Chapter 12 Further Reading: Applied Ethics
The bibliography is organized by domain, with additional sections on methodology and cross-cutting themes. Annotations indicate level (accessible, intermediate, advanced) and what each work contributes.
Technology Ethics
Weapons of Math Destruction — Cathy O'Neil (Crown, 2016)
Accessible. A data scientist examines how algorithmic systems are used in hiring, credit scoring, criminal justice, and education — and how they systematically harm the people they were ostensibly designed to help. The most readable introduction to algorithmic bias for a general audience.
Race After Technology: Abolitionist Tools for the New Jim Code — Ruha Benjamin (Polity, 2019)
Accessible-Intermediate. Sociologist examines how technology reproduces and amplifies racial discrimination, even when marketed as objective or neutral. Introduces the concept of the "New Jim Code" — technology that encodes racial bias while projecting a veneer of scientific legitimacy.
Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor — Virginia Eubanks (St. Martin's Press, 2018)
Accessible. Three case studies of how automated decision systems affect poor communities — in child protective services, welfare systems, and housing. Essential for the care ethics dimension of technology ethics.
The Age of Surveillance Capitalism — Shoshana Zuboff (PublicAffairs, 2019)
Advanced. Comprehensive account of how major technology companies have built a new economic logic based on extracting and monetizing behavioral data. The theoretical framework connecting this to questions of autonomy and human dignity is philosophically rich.
Human Compatible: Artificial Intelligence and the Problem of Control — Stuart Russell (Viking, 2019)
Intermediate. One of the world's leading AI researchers argues that the alignment problem — ensuring AI systems act in accordance with human values — is the central technical and ethical challenge of our time. Accessible to non-specialists while remaining technically serious.
The Alignment Problem — Brian Christian (W.W. Norton, 2020)
Accessible. Explores how AI systems fail to do what their designers intended, drawing on philosophy, cognitive science, and computer science. The best accessible account of why making AI systems align with human values is harder than it sounds.
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence — Kate Crawford (Yale University Press, 2021)
Intermediate. Examines the material, political, and environmental dimensions of AI that tend to be invisible: the labor of data labelers, the environmental cost of computation, the geopolitical contests over AI infrastructure.
Bioethics
Principles of Biomedical Ethics — Tom Beauchamp and James Childress (Oxford University Press, 8th ed. 2019)
Intermediate-Advanced. The foundational text. The four principles framework was introduced in this book, now in its eighth edition. Dense but essential for anyone who wants to understand how professional bioethics works.
Being Mortal: Medicine and What Matters in the End — Atul Gawande (Metropolitan Books, 2014)
Accessible. A surgeon examines how modern medicine handles aging and death, and argues for a patient-centered approach that takes seriously what patients actually value. The best accessible account of why autonomy matters so much in end-of-life care.
The Genome Factor — Dalton Conley and Jason Fletcher (Princeton University Press, 2017)
Intermediate. Sociologists examine the complex relationship between genes, environment, and social outcomes — essential background for thinking clearly about what genetic medicine can and cannot tell us.
The Code Breaker — Walter Isaacson (Simon & Schuster, 2021)
Accessible. Narrative history of the development of CRISPR, centered on Jennifer Doudna and her collaborators. Excellent introduction to the science and the ethical debates around gene editing.
Regenesis: How Synthetic Biology Will Reinvent Nature and Ourselves — George Church and Ed Regis (Basic Books, 2012)
Accessible-Intermediate. A leading synthetic biologist makes the case for genetic engineering's potential benefits. Represents the optimistic consequentialist view.
Against Perfection: Ethics in the Age of Genetic Enhancement — Michael Sandel (Belknap Press, 2007