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 / lib4d075c96333924c8

Executive Compensation and Related-Party Disclosure

James Hamilton · 2007

In a sentence

A comprehensive guide explaining the SEC's sweeping 2006 reforms to executive compensation and related-party transaction disclosure, designed to provide investors with unprecedented transparency into how public company executives are paid.

This book serves as an essential manual for corporate officers, directors, and legal professionals navigating the most significant overhaul of executive compensation disclosure in fourteen years. It breaks down the SEC's principles-based regime, focusing on the new Compensation Discussion and Analysis (CD&A) which requires companies to explain the 'why' behind their pay practices, and the revamped Summary Compensation Table that mandates a single total compensation figure. The guide provides detailed explanations of enhanced disclosure requirements for stock options, perquisites, post-employment pay, director independence, and related-party transactions, helping companies ensure compliance, reduce liability, and communicate more effectively with shareholders in the 2007 proxy season and beyond.

The four lenses

Science
Statistics
Systems
Strategy

The model

This model, inferred from the SEC's 2006 executive compensation disclosure reforms explained in the book, posits that specific, principles-based disclosure rules (design levers) mandate greater corporate transparency. This transparency enhances shareholder understanding and director accountability (psychological/behavioral states), leading to more informed investment and voting decisions, which in turn fosters better alignment of executive compensation with performance and improves overall market efficiency and corporate governance (outcomes).

Principles-Based Disclosure Mandatedesign lever

The SEC requirement for companies to provide clear, principles-based narrative disclosure explaining the context and rationale for compensation decisions, exemplified by the Compensation Discussion and Analysis (CD&A) section.

Comprehensive Quantitative Disclosuredesign lever

The SEC requirement to present all elements of compensation in standardized tables, culminating in a single 'Total' compensation figure, and including detailed tables for grants, equity holdings, pensions, and deferred compensation.

Enhanced Governance Disclosuredesign lever

The consolidated and expanded SEC requirements under Item 407 to disclose director independence, compensation committee processes, and the policies and procedures for reviewing and approving related-party transactions.

Plain English Requirementdesign lever

The SEC mandate that all compensation and governance disclosures must be written in clear, concise, and understandable language, avoiding legal jargon and overly complex presentations.

Disclosure Transparency and Completenesspsychological state

The extent to which a company's public filings provide a clear, comprehensive, and understandable picture of its executive compensation policies, decisions, amounts, and related governance structures.

Investor Understandingpsychological state

The degree to which shareholders and other market participants can comprehend the rationale, structure, and total value of executive compensation packages and evaluate the independence and processes of the board.

Board and Committee Accountabilitypsychological state

The heightened sense of responsibility and public scrutiny experienced by boards of directors and compensation committees resulting from certification requirements and public disclosure of their decision-making processes.

Informed Investor Decision-Makingbehavioral pattern

The ability and practice of shareholders to use enhanced compensation and governance disclosures to make more informed investment choices and voting decisions, particularly in the election of directors.

Alignment of Pay and Performanceoutcome metric

The degree to which executive compensation structures and payouts, as a result of increased transparency and accountability, become more closely correlated with corporate performance metrics that drive long-term shareholder value.

Improved Corporate Governance Qualityoutcome metric

The overall enhancement of board of director functions, including committee oversight, director independence, and processes for managing conflicts of interest, as driven by enhanced disclosure requirements.

Capital Market Efficiencyoutcome metric

The broad economic benefit derived from better-informed investors and more accountable corporate management, leading to more accurate asset pricing and more efficient allocation of capital throughout the market.

How they connect

principles based disclosure mandate → influences disclosure transparency and completeness
comprehensive quantitative disclosure → influences disclosure transparency and completeness
enhanced governance disclosure → influences disclosure transparency and completeness
plain english requirement → influences disclosure transparency and completeness
disclosure transparency and completeness → predicts investor understanding
disclosure transparency and completeness → predicts board and committee accountability
investor understanding → predicts informed investor decision making
board and committee accountability → predicts alignment of pay and performance
board and committee accountability → predicts improved corporate governance quality
informed investor decision making → influences alignment of pay and performance
informed investor decision making → influences capital market efficiency
alignment of pay and performance → influences capital market efficiency
improved corporate governance quality → influences capital market efficiency

The story

The reader A corporate officer (CEO, CFO), director (especially on a compensation or audit committee), corporate secretary, or in-house/outside counsel responsible for preparing SEC filings for a public company.

