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 / libf1f536a205073476

Uncharitable How Restraints on Nonprofits Undermine

In a sentence

The book argues that the traditional rules and expectations imposed on nonprofits—low overhead, limited compensation, no risk, and no advertising—are based on an outdated Puritanical morality and severely undermine their potential to solve major social problems.

This book presents a radical thesis: our entire system of charity is broken. For centuries, we've shackled nonprofits with a set of rules rooted in Puritanical self-denial, preventing them from using the powerful tools of capitalism—competitive compensation, risk-taking, advertising, and access to investment capital—that have proven so effective in the for-profit world. Author Dan Pallotta, drawing from his experience creating record-breaking fundraising events, argues that this 'nonprofit ideology' creates an economic apartheid, starving charities of the resources and talent needed to solve humanity's greatest problems like poverty, disease, and hunger. 'Uncharitable' is a manifesto that calls for an uprising against this dysfunctional morality, demanding that we judge charities not by their overhead, but by the scale of their dreams and the magnitude of their results.

The four lenses

Science
Statistics
Systems
Strategy

The model

This model illustrates the core argument of 'Uncharitable.' It posits that a prevailing 'Puritanical Nonprofit Ideology' suppresses key organizational capacities by enforcing restraints on compensation, advertising, risk, investment, and capital access. The author argues that removing these restraints by implementing five corresponding 'Design Levers' will unlock these capacities, leading to large-scale social problem solving.

Prevalence of Puritanical Nonprofit Ideologycontextual condition

The degree to which a society's cultural beliefs about charity are rooted in a Puritanical ethos that equates charity with self-deprivation, views profit and self-interest as immoral, and polices nonprofits through a focus on low overhead rather than outcomes.

Market-Based Compensationdesign lever

The freedom for nonprofits to offer salaries, bonuses, and other incentives that are competitive with the for-profit sector, based on the value an individual produces, in order to attract and retain top-tier talent.

Freedom to Advertisedesign lever

The ability and cultural permission for nonprofits to invest significantly in paid, large-scale advertising and marketing to build brand awareness and generate demand for their causes, competing directly with consumer products for the public's discretionary spending.

Permission for Risk-Takingdesign lever

The cultural and financial tolerance for nonprofits to experiment with new fundraising models, untested program strategies, and bold initiatives, where failure is accepted as a necessary part of learning and innovation rather than being condemned as immoral waste.

Support for Long-Term Investmentdesign lever

The encouragement for nonprofits to use current funds to invest in long-term capacity, such as leadership development, technology, and systems (i.e., 'overhead'), with the goal of achieving greater scale and impact in the future, free from the pressure to maximize immediate program spending.

Access to Growth Capitaldesign lever

The ability for nonprofits to attract large-scale investment capital from a for-profit capital market, for instance through a 'stock market for charity,' by offering a financial return to investors, thereby providing the fuel for massive growth and expansion.

Talent Attraction and Retentionbehavioral pattern

The ability of the nonprofit sector to successfully recruit, develop, and retain highly skilled leaders, managers, and innovators, particularly those with top-tier business acumen who could otherwise command much higher salaries in the for-profit sector.

Demand Generation for Causebehavioral pattern

The extent to which a nonprofit actively creates and grows public desire to contribute to its cause, measured by the volume of donations and constituents it attracts. This is a function of its marketing and outreach effectiveness.

Organizational Learning and Innovationbehavioral pattern

The capacity of a nonprofit to generate, test, and scale new ideas for both fundraising and program delivery. This is fostered by a culture that invests in experimentation and learns from both successes and failures to achieve breakthroughs.

Investment in Infrastructure and Growthbehavioral pattern

The degree to which a nonprofit allocates financial resources to building its long-term capacity, including its brand, technology, facilities, and human capital, in order to support future expansion and increase its overall effectiveness.

Capital Availability for Scalebehavioral pattern

The amount of financial capital (both philanthropic and for-profit investment) available to a nonprofit that is explicitly designated for scaling operations, entering new markets, and funding large-scale, long-term initiatives.

Large-Scale Social Problem Solvingoutcome metric

The magnitude, speed, and sustainability of a nonprofit's (or the sector's) impact on a major social problem, moving beyond providing temporary relief to creating systemic, lasting solutions that significantly reduce or eradicate the problem.

