Nonfiction

When Incentives Become the Moral Language
How Systems Decide For Us When Judgment No Longer Scales
By Kevin Steffensen
How metrics and incentives become the moral language of institutions when coordination outruns shared meaning.
How metrics and incentives become the moral language of institutions when coordination outruns shared meaning.
Offered under open publishing terms (CC BY-SA). Download formats are free where available; purchase links support print editions.
- Type
- Nonfiction · monograph
- Author
- Kevin Steffensen
- Published
- 2026
- Chapters
- 20 chapters
- Formats
- EPUB, PDF, DOCX
On these shelves
Also in Systems and Organizations
View all 9 →Coupling
Cohesion, Consequence, and the Architecture of Responsibility
How Serious Systems Learn
Disciplines for Acting Without Certainty
The Discipline of Uncertainty
Judgment, Restraint, and Decision Quality Under Incomplete Information
Why Collaboration Is So Hard
And Why the Effort Still Matters
When Accountability No Longer Expires
How Legitimate Authority Learns to Survive Harm
Living in Sediment
How Structures Outlive Their Reasons
The question this book explores
What happens when incentives become more portable than judgment?
Why this book exists
Institutions translate care into metrics so decisions can travel across distance and scrutiny. This book follows that translation until proxies stop describing the good and begin substituting for it — while still solving real coordination problems.
Who it is for
Leaders, clinicians, operators, journalists, and readers who live inside dashboards and still feel the questions those dashboards cannot ask.
What it is not
- It is not an argument against measurement or an indictment of everyone who uses metrics.
- It does not treat gaming and fraud as the main story; sincere optimization can still thin judgment.
- It is not a rescue playbook for restoring shared moral language at scale.
Central ideas
A curated handful of concepts and patterns this book develops — not the full inventory.
Concept
Incentives
Incentives are the reward and penalty patterns that influence behavior over time. Incentives include formal metrics, promotion logic, political pressures, funding structures, and social recognition patterns. Incentives do not determine behavior by themselves, but they strongly bias what actors optimize for.
Incentives — open concept pageConcept
Judgment
Judgment names the capacity to decide when understanding is incomplete but harm, coordination, or responsibility will not wait. It becomes important whenever action must proceed under partial information and real consequence. It helps preserve proportionality, answerability, and room for revision, but can fail when judgment hardens into dogma, paralysis, or punitive finality. It differs from certainty because judgment accepts incomplete sight; it differs from preference because judgment weighs consequence beyond taste; it differs from optimization because judgment keeps contestability and human proportion in view; it differs from rule-following because judgment must still respond when rules lag reality.
Judgment — open concept pageConcept
Targets
Targets name a coordination tool that becomes a moral substitute. They become important whenever institutions need comparable progress claims under contested causation and delayed consequences. They help preserve shared benchmarks and timed ambition, but can fail when meeting the number stands in for owning specific tradeoffs publicly. In When Incentives Become the Moral Language, targets mark the domain where harm-reduction aims survive while climate targets and ESG reporting replace responsibility language—net-zero pledges and disclosure frameworks make seriousness legible without settling causal ownership. It differs from accountability because targets measure compliance against a goal; accountability settles who owes what to whom when harm occurs.
Targets — open concept pageConcept
Attention
Attention names the scarce gate between signal and response. It becomes important whenever more reaches a person or institution than can be fully tracked. It helps preserve focus and timely response, but can fail when visibility metrics are mistaken for judgments about importance. In When Incentives Become the Moral Language, attention marks the domain where newsrooms still know some stories matter even if they will not perform—yet operational language shifted toward clicks, shares, and time on page. Audience behavior reflects habit, outrage, and placement, not the same thing as what the public needs for democratic judgment. It differs from bias because attention names the capacity itself; bias names the selective work performed through it.
Attention — open concept pageConcept
Engagement
Engagement names a metric that becomes a moral language. It becomes important whenever institutions need a neutral-seeming account of what audiences or users want. It helps preserve feedback and product learning, but can fail when response volume replaces judgments about importance, quality, or civic consequence. In When Incentives Become the Moral Language, engagement marks the domain where connection aims survive while platforms learn to say users engage with this content instead of we think this content is valuable—behavioral data looks neutral because it describes user actions rather than editorial preference. It differs from attention because attention names the scarce capacity itself; engagement names the scored response that capacity produces.
Engagement — open concept pageConcept
Residue
What remains after collaboration collapses or hardens: mistrust, unspoken corrections, narratives that freeze blame, habits of performed agreement. Residue is structural aftermath, not only interpersonal hurt.
Residue — open concept pagePattern
Learning Collapses
Those who decide sit far from where effects show up. News from the ground does not reliably reach them in time. - Size adds distance from impact - Formal reporting filters or delays signals - Bad news is costly to raise - Good news travels easier than bad news They do not get a clear read in time on what their choices are doing. We're steering off summaries again. Learning collapses when the ground story never reaches this room.
Learning Collapses — open pattern pagePattern
Finality Compensates for Uncertainty
When uncertainty feels intolerable, people reach for closure—harsh judgment, confident speech, or premature alignment. Severity and certainty provide emotional relief where epistemic stability no longer exists. - Ambiguity feels morally unstable - Confidence signals competence - Revision is delayed to preserve calm - Groups reward decisive tone over accurate scope Finality provides relief where certainty no longer exists; insecurity often sits underneath severity. A leader announces an irreversible policy so the room can stop inhabiting doubt together.
Finality Compensates for Uncertainty — open pattern pagePattern
Blame Compresses Complexity
Blame can clarify responsibility and acknowledge harm when systems have produced injury someone must answer for. Villain narratives simplify systems into individuals; structural incentives and shared participation disappear. - Emotional resolution arrives faster than understanding - Learning narrows once a face is assigned - Complexity is traded for moral closure - Scale is experienced as someone else's failure Blame offers relief faster than contact with how the field actually produced the outcome. After a failure, the organization fires one manager while the incentives that shaped everyone's choices stay unnamed.
Blame Compresses Complexity — open pattern page
Inside this book
How the book is organized — parts, chapters, and what each section investigates.
About 173 min of reading across 20 sections in 5 parts.