External problem

The SEC has issued the most significant overhaul of executive compensation and related-party disclosure rules in over a decade, creating a complex web of new requirements for the upcoming proxy season.

Internal problem

They are feeling overwhelmed, uncertain about how to interpret the new 'principles-based' requirements like the CD&A, and fearful of making a mistake that could lead to SEC enforcement, shareholder lawsuits, or personal liability under Sarbanes-Oxley certifications.

Philosophical problem

It's wrong that complex federal regulations should prevent a company from being able to clearly and confidently report its own governance and compensation practices to its shareholders.

The plan

Understand the purpose and objectives of the SEC's reforms.
Master the new Compensation Discussion and Analysis (CD&A) requirement.
Learn to populate the revised Summary Compensation Table and all supporting tables.
Implement the enhanced disclosure rules for stock options, related-party transactions, and director independence.
Use the included text of the new rules as a definitive reference for ensuring compliance.

Success

The company files a compliant, clear, and defensible proxy statement that builds investor trust.
The reader feels confident and prepared, reducing legal risk and professional anxiety.
The board and management demonstrate a commitment to strong corporate governance and transparency.
Shareholders gain a clear understanding of the company's compensation philosophy and practices.

At stake

Filing non-compliant disclosures that attract SEC scrutiny, enforcement actions, or shareholder lawsuits.
The CEO and CFO facing personal liability for certifying an inadequate Compensation Discussion & Analysis.
Damaging the company's reputation and shareholder relations through confusing or incomplete disclosures.
Failing to meet the compliance deadlines for the upcoming proxy season.

Questions this book answers

What are the detailed requirements of the SEC's principles-based disclosure regime for executive compensation?
How must companies prepare the new Compensation Discussion and Analysis (CD&A) to be compliant and effective?
What specific data points and calculations are required for the new Summary Compensation Table and its supporting tables?
How does the SEC now define and require disclosure for executive perquisites, stock options, and post-employment benefits?
What are the consolidated and enhanced rules for disclosing director independence, compensation committee processes, and related-party transactions?

Glossary

Principles-Based Disclosure Mandate: The regulatory requirement for companies to provide a holistic, narrative explanation of the objectives, policies, and decisions underlying executive compensation, rather than merely reporting numbers in tables. The key component is the Compensation Discussion and Analysis (CD&A).
Comprehensive Quantitative Disclosure: The regulatory requirement to report all forms of compensation paid to named executive officers and directors in a series of standardized tables, most notably the Summary Compensation Table which includes a final 'Total' compensation column.
Enhanced Governance Disclosure: The regulatory requirement, consolidated in Item 407, to disclose key aspects of a company's corporate governance structure and processes, focusing on director independence, committee functions, and the handling of related-person transactions.
Plain English Requirement: The regulatory mandate that specified disclosures, particularly concerning compensation and governance, must be presented in a clear, concise, and understandable manner, using everyday language and avoiding legalistic or boilerplate text.
Disclosure Transparency and Completeness: The degree to which a company's regulatory filings provide stakeholders with a comprehensive and intelligible view of executive pay practices, governance structures, and potential conflicts of interest, enabling a full understanding of how the company is managed and overseen.
Investor Understanding: The extent to which shareholders comprehend the company's compensation philosophy, the total compensation awarded to executives, and the processes by which the board of directors makes its decisions. This understanding is a prerequisite for informed decision-making.
Board and Committee Accountability: The sense of responsibility and exposure to scrutiny felt by directors, particularly members of the compensation committee, due to the requirements for public disclosure of their processes, recommendations, and the certification of the CD&A by principal officers.
Informed Investor Decision-Making: The act of shareholders using the information from enhanced disclosures to influence corporate policy through voting, particularly in director elections and on compensation-related matters, and to make buy/sell decisions regarding the company's stock.