How they connect

prevalence of puritanical nonprofit ideology − influences talent attraction and retention
prevalence of puritanical nonprofit ideology − influences demand generation for cause
prevalence of puritanical nonprofit ideology − influences organizational learning and innovation
prevalence of puritanical nonprofit ideology − influences investment in infrastructure and growth
prevalence of puritanical nonprofit ideology − influences capital availability for scale
market based compensation → predicts talent attraction and retention
freedom to advertise → predicts demand generation for cause
permission for risk taking → predicts organizational learning and innovation
support for long term investment → predicts investment in infrastructure and growth
access to growth capital → predicts capital availability for scale
demand generation for cause → influences capital availability for scale
talent attraction and retention → influences large scale social problem solving
organizational learning and innovation → influences large scale social problem solving
investment in infrastructure and growth → influences large scale social problem solving
capital availability for scale → influences large scale social problem solving

The story

The reader The reader is a compassionate person who donates to charities and wants to make a real difference in the world, believing in the power of giving to solve major problems like hunger, disease, and poverty.

External problem

Despite donating money, the major social problems we care about persist and seem unsolvable.

Internal problem

They feel frustrated, cynical, and helpless, questioning whether their donations are truly effective and if charities are wasting money.

Philosophical problem

It's just plain wrong that in a world of such affluence and capability, our best efforts to alleviate suffering are yielding such limited results.

The plan

Understand the flawed Puritanical ideology that underpins our beliefs about charity.
Deconstruct the five key restraints (on compensation, advertising, risk, long-term vision, and capital) that cripple nonprofits.
Reject 'overhead' as a measure of a charity's worth and start asking questions about scale and impact.
Embrace the tools of capitalism as the most powerful engine for solving social problems.
Join a movement to liberate the nonprofit sector and redefine what it means to be charitable.

Success

The reader's giving becomes exponentially more impactful, contributing to charities that are making real, large-scale progress on humanity's most pressing issues.
They feel empowered and optimistic, knowing how to identify and support organizations capable of creating a better world.
We see cures for diseases, the end of hunger, and solutions to poverty within our lifetime.

At stake

The reader will continue to donate to an ineffective system, perpetuating the status quo.
The nonprofit sector will remain starved of resources and talent, and major social problems will continue to plague humanity for generations to come.
Our compassion will be undermined by a dysfunctional system, and our potential to create a better world will go unrealized.

Questions this book answers

Why has the nonprofit sector failed to make significant progress on major social problems like hunger, disease, and poverty, despite billions in donations?
What are the historical and ideological roots of the rules that govern charity, and are they still relevant?
How do the constraints on compensation, risk-taking, advertising, and capital investment cripple the effectiveness of nonprofits?
Why is focusing on 'overhead' and 'efficiency' a misleading and destructive way to evaluate a charity's worth?
How can we unleash the full potential of the nonprofit sector by allowing it to use the tools of free-market capitalism?

Glossary

Prevalence of Puritanical Nonprofit Ideology: The degree to which a society's cultural beliefs about charity are rooted in a Puritanical ethos that equates charity with self-deprivation, views profit and self-interest as immoral, and polices nonprofits through a focus on low overhead rather than outcomes.
Market-Based Compensation: The freedom for nonprofits to offer salaries, bonuses, and other incentives that are competitive with the for-profit sector, based on the value an individual produces, in order to attract and retain top-tier talent.
Freedom to Advertise: The ability and cultural permission for nonprofits to invest significantly in paid, large-scale advertising and marketing to build brand awareness and generate demand for their causes, competing directly with consumer products for the public's discretionary spending.
Permission for Risk-Taking: The cultural and financial tolerance for nonprofits to experiment with new fundraising models, untested program strategies, and bold initiatives, where failure is accepted as a necessary part of learning and innovation rather than being condemned as immoral waste.
Support for Long-Term Investment: The encouragement for nonprofits to use current funds to invest in long-term capacity, such as leadership development, technology, and systems (i.e., 'overhead'), with the goal of achieving greater scale and impact in the future, free from the pressure to maximize immediate program spending.
Access to Growth Capital: The ability for nonprofits to attract large-scale investment capital from a for-profit capital market, for instance through a 'stock market for charity,' by offering a financial return to investors, thereby providing the fuel for massive growth and expansion.
Talent Attraction and Retention: The ability of the nonprofit sector to successfully recruit, develop, and retain highly skilled leaders, managers, and innovators, particularly those with top-tier business acumen who could otherwise command much higher salaries in the for-profit sector.
Demand Generation for Cause: The extent to which a nonprofit actively creates and grows public desire to contribute to its cause, measured by the volume of donations and constituents it attracts. This is a function of its marketing and outreach effectiveness.

Related in the library

Reward Management