Part I — The Need for Translation
4 sections
Part I — The Need for Translation
4 sectionsPart II — When the Translation Takes Over
4 sections
Part II — When the Translation Takes Over
4 sectionsPart III — The World the Metric Makes
4 sections
Part III — The World the Metric Makes
4 sectionsPart IV — What Judgment Still Knows
4 sections
Part IV — What Judgment Still Knows
4 sectionsOther sections
4 sections
Other sections
4 sectionsWhere it fits
Suggested reading order and nearby volumes — not a mandatory sequence.
Continue exploring
- Next book — When Interpretation No Longer Matters
- Start with a question — What can a scoreboard settle—and what can it not?
Reading trails featuring this book
Editorial paths that include this book as one stop in a longer sequence.
Full related inventoryShowHide
Complete concept, pattern, and thinker lists for readers who want the full semantic map.
Major concepts
Concept
Abstraction
Abstraction is mediation away from direct encounter: compression of complexity as systems scale, valued when it preserves accountability signal at the boundaries where behavior can still be redesigned
View Concept →
Concept
Abstraction
Abstraction is mediation away from direct encounter: compression of complexity as systems scale, valued when it preserves accountability signal at the boundaries where behavior can still be redesigned
Concept
Attention
Attention names the scarce gate between signal and response. It becomes important whenever more reaches a person or institution than can be fully tracked. It helps preserve focus and timely response, but can fail when visibility metrics are mistaken for judgments about importance. In When Incentives Become the Moral Language, attention marks the domain where newsrooms still know some stories matter even if they will not perform—yet operational language shifted toward clicks, shares, and time on page. Audience behavior reflects habit, outrage, and placement, not the same thing as what the public needs for democratic judgment. It differs from bias because attention names the capacity itself; bias names the selective work performed through it.
View Concept →
Concept
Attention
Attention names the scarce gate between signal and response. It becomes important whenever more reaches a person or institution than can be fully tracked. It helps preserve focus and timely response, but can fail when visibility metrics are mistaken for judgments about importance. In When Incentives Become the Moral Language, attention marks the domain where newsrooms still know some stories matter even if they will not perform—yet operational language shifted toward clicks, shares, and time on page. Audience behavior reflects habit, outrage, and placement, not the same thing as what the public needs for democratic judgment. It differs from bias because attention names the capacity itself; bias names the selective work performed through it.
Concept
Care
Care names a relation, not only a service. It becomes important whenever one person's condition depends on another's ongoing responsiveness. It helps preserve healing aims, dignity, and proportionate response, but can fail when care survives only as private moral weight while public language compresses into auditable categories. In When Incentives Become the Moral Language, care marks the domain where healing aims survive while clinical judgment loses public standing—protocol becomes the safer language under capacity pressure and multiplied oversight. It differs from attention because care carries obligation toward a person, not only selective availability of signal.
View Concept →
Concept
Care
Care names a relation, not only a service. It becomes important whenever one person's condition depends on another's ongoing responsiveness. It helps preserve healing aims, dignity, and proportionate response, but can fail when care survives only as private moral weight while public language compresses into auditable categories. In When Incentives Become the Moral Language, care marks the domain where healing aims survive while clinical judgment loses public standing—protocol becomes the safer language under capacity pressure and multiplied oversight. It differs from attention because care carries obligation toward a person, not only selective availability of signal.
Concept
Distance
Distance names separation between decision and consequence, between action and its effects, between authority and those it governs. It becomes important as coordination extends beyond direct relational encounter—as scale grows and abstraction layers multiply. Distance makes harm harder to trace, feedback slower to arrive, and responsibility harder to locate. It helps coordination reach across space and time, enabling larger and more complex forms of collective action, but it thins the connection between choosers and those who live with the outcomes. As distance opens, action and reflection no longer meet in the same place; decisions travel while bodies receive the consequences; institutions record outcomes in ways that differ from how people experience them. Distance becomes built into the architecture of moral life at scale—not as failure but as structure. The question it raises is: how far does decision travel before consequence is felt? Who can see the full chain between policy and harm? Distance differs from mediation (routing through intermediaries) in that distance is the gap itself, while mediation is what fills or crosses the gap.
View Concept →
Concept
Distance
Distance names separation between decision and consequence, between action and its effects, between authority and those it governs. It becomes important as coordination extends beyond direct relational encounter—as scale grows and abstraction layers multiply. Distance makes harm harder to trace, feedback slower to arrive, and responsibility harder to locate. It helps coordination reach across space and time, enabling larger and more complex forms of collective action, but it thins the connection between choosers and those who live with the outcomes. As distance opens, action and reflection no longer meet in the same place; decisions travel while bodies receive the consequences; institutions record outcomes in ways that differ from how people experience them. Distance becomes built into the architecture of moral life at scale—not as failure but as structure. The question it raises is: how far does decision travel before consequence is felt? Who can see the full chain between policy and harm? Distance differs from mediation (routing through intermediaries) in that distance is the gap itself, while mediation is what fills or crosses the gap.
Concept
Engagement
Engagement names a metric that becomes a moral language. It becomes important whenever institutions need a neutral-seeming account of what audiences or users want. It helps preserve feedback and product learning, but can fail when response volume replaces judgments about importance, quality, or civic consequence. In When Incentives Become the Moral Language, engagement marks the domain where connection aims survive while platforms learn to say users engage with this content instead of we think this content is valuable—behavioral data looks neutral because it describes user actions rather than editorial preference. It differs from attention because attention names the scarce capacity itself; engagement names the scored response that capacity produces.
View Concept →
Concept
Engagement
Engagement names a metric that becomes a moral language. It becomes important whenever institutions need a neutral-seeming account of what audiences or users want. It helps preserve feedback and product learning, but can fail when response volume replaces judgments about importance, quality, or civic consequence. In When Incentives Become the Moral Language, engagement marks the domain where connection aims survive while platforms learn to say users engage with this content instead of we think this content is valuable—behavioral data looks neutral because it describes user actions rather than editorial preference. It differs from attention because attention names the scarce capacity itself; engagement names the scored response that capacity produces.
