential) over indirect motives (pressures, inertia)—is the primary mediator that drives adaptive and tactical performance. These performance behaviors, in turn, determine overall organizational outcomes like profitability, innovation, and customer satisfaction, while low Total Motivation leads to maladaptive behaviors that degrade performance.

Cultural Design Levers (Keys to Culture)design lever

The set of interdependent organizational systems, structures, and leadership practices that collectively shape the employee experience and determine the balance of motives. These are the primary tools for engineering a high-ToMo culture.

Total Motivation (ToMo)psychological state

The net psychological state resulting from the six motives for working. It is calculated by weighting and summing the direct motives (play, purpose, potential) and subtracting the weighted and summed indirect motives (emotional pressure, economic pressure, inertia). High ToMo is the essential fuel for adaptive performance.

Adaptive Performancebehavioral pattern

The ability of an individual or organization to effectively diverge from a plan to navigate volatility, uncertainty, complexity, and ambiguity (VUCA). It manifests as creativity, problem-solving, persistence, and proactive citizenship behaviors.

Tactical Performancebehavioral pattern

The ability of an individual or organization to effectively execute against a predetermined plan, process, or strategy. It is characterized by efficiency, consistency, and adherence to established procedures.

Maladaptive Performance (Cobra Effects)behavioral pattern

Behaviors that appear to meet tactical goals but ultimately harm the organization, its customers, or its culture. These are unintended negative consequences (cobra effects) that arise from low Total Motivation, such as gaming metrics, hiding information, or unethical shortcuts.

Organizational Performanceoutcome metric

The ultimate measure of an organization's success, encompassing financial results, customer loyalty, market position, and long-term viability. It is the aggregate outcome of the patterns of adaptive, tactical, and maladaptive performance within the organization.

How they connect

cultural design levers → influences total motivation
total motivation → predicts adaptive performance
total motivation → predicts tactical performance
total motivation − predicts maladaptive performance
adaptive performance → predicts organizational performance
tactical performance → predicts organizational performance
maladaptive performance − predicts organizational performance

The story

The reader A leader, manager, or executive who is responsible for their team's or organization's performance. They want to create a thriving, successful workplace, but they find culture to be an elusive, 'soft' concept that they don't know how to build or manage effectively.

External problem

The organization's strategy is failing to deliver results, performance is stagnating, innovation is lacking, and the 'magic' of the early days is gone.

Internal problem

The leader feels frustrated, confused, and ill-equipped to fix the 'people problems.' They worry that building a great culture is an art they weren't born with.

Philosophical problem

It's just plain wrong for workplaces to be demotivating, soul-crushing environments where human potential is squandered.

The plan

Understand the science of the six motives and Total Motivation (ToMo).
Use the ToMo Factor, a simple survey tool, to measure and diagnose your culture's strength.
Systematically re-engineer your culture using the book's practical frameworks for leadership, role design, career paths, and performance management.

Success

The leader becomes a 'fire starter' who can systematically build and sustain a legendary culture.
The organization becomes highly adaptive, innovative, and resilient.
Employees are more engaged, creative, and productive.
The organization achieves superior results, including higher profitability and customer satisfaction.

At stake

The leader continues to rely on gut instinct and flawed management practices that destroy motivation.
The organization remains 'frozen,' unable to adapt to market changes, and falls into a death spiral of declining performance.
Top talent leaves, and the workplace remains a source of frustration and misery for those who stay.

Questions this book answers

What are the fundamental reasons people work, and how do these motives impact performance?
How can we measure the strength of a culture and its impact on the bottom line?
What is the difference between tactical and adaptive performance, and how can an organization excel at both?
Why do common management practices like performance-based pay and stack rankings often backfire and destroy performance?
What are the specific, actionable levers (or 'keys') that leaders can use to systematically build and sustain a high-performing, adaptive culture?

Glossary

Cultural Design Levers (Keys to Culture): The seven primary organizational systems that leaders can intentionally design to influence the motives of their people. They are Leadership, Identity, Role Design (The Playground), Career Paths (The Land of a Thousand Ladders), Compensation, Community (The Hunting Party), and Performance Management. When aligned to increase direct motives and decrease indirect motives, they create a high-ToMo culture.
Total Motivation (ToMo): A measure of the quality of an individual's motivation for performing an activity. It represents the net effect of direct motives, which are linked to the work itself and enhance performance, and indirect motives, which are disconnected from the work and often harm performance. High ToMo indicates that an individual's work is primarily driven by play, purpose, and potential.
Adaptive Performance: The capacity to effectively respond to and innovate within a changing environment. It is the ability to diverge from a set plan or script to solve novel problems, create new solutions, persist through challenges, and contribute to the collective good of the team or organization.
Tactical Performance: The effectiveness and efficiency with which an individual or organization executes a known plan or process. It is about adherence to a script, meeting defined metrics, and producing consistent, predictable output.
Maladaptive Performance (Cobra Effects): Behaviors driven by a desire to alleviate indirect pressure by finding the shortest path to a reward or away from punishment, even if that path subverts the system's intent and causes long-term harm. It is the emergence of unintended, destructive consequences from a poorly designed, low-ToMo system.
Organizational Performance: The aggregate success of an organization in achieving its strategic and financial objectives. It reflects the organization's ability to create value for its stakeholders, including customers, employees, and shareholders, over the long term.

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