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 / lib76ae66eb85bef2f5

Entrepreneurs Guide Equity Compensation

In a sentence

A practical guide to the full spectrum of employee equity-compensation vehicles and, more importantly, to the culture-building practices that turn stock ownership into superior business performance.

Written by the employee-ownership consulting staff of the Beyster Institute at UC San Diego, The Entrepreneur's Guide to Equity Compensation demystifies stock grants, stock purchase programs, stock options, ESPPs, ESOPs, 401(k) stock, deferred compensation, and synthetic equity, then situates all of them inside a seven-step 'Equity Sharing Journey.' Grounded in decades of consulting with hundreds of companies and in academic research showing productivity and growth gains for equity-sharing firms, the book argues that simply adopting a plan is not enough: real performance gains come only when leaders select the right vehicle for their goals and then build an 'ownership culture' by educating employees, sharing financial information, and inviting participation. Entrepreneurs, executives, advisors, and investors get a clear map through complex tax, accounting, securities, and international considerations plus the human dynamics needed to make ownership 'real' for employees.

The four lenses

Science
Statistics
Systems
Strategy

The model

A causal model in which the design of equity-compensation programs, combined with culture-building conditions (education, information sharing, participation), shapes employee ownership attitudes and behaviors, which in turn drive business performance and value-creation outcomes.

Equity Plan Design and Selectiondesign lever

The deliberate choice and structuring of an equity-compensation vehicle (stock grants, options, ESPP, ESOP, 401(k) stock, deferred comp, or synthetic equity) aligned to company goals, stage, tax, accounting, securities, and cash-flow realities.

Meaningfulness of Ownership Stakedesign lever

The degree to which the equity awarded to employees is financially significant enough to justify extra effort, rather than token or symbolic amounts, including the size and frequency of awards.

Employee Education About Ownership and Businesscontextual condition

The ongoing training that helps employees understand the equity program itself and the company's financial workings, key value drivers, and how their jobs affect the bottom line ('open-book management').

Financial Information Sharingcontextual condition

The practice of giving employees real-time access to the numbers, goals, and performance measures by which the company is judged so they can gauge the impact of their efforts ('line of sight').

Employee Participation and Empowermentcontextual condition

The extent to which employees are involved in decision-making and empowered to take initiative, solve problems, and improve operating processes rather than returning to business as usual.

Ownership Attitudes (Thinking Like an Owner)psychological state

Employees' psychological sense of belonging, commitment, motivation, and caring about the fortunes of the company that arises when they hold and understand a meaningful equity stake.

Ownership Behaviorsbehavioral pattern

Productive behaviors employee-owners exhibit, such as cost consciousness, customer focus, extra effort, innovation, shared responsibility, and proactive improvement of how work gets done.

Employee Recruitment and Retentionoutcome metric

The company's ability to attract and keep talented employees, strengthened by vesting schedules and layered annual equity awards that reward continued service.

Business Performanceoutcome metric

Improvements in productivity, profitability, growth, and competitiveness that the book associates with well-implemented employee ownership (e.g., productivity gains and higher growth rates versus peers).

Shareholder Value and Company Valueoutcome metric

The overall increase in the enterprise's market/economic value that benefits all shareholders, including owners and employee-shareholders, when performance improves.

How they connect

equity plan design → influences ownership stake meaningfulness
ownership stake meaningfulness → predicts ownership attitudes
equity plan design → predicts ownership attitudes
employee education → moderates ownership attitudes
information sharing → moderates ownership behaviors
employee participation → moderates ownership behaviors
ownership attitudes → predicts ownership behaviors
ownership behaviors → predicts business performance
equity plan design → predicts employee retention
employee retention → influences business performance
business performance → predicts shareholder value
ownership stake meaningfulness → influences employee retention

The story

The reader An entrepreneur or executive who wants to build a high-performing, competitive company and get more out of the people on whom the business depends.

External problem

They need to recruit, retain, and motivate top talent while managing cash, taxes, dilution, and legal complexity.

Internal problem

They feel that success is maddeningly dependent on others and worry about giving away control, disclosing information, or picking the wrong plan.

Philosophical problem

Those who help build a company's value should own a share of it in a manner consistent with their contribution.

The plan

Define a vision and objectives for equity sharing.
Address owners' fears and concerns about equity sharing.
Review the available tools for sharing equity.
Select the right tools and create the program.
Implement the program with experienced professional advisors.
Teach employees to think and act like owners.
Attend to regular maintenance, monitoring, and reevaluation.

Success

A galvanized, informed workforce that thinks and acts like owners.
Higher productivity, profitability, retention, and company value.
Liquidity and wealth-building opportunities for owners and employees alike.
A leader freed to delegate as employees take on responsibility and initiative.

At stake

Rolling out an equity program that gets nowhere, like companies that gained no performance advantage.
Underwater options, disengaged employees, or unexpected tax and securities problems.
Losing key talent to competitors and forfeiting the competitive advantage of an ownership culture.

Questions this book answers

What are the available vehicles for sharing equity with employees and how do they differ?
How should a company choose the right equity-compensation vehicle for its goals, stage, and circumstances?
Why do some employee-ownership companies dramatically outperform peers while others gain nothing?
How do tax, accounting, securities, and international rules constrain plan design?
What does it take to build an ownership culture that turns equity into higher business performance?

Glossary

Equity Plan Design and Selection: The deliberate choice and structuring of an equity-compensation vehicle aligned to company vision, strategic objectives, and practical constraints.
Meaningfulness of Ownership Stake: The degree to which awarded equity is financially significant enough to motivate extra effort rather than being token or symbolic.
Employee Education About Ownership and Business: Ongoing training that builds employees' understanding of the equity program and the company's financial drivers and performance measures.
Financial Information Sharing: The practice of providing employees real-time access to company financial and performance information so they can judge their impact.
Employee Participation and Empowerment: The extent to which employees are empowered to make decisions, take initiative, and improve how work is done.
Ownership Attitudes (Thinking Like an Owner): Employees' psychological commitment, motivation, and sense of caring about the company's fortunes stemming from a meaningful, understood equity stake.
Ownership Behaviors: The productive, owner-like behaviors employees display, such as cost consciousness, customer focus, initiative, and innovation.
Employee Recruitment and Retention: The organization's success in attracting and keeping talented employees, reinforced by equity vesting and layered awards.

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