Concept
Fairness
Fairness names a moral demand that becomes institutional language. It becomes important whenever decisions about what people are owed must be defended under scrutiny. It helps preserve consistency and challengeability, but can fail when process adherence substitutes for an account of contribution, dignity, or context. In When Incentives Become the Moral Language, fairness marks the domain where workforce decisions once required visible judgment about layoffs and promotions—yet discretionary case-by-case reasoning became a weak defense while documented process offered a stronger one. It differs from judgment because fairness can survive as method without anyone authoring the particular call.
View Concept →
Concept
Fairness
Fairness names a moral demand that becomes institutional language. It becomes important whenever decisions about what people are owed must be defended under scrutiny. It helps preserve consistency and challengeability, but can fail when process adherence substitutes for an account of contribution, dignity, or context. In When Incentives Become the Moral Language, fairness marks the domain where workforce decisions once required visible judgment about layoffs and promotions—yet discretionary case-by-case reasoning became a weak defense while documented process offered a stronger one. It differs from judgment because fairness can survive as method without anyone authoring the particular call.
Concept
Formation
Formation names the domain where measurable outcomes replace developmental judgment in schools. Education exists to form human beings
View Concept →
Concept
Formation
Formation names the domain where measurable outcomes replace developmental judgment in schools. Education exists to form human beings
Concept
Harm
Harm names where cost lands when influence is exercised—who absorbs it, who is kept in view, and what displacement is treated as acceptable. It marks the lived consequence of action, authority, design, or coordination. The visibility dimension matters—who is harmed in particular, not on average? Can they name it? Can they respond? Does the system register it or treat it as acceptable loss? Harm continues while interpretation expands, briefings make harm legible without smaller, people can still tell when something is doing harm. The question harm raises—is harm unchanged outside while we analyze inside? When does naming harm substitute for reducing it? The failure mode—harm persists while moral work feels complete, delays continue after excellent postmortems, harm becomes statistical at scale. The restoration path—return to particular harms and people, check effects outside the room after briefings, stop when outcomes for people are unchanged, pair analysis with named remedy attempts, accept harm as inevitable without abandoning response.
View Concept →
Concept
Harm
Harm names where cost lands when influence is exercised—who absorbs it, who is kept in view, and what displacement is treated as acceptable. It marks the lived consequence of action, authority, design, or coordination. The visibility dimension matters—who is harmed in particular, not on average? Can they name it? Can they respond? Does the system register it or treat it as acceptable loss? Harm continues while interpretation expands, briefings make harm legible without smaller, people can still tell when something is doing harm. The question harm raises—is harm unchanged outside while we analyze inside? When does naming harm substitute for reducing it? The failure mode—harm persists while moral work feels complete, delays continue after excellent postmortems, harm becomes statistical at scale. The restoration path—return to particular harms and people, check effects outside the room after briefings, stop when outcomes for people are unchanged, pair analysis with named remedy attempts, accept harm as inevitable without abandoning response.
Concept
Legibility
Legibility names the degree to which work, contribution, harm, or signal can be perceived and evaluated by those at distance—especially by those who grade, fund, allocate resources, or make promotion decisions. It becomes important because visibility shapes what gets valued, rewarded, and sustained. What becomes legible can be measured, managed, and integrated into formal systems; what remains illegible often goes unrecognized even when it is essential. Legibility helps coordination at scale by making expectations clear, progress trackable, and accountability visible. But uneven legibility is not the same as uneven value; legibility is a visibility structure, not a measure of worth. Legibility becomes dangerous when it substitutes for trust rather than serving it, when dashboards calm funders while field coordination narrows, when metrics answer anxiety rather than shared questions, when legibility demands consume the work they were meant to track. The question legibility raises is: is legibility serving trust or substituting for it? What work becomes invisible when only counted activity feels real?
View Concept →
Concept
Legibility
Legibility names the degree to which work, contribution, harm, or signal can be perceived and evaluated by those at distance—especially by those who grade, fund, allocate resources, or make promotion decisions. It becomes important because visibility shapes what gets valued, rewarded, and sustained. What becomes legible can be measured, managed, and integrated into formal systems; what remains illegible often goes unrecognized even when it is essential. Legibility helps coordination at scale by making expectations clear, progress trackable, and accountability visible. But uneven legibility is not the same as uneven value; legibility is a visibility structure, not a measure of worth. Legibility becomes dangerous when it substitutes for trust rather than serving it, when dashboards calm funders while field coordination narrows, when metrics answer anxiety rather than shared questions, when legibility demands consume the work they were meant to track. The question legibility raises is: is legibility serving trust or substituting for it? What work becomes invisible when only counted activity feels real?
Concept
Polling
Polling names the domain where popularity signals replace deliberative ownership of representation. Campaigns adapted toward tracking surveys, fundraising totals, and engagement analytics
View Concept →
Concept
Polling
Polling names the domain where popularity signals replace deliberative ownership of representation. Campaigns adapted toward tracking surveys, fundraising totals, and engagement analytics
Concept
Publishing
Publishing names the domain where truth-seeking survives while productivity metrics replace epistemic speech. Research institutions exist to produce reliable knowledge, but truth-seeking became expensive to defend in systems that needed fast, comparable, auditable outputs. A strong file increasingly meant publication velocity and citation performance
View Concept →
Concept
Publishing
Publishing names the domain where truth-seeking survives while productivity metrics replace epistemic speech. Research institutions exist to produce reliable knowledge, but truth-seeking became expensive to defend in systems that needed fast, comparable, auditable outputs. A strong file increasingly meant publication velocity and citation performance
Concept
Targets
Targets name a coordination tool that becomes a moral substitute. They become important whenever institutions need comparable progress claims under contested causation and delayed consequences. They help preserve shared benchmarks and timed ambition, but can fail when meeting the number stands in for owning specific tradeoffs publicly. In When Incentives Become the Moral Language, targets mark the domain where harm-reduction aims survive while climate targets and ESG reporting replace responsibility language—net-zero pledges and disclosure frameworks make seriousness legible without settling causal ownership. It differs from accountability because targets measure compliance against a goal; accountability settles who owes what to whom when harm occurs.
View Concept →
Concept
Targets
Targets name a coordination tool that becomes a moral substitute. They become important whenever institutions need comparable progress claims under contested causation and delayed consequences. They help preserve shared benchmarks and timed ambition, but can fail when meeting the number stands in for owning specific tradeoffs publicly. In When Incentives Become the Moral Language, targets mark the domain where harm-reduction aims survive while climate targets and ESG reporting replace responsibility language—net-zero pledges and disclosure frameworks make seriousness legible without settling causal ownership. It differs from accountability because targets measure compliance against a goal; accountability settles who owes what to whom when harm occurs.
Major patterns
Supporting · Obscuring
Compression Loses the Person
Human systems require simplification to coordinate at scale, but the details removed by compression may contain the morally or practically decisive fact. - Scale requires compression - Decisive particulars may be what compression removes When complexity is compressed into categories, metrics, roles, averages, summaries, or stories, the person or particular case can disappear from view.
View Pattern →
Supporting · Obscuring
Compression Loses the Person
Human systems require simplification to coordinate at scale, but the details removed by compression may contain the morally or practically decisive fact. - Scale requires compression - Decisive particulars may be what compression removes When complexity is compressed into categories, metrics, roles, averages, summaries, or stories, the person or particular case can disappear from view.
Master pattern
Reality Answers Back
Human systems must simplify reality in order to perceive, decide, coordinate, and act. Those simplifications necessarily leave out people, consequences, perspectives, history, and changed conditions. - Simplification is required for coordinated action - What is left out eventually returns - Systems need paths for revision before collapse Every abstraction, institution, decision, and model eventually encounters the reality it only partially captured. Reality answers through failures, exceptions, dissent, unintended behavior, lived experience, or consequences the model did not contain.
View Pattern →
Master pattern
Reality Answers Back
Human systems must simplify reality in order to perceive, decide, coordinate, and act. Those simplifications necessarily leave out people, consequences, perspectives, history, and changed conditions. - Simplification is required for coordinated action - What is left out eventually returns - Systems need paths for revision before collapse Every abstraction, institution, decision, and model eventually encounters the reality it only partially captured. Reality answers through failures, exceptions, dissent, unintended behavior, lived experience, or consequences the model did not contain.
Supporting · Obscuring
Results Conceal the Game
Scores, profits, elections, rulings, promotions, failures, and dashboards are easy to communicate and therefore become explanations rather than evidence. - Results travel easily - The field that produced them does not Visible outcomes and metrics reveal that something happened, but often conceal the broader field of causes, constraints, costs, and meanings that produced it.
View Pattern →
Supporting · Obscuring
Results Conceal the Game
Scores, profits, elections, rulings, promotions, failures, and dashboards are easy to communicate and therefore become explanations rather than evidence. - Results travel easily - The field that produced them does not Visible outcomes and metrics reveal that something happened, but often conceal the broader field of causes, constraints, costs, and meanings that produced it.
Major thinkers
Organization
American College of Emergency Physicians
Professional body publishing clinical and policy guidance on emergency-care practice, including boarding.
View Thinker →
Organization
American College of Emergency Physicians
Professional body publishing clinical and policy guidance on emergency-care practice, including boarding.
Person
Andrew Jameton
Nurse ethicist who named moral distress—knowing the right action while being constrained from taking it.
View Thinker →
Person
Andrew Jameton
Nurse ethicist who named moral distress—knowing the right action while being constrained from taking it.
Person
Anna Tavis
Management researcher on performance management revolutions and continuous evaluation at work.
View Thinker →
Person
Anna Tavis
Management researcher on performance management revolutions and continuous evaluation at work.
Organization
Center for Responsive Politics
Nonpartisan tracker (OpenSecrets) of U.S. campaign finance, lobbying, and donor influence.
View Thinker →
Organization
Center for Responsive Politics
Nonpartisan tracker (OpenSecrets) of U.S. campaign finance, lobbying, and donor influence.
Organization
Centers for Medicare & Medicaid Services
U.S. federal agency publishing hospital quality, readmissions, and healthcare policy data.
View Thinker →
Organization
Centers for Medicare & Medicaid Services
U.S. federal agency publishing hospital quality, readmissions, and healthcare policy data.
Organization
Congressional Record
Official transcript of U.S. congressional debate, including Affordable Care Act floor fights.
View Thinker →
Organization
Congressional Record
Official transcript of U.S. congressional debate, including Affordable Care Act floor fights.
Person
Cynda Hylton Rushton
Nurse ethicist working on moral distress, resilience, and integrity under institutional constraint.
View Thinker →
Person
Cynda Hylton Rushton
Nurse ethicist working on moral distress, resilience, and integrity under institutional constraint.
Person
Deepa Seetharaman
Technology reporter covering platform governance decisions that traded safety against engagement growth.
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Person
Deepa Seetharaman
Technology reporter covering platform governance decisions that traded safety against engagement growth.
Person
Donald T Campbell
Social scientist of evolutionary epistemology and Campbell's Law—corrupting influence of measured targets.
View Thinker →
Person
Donald T Campbell
Social scientist of evolutionary epistemology and Campbell's Law—corrupting influence of measured targets.
Organization
DORA (San Francisco Declaration on Research Assessment)
Coalition statement (DORA) against over-reliance on journal impact factors in research evaluation.
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Organization
DORA (San Francisco Declaration on Research Assessment)
Coalition statement (DORA) against over-reliance on journal impact factors in research evaluation.
Person
Eitan Hersh
Political scientist arguing politics should be for building power, not for performative opinion.
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Person
Eitan Hersh
Political scientist arguing politics should be for building power, not for performative opinion.
Person
Eugene Garfield
Information scientist who developed citation indexing and the journal impact factor.
View Thinker →
Person
Eugene Garfield
Information scientist who developed citation indexing and the journal impact factor.
Organization
European Financial Reporting Advisory Group
EU technical body developing European Sustainability Reporting Standards (ESRS).
View Thinker →
Organization
European Financial Reporting Advisory Group
EU technical body developing European Sustainability Reporting Standards (ESRS).
Organization
Federal Election Commission
U.S. agency publishing campaign-finance disclosure data and enforcement records.
View Thinker →
Organization
Federal Election Commission
U.S. agency publishing campaign-finance disclosure data and enforcement records.
Person
Frances Haugen
Former Facebook product manager whose disclosures highlighted engagement-ranking harms and research suppression.
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Person
Frances Haugen
Former Facebook product manager whose disclosures highlighted engagement-ranking harms and research suppression.
Organization
Institute of Medicine
U.S. National Academies body publishing landmark reports on patient safety and quality of care.
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Organization
Institute of Medicine
U.S. National Academies body publishing landmark reports on patient safety and quality of care.
Organization
Integrity Council for the Voluntary Carbon Market
Governance body issuing Core Carbon Principles for voluntary carbon-market integrity.
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Organization
Integrity Council for the Voluntary Carbon Market
Governance body issuing Core Carbon Principles for voluntary carbon-market integrity.
Organization
International Sustainability Standards Board
IFRS foundation board setting global sustainability and climate disclosure standards (S1/S2).
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Organization
International Sustainability Standards Board
IFRS foundation board setting global sustainability and climate disclosure standards (S1/S2).
Person
James C Scott
Political scientist of state simplification, legibility, and how high-modernist schemes misfire on local knowledge.
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Person
James C Scott
Political scientist of state simplification, legibility, and how high-modernist schemes misfire on local knowledge.
Person
Jeff Horwitz
Wall Street Journal reporter documenting Facebook's internal fights over engagement and divisiveness.
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Person
Jeff Horwitz
Wall Street Journal reporter documenting Facebook's internal fights over engagement and divisiveness.
Person
Jerald Greenberg
Organizational psychologist who mapped organizational justice—fairness perceptions at work across time.
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Person
Jerald Greenberg
Organizational psychologist who mapped organizational justice—fairness perceptions at work across time.
Person
John P. A Ioannidis
Physician-scientist famous for Why Most Published Research Findings Are False—meta-research and replication crisis.
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Person
John P. A Ioannidis
Physician-scientist famous for Why Most Published Research Findings Are False—meta-research and replication crisis.
Person
Jonathan Cohn
Journalist chronicling the Affordable Care Act fights and the politics of American health reform.
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Person
Jonathan Cohn
Journalist chronicling the Affordable Care Act fights and the politics of American health reform.
Person
Jorge E. Hirsch
Physicist who proposed the h-index as a citation-based measure of research output.
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Person
Jorge E. Hirsch
Physicist who proposed the h-index as a citation-based measure of research output.
Organization
Knight Foundation and Gallup
Research partnership surveying American trust in media and democratic information environments.
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Organization
Knight Foundation and Gallup
Research partnership surveying American trust in media and democratic information environments.
Organization
Learning Policy Institute
Education research organization studying teacher shortages, turnover, and system capacity.
View Thinker →
Organization
Learning Policy Institute
Education research organization studying teacher shortages, turnover, and system capacity.
Person
Mark Monmonier
Geographer explaining how maps persuade—projection, omission, and spatial rhetoric as power.
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Person
Mark Monmonier
Geographer explaining how maps persuade—projection, omission, and spatial rhetoric as power.
Person
Mark Zuckerberg
Meta CEO whose congressional testimony framed platform responsibility under commercial growth logic.
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Person
Mark Zuckerberg
Meta CEO whose congressional testimony framed platform responsibility under commercial growth logic.
Organization
National Academy of Medicine
U.S. National Academies body issuing authoritative reports on health policy and medical practice.
View Thinker →
Organization
National Academy of Medicine
U.S. National Academies body issuing authoritative reports on health policy and medical practice.
Organization
National Center for Education Statistics
Federal statistical agency publishing graduation rates and schooling indicators.
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Organization
National Center for Education Statistics
Federal statistical agency publishing graduation rates and schooling indicators.
Organization
National Science Foundation
U.S. science funder whose merit-review criteria and PAPPG set the rules of research worthiness.
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Organization
National Science Foundation
U.S. science funder whose merit-review criteria and PAPPG set the rules of research worthiness.
Organization
Open Science Collaboration
Large-scale replication consortium testing the reproducibility of psychological science findings.
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Organization
Open Science Collaboration
Large-scale replication consortium testing the reproducibility of psychological science findings.
Organization
Organisation for Economic Co-operation and Development
Intergovernmental body publishing PISA and other comparative education and policy metrics.
View Thinker →
Organization
Organisation for Economic Co-operation and Development
Intergovernmental body publishing PISA and other comparative education and policy metrics.
Person
Peter Cappelli
Management scholar of talent systems, performance appraisal, and how corporations score human worth at work.
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Person
Peter Cappelli
Management scholar of talent systems, performance appraisal, and how corporations score human worth at work.
Organization
Pew Research Center
Nonpartisan research organization publishing surveys on religion, media, technology, and American public life.
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Organization
Pew Research Center
Nonpartisan research organization publishing surveys on religion, media, technology, and American public life.
Organization
Reuters Institute for the Study of Journalism
Oxford institute publishing the Digital News Report on news trust, platforms, and media use.
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Organization
Reuters Institute for the Study of Journalism
Oxford institute publishing the Digital News Report on news trust, platforms, and media use.
Person
S. G. Talbot
Physician and writer reframing clinician burnout as moral injury from systems that block ethical care.
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Person
S. G. Talbot
Physician and writer reframing clinician burnout as moral injury from systems that block ethical care.
Organization
Science Based Targets initiative
Partnership setting corporate net-zero standards claiming scientific pathway alignment.
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Organization
Science Based Targets initiative
Partnership setting corporate net-zero standards claiming scientific pathway alignment.
Person
Sundar Pichai
Google CEO whose congressional testimony defended platform policies under competition and speech pressure.
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Person
Sundar Pichai
Google CEO whose congressional testimony defended platform policies under competition and speech pressure.
Organization
U.S. Environmental Protection Agency
U.S. environmental regulator whose Clean Diesel notices exposed emissions cheating as compliance theater.
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Organization
U.S. Environmental Protection Agency
U.S. environmental regulator whose Clean Diesel notices exposed emissions cheating as compliance theater.
Organization
United Nations Framework Convention on Climate Change
International treaty framework coordinating national climate commitments and global governance of emissions.
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Organization
United Nations Framework Convention on Climate Change
International treaty framework coordinating national climate commitments and global governance of emissions.
Organization
United States Congress
U.S. legislature behind statutes such as ESSA and WARN that encode accountability and disclosure rules.
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Organization
United States Congress
U.S. legislature behind statutes such as ESSA and WARN that encode accountability and disclosure rules.
Organization
Voluntary Carbon Markets Integrity Initiative
Initiative publishing claims codes for voluntary carbon-market integrity and green claims.
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Organization
Voluntary Carbon Markets Integrity Initiative
Initiative publishing claims codes for voluntary carbon-market integrity and green claims.
Person
W. Dean
Physician and writer on moral injury in medicine and the systemic causes of clinician depletion.
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Person
W. Dean
Physician and writer on moral injury in medicine and the systemic causes of clinician depletion.
Organization
World Bank
Multilateral development institution publishing economic, climate, and governance data and policy reports.
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Organization
World Bank
Multilateral development institution publishing economic, climate, and governance data and policy reports.
Research sources
article
Boarding.
American College of Emergency Physicians. "Boarding." Policy statement, updated 2023. https://www.acep.org/.
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article
Boarding.
American College of Emergency Physicians. "Boarding." Policy statement, updated 2023. https://www.acep.org/.
article
Assessing the Impact of Planned Social Change.
Campbell, Donald T. "Assessing the Impact of Planned Social Change." Evaluation and Program Planning 2, no. 1 (1979): 85-87.
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article
Assessing the Impact of Planned Social Change.
Campbell, Donald T. "Assessing the Impact of Planned Social Change." Evaluation and Program Planning 2, no. 1 (1979): 85-87.
article
The Performance Management Revolution.
Cappelli, Peter, and Anna Tavis. "The Performance Management Revolution." Harvard Business Review, October 2016.
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article
The Performance Management Revolution.
Cappelli, Peter, and Anna Tavis. "The Performance Management Revolution." Harvard Business Review, October 2016.
book
OpenSecrets fundraising totals and donor reporting
Center for Responsive Politics (OpenSecrets). Fundraising totals and donor reporting. https://www.opensecrets.org/.
View Source →
book
OpenSecrets fundraising totals and donor reporting
Center for Responsive Politics (OpenSecrets). Fundraising totals and donor reporting. https://www.opensecrets.org/.
institutional document
Hospital Readmissions Reduction Program (HRRP). Program overview and statutory authority. Updated 2023
Centers for Medicare & Medicaid Services. Hospital Readmissions Reduction Program (HRRP). Program overview and statutory authority. Updated 2023.
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institutional document
Hospital Readmissions Reduction Program (HRRP). Program overview and statutory authority. Updated 2023
Centers for Medicare & Medicaid Services. Hospital Readmissions Reduction Program (HRRP). Program overview and statutory authority. Updated 2023.
report
MS-DRG Classifications and Software.
Centers for Medicare & Medicaid Services. "MS-DRG Classifications and Software." Annual IPPS rulemaking and DRG overview documentation. https://www.cms.gov/medicare/payment/prospective-payment-systems
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report
MS-DRG Classifications and Software.
Centers for Medicare & Medicaid Services. "MS-DRG Classifications and Software." Annual IPPS rulemaking and DRG overview documentation. https://www.cms.gov/medicare/payment/prospective-payment-systems
book
The Ten Year War: Obamacare and the Unmaking of American Establishment
Cohn, Jonathan. The Ten Year War: Obamacare and the Unmaking of American Establishment. New York: St. Martin's Press, 2021.
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book
The Ten Year War: Obamacare and the Unmaking of American Establishment
Cohn, Jonathan. The Ten Year War: Obamacare and the Unmaking of American Establishment. New York: St. Martin's Press, 2021.
book
111th Congress debate on Affordable Care Act and public-option provisions
Congressional Record. 111th Congress. Debate on Affordable Care Act and public-option provisions, 2009-2010.
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book
111th Congress debate on Affordable Care Act and public-option provisions
Congressional Record. 111th Congress. Debate on Affordable Care Act and public-option provisions, 2009-2010.
report
European Sustainability Reporting Standards (ESRS)
European Financial Reporting Advisory Group (EFRAG). European Sustainability Reporting Standards (ESRS). 2023. https://www.efrag.org/.
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report
European Sustainability Reporting Standards (ESRS)
European Financial Reporting Advisory Group (EFRAG). European Sustainability Reporting Standards (ESRS). 2023. https://www.efrag.org/.
book
Every Student Succeeds Act of 2015
Every Student Succeeds Act of 2015, Pub. L. No. 114-95, §§ 1111-1112.
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book
Every Student Succeeds Act of 2015
Every Student Succeeds Act of 2015, Pub. L. No. 114-95, §§ 1111-1112.
book
Campaign finance disclosure data
Federal Election Commission. Campaign finance disclosure data. https://www.fec.gov/.
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book
Campaign finance disclosure data
Federal Election Commission. Campaign finance disclosure data. https://www.fec.gov/.
article
The History and Meaning of the Impact Factor.
Garfield, Eugene. "The History and Meaning of the Impact Factor." JAMA 295, no. 1 (2006): 90-93.
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article
The History and Meaning of the Impact Factor.
Garfield, Eugene. "The History and Meaning of the Impact Factor." JAMA 295, no. 1 (2006): 90-93.
article
Organizational Justice: Yesterday, Today, and Tomorrow
Greenberg, Jerald. "Organizational Justice: Yesterday, Today, and Tomorrow." Journal of Management 16, no. 2 (1990): 399-432.
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article
Organizational Justice: Yesterday, Today, and Tomorrow
Greenberg, Jerald. "Organizational Justice: Yesterday, Today, and Tomorrow." Journal of Management 16, no. 2 (1990): 399-432.
article
Teacher Stress and Health: Effects on Teachers, Students, and Schools.
Grissom, Jason A., et al. "Teacher Stress and Health: Effects on Teachers, Students, and Schools." RAND Corporation, 2021. https://www.rand.org/.
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article
Teacher Stress and Health: Effects on Teachers, Students, and Schools.
Grissom, Jason A., et al. "Teacher Stress and Health: Effects on Teachers, Students, and Schools." RAND Corporation, 2021. https://www.rand.org/.
book
Testimony and disclosures regarding Facebook internal research on engagement-based ranking
Haugen, Frances. Testimony and disclosures regarding Facebook internal research on engagement-based ranking. U.S. Senate Commerce Subcommittee on Consumer Protection, October 5, 2021.
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book
Testimony and disclosures regarding Facebook internal research on engagement-based ranking
Haugen, Frances. Testimony and disclosures regarding Facebook internal research on engagement-based ranking. U.S. Senate Commerce Subcommittee on Consumer Protection, October 5, 2021.
book
Politics Is for Power
Hersh, Eitan. Politics Is for Power. New York: Scribner, 2020.
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book
Politics Is for Power
Hersh, Eitan. Politics Is for Power. New York: Scribner, 2020.
article
An Index to Quantify an Individual's Scientific Research Output.
Hirsch, Jorge E. "An Index to Quantify an Individual's Scientific Research Output." Proceedings of the National Academy of Sciences 102, no. 46 (2005): 16569-16572.
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article
An Index to Quantify an Individual's Scientific Research Output.
Hirsch, Jorge E. "An Index to Quantify an Individual's Scientific Research Output." Proceedings of the National Academy of Sciences 102, no. 46 (2005): 16569-16572.
article
Facebook Executives Shut Down Efforts to Make the Site Less Divisive.
Horwitz, Jeff, and Deepa Seetharaman. "Facebook Executives Shut Down Efforts to Make the Site Less Divisive." Wall Street Journal, May 26, 2020.
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article
Facebook Executives Shut Down Efforts to Make the Site Less Divisive.
Horwitz, Jeff, and Deepa Seetharaman. "Facebook Executives Shut Down Efforts to Make the Site Less Divisive." Wall Street Journal, May 26, 2020.
institutional document
Hospital-Based Emergency Care: At the Breaking Point. Washington, DC: National Academies Press, 2007
Institute of Medicine. Hospital-Based Emergency Care: At the Breaking Point. Washington, DC: National Academies Press, 2007.
View Source →
institutional document
Hospital-Based Emergency Care: At the Breaking Point. Washington, DC: National Academies Press, 2007
Institute of Medicine. Hospital-Based Emergency Care: At the Breaking Point. Washington, DC: National Academies Press, 2007.
book
Core Carbon Principles
Integrity Council for the Voluntary Carbon Market. Core Carbon Principles. 2023. https://icvcm.org/.
View Source →
book
Core Carbon Principles
Integrity Council for the Voluntary Carbon Market. Core Carbon Principles. 2023. https://icvcm.org/.
book
IFRS S1 and S2 sustainability and climate-related disclosures
International Sustainability Standards Board (ISSB). IFRS S1 General Requirements for Disclosure of Sustainability-related Financial Information and S2 Climate-related Disclosures. 2023. https://w
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book
IFRS S1 and S2 sustainability and climate-related disclosures
International Sustainability Standards Board (ISSB). IFRS S1 General Requirements for Disclosure of Sustainability-related Financial Information and S2 Climate-related Disclosures. 2023. https://w
article
Why Most Published Research Findings Are False.
Ioannidis, John P. A. "Why Most Published Research Findings Are False." PLoS Medicine 2, no. 8 (2005): e124.
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article
Why Most Published Research Findings Are False.
Ioannidis, John P. A. "Why Most Published Research Findings Are False." PLoS Medicine 2, no. 8 (2005): e124.
article
Nursing Practice: The Ethical Issues.
Jameton, Andrew. "Nursing Practice: The Ethical Issues." In Clinical Medical Ethics, edited by H. Tristram Engelhardt Jr. Englewood Cliffs, NJ: Prentice-Hall, 1982.
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article
Nursing Practice: The Ethical Issues.
Jameton, Andrew. "Nursing Practice: The Ethical Issues." In Clinical Medical Ethics, edited by H. Tristram Engelhardt Jr. Englewood Cliffs, NJ: Prentice-Hall, 1982.
book
American Views: Trust, Media and Democracy
Knight Foundation and Gallup. American Views: Trust, Media and Democracy. 2018. https://knightfoundation.org/.
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book
American Views: Trust, Media and Democracy
Knight Foundation and Gallup. American Views: Trust, Media and Democracy. 2018. https://knightfoundation.org/.
book
Teacher Shortages and Turnover in the United States
Learning Policy Institute. Teacher Shortages and Turnover in the United States. 2024. https://learningpolicyinstitute.org/.
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book
Teacher Shortages and Turnover in the United States
Learning Policy Institute. Teacher Shortages and Turnover in the United States. 2024. https://learningpolicyinstitute.org/.
book
How to Lie with Maps
Monmonier, Mark. How to Lie with Maps. 3rd ed. Chicago: University of Chicago Press, 2018.
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book
How to Lie with Maps
Monmonier, Mark. How to Lie with Maps. 3rd ed. Chicago: University of Chicago Press, 2018.
book
Taking Action Against Clinician Burnout: A Systems Approach to Professional Well-Being
National Academy of Medicine. Taking Action Against Clinician Burnout: A Systems Approach to Professional Well-Being. Washington, DC: National Academies Press, 2019.
View Source →
book
Taking Action Against Clinician Burnout: A Systems Approach to Professional Well-Being
National Academy of Medicine. Taking Action Against Clinician Burnout: A Systems Approach to Professional Well-Being. Washington, DC: National Academies Press, 2019.
article
Adjusted Cohort Graduation Rate (ACGR).
National Center for Education Statistics. "Adjusted Cohort Graduation Rate (ACGR)." Documentation and data tables. https://nces.ed.gov/.
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article
Adjusted Cohort Graduation Rate (ACGR).
National Center for Education Statistics. "Adjusted Cohort Graduation Rate (ACGR)." Documentation and data tables. https://nces.ed.gov/.
article
Proposal & Award Policies & Procedures Guide
National Science Foundation. Proposal & Award Policies & Procedures Guide (PAPPG), "Merit Review Principles and Criteria." https://www.nsf.gov/policies/pappg/.
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article
Proposal & Award Policies & Procedures Guide
National Science Foundation. Proposal & Award Policies & Procedures Guide (PAPPG), "Merit Review Principles and Criteria." https://www.nsf.gov/policies/pappg/.
article
Estimating the Reproducibility of Psychological Science.
Open Science Collaboration. "Estimating the Reproducibility of Psychological Science." Science 349, no. 6251 (2015): aac4716.
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article
Estimating the Reproducibility of Psychological Science.
Open Science Collaboration. "Estimating the Reproducibility of Psychological Science." Science 349, no. 6251 (2015): aac4716.
book
PISA 2022 Results
Organisation for Economic Co-operation and Development. PISA 2022 Results (Volume I): The State of Learning and Equity in Education. Paris: OECD, 2023. https://www.oecd.org/pisa/.
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book
PISA 2022 Results
Organisation for Economic Co-operation and Development. PISA 2022 Results (Volume I): The State of Learning and Equity in Education. Paris: OECD, 2023. https://www.oecd.org/pisa/.
book
A Guide to Pew Research Center's Methodology
Pew Research Center. A Guide to Pew Research Center's Methodology. https://www.pewresearch.org/.
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book
A Guide to Pew Research Center's Methodology
Pew Research Center. A Guide to Pew Research Center's Methodology. https://www.pewresearch.org/.
article
How Pew Research Center Conducts Surveys in the United States.
Pew Research Center. "How Pew Research Center Conducts Surveys in the United States." Methodology overview. https://www.pewresearch.org/.
View Source →
article
How Pew Research Center Conducts Surveys in the United States.
Pew Research Center. "How Pew Research Center Conducts Surveys in the United States." Methodology overview. https://www.pewresearch.org/.
article
Public Trust in Government: 1958-2024.
Pew Research Center. "Public Trust in Government: 1958-2024." April 2024. https://www.pewresearch.org/.
View Source →
article
Public Trust in Government: 1958-2024.
Pew Research Center. "Public Trust in Government: 1958-2024." April 2024. https://www.pewresearch.org/.
book
Testimony before the U.S. House Judiciary Committee, December 11, 2018
Pichai, Sundar. Testimony before the U.S. House Judiciary Committee, December 11, 2018.
View Source →
book
Testimony before the U.S. House Judiciary Committee, December 11, 2018
Pichai, Sundar. Testimony before the U.S. House Judiciary Committee, December 11, 2018.
book
Digital News Report 2024
Reuters Institute for the Study of Journalism. Digital News Report 2024. Oxford: Reuters Institute, 2024. https://reutersinstitute.politics.ox.ac.uk/.
View Source →
book
Digital News Report 2024
Reuters Institute for the Study of Journalism. Digital News Report 2024. Oxford: Reuters Institute, 2024. https://reutersinstitute.politics.ox.ac.uk/.
article
Moral Distress and Moral Resilience.
Rushton, Cynda Hylton. "Moral Distress and Moral Resilience." American Journal of Nursing 116, no. 7 (2016): 34-39.
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article
Moral Distress and Moral Resilience.
Rushton, Cynda Hylton. "Moral Distress and Moral Resilience." American Journal of Nursing 116, no. 7 (2016): 34-39.
book
San Francisco Declaration on Research Assessment
San Francisco Declaration on Research Assessment (DORA). 2012. https://sfdora.org/.
View Source →
book
San Francisco Declaration on Research Assessment
San Francisco Declaration on Research Assessment (DORA). 2012. https://sfdora.org/.
standard
Corporate Net-Zero Standard
Science Based Targets initiative. Corporate Net-Zero Standard, Version 1.2. 2023. https://sciencebasedtargets.org/.
View Source →
standard
Corporate Net-Zero Standard
Science Based Targets initiative. Corporate Net-Zero Standard, Version 1.2. 2023. https://sciencebasedtargets.org/.
book
Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed
Scott, James C. Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed. New Haven, CT: Yale University Press, 1998.
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book
Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed
Scott, James C. Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed. New Haven, CT: Yale University Press, 1998.
article
Physicians Aren't 'Burning Out.' They're
Talbot, S. G., and W. Dean. "Physicians Aren't 'Burning Out.' They're Suffering from Moral Injury." STAT News, July 26, 2018.
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article
Physicians Aren't 'Burning Out.' They're
Talbot, S. G., and W. Dean. "Physicians Aren't 'Burning Out.' They're Suffering from Moral Injury." STAT News, July 26, 2018.
article
Notice of Violation: Volkswagen Clean Diesel Vehicles.
U.S. Environmental Protection Agency. "Notice of Violation: Volkswagen Clean Diesel Vehicles." September 18, 2015. U.S. EPA and California Air Resources Board, settlements and consent decrees regardin
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article
Notice of Violation: Volkswagen Clean Diesel Vehicles.
U.S. Environmental Protection Agency. "Notice of Violation: Volkswagen Clean Diesel Vehicles." September 18, 2015. U.S. EPA and California Air Resources Board, settlements and consent decrees regardin
book
Paris
United Nations Framework Convention on Climate Change. Paris Agreement. 2015.
View Source →
book
Paris
United Nations Framework Convention on Climate Change. Paris Agreement. 2015.
book
Claims Code of Practice
Voluntary Carbon Markets Integrity Initiative. Claims Code of Practice. 2023. https://vcmintegrity.org/.
View Source →
book
Claims Code of Practice
Voluntary Carbon Markets Integrity Initiative. Claims Code of Practice. 2023. https://vcmintegrity.org/.
book
Worker Adjustment and Retraining Notification Act
Worker Adjustment and Retraining Notification Act, 29 U.S.C. §§ 2101-2109.
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book
Worker Adjustment and Retraining Notification Act
Worker Adjustment and Retraining Notification Act, 29 U.S.C. §§ 2101-2109.
report
State and Trends of Carbon Pricing
World Bank. State and Trends of Carbon Pricing. Annual reports.
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report
State and Trends of Carbon Pricing
World Bank. State and Trends of Carbon Pricing. Annual reports.
book
Testimony before the U.S. Senate Judiciary and Commerce Committees, April 10–11, 2018
Zuckerberg, Mark. Testimony before the U.S. Senate Judiciary and Commerce Committees, April 10-11, 2018.
View Source →
book
Testimony before the U.S. Senate Judiciary and Commerce Committees, April 10–11, 2018
Zuckerberg, Mark. Testimony before the U.S. Senate Judiciary and Commerce Committees, April 10-11, 2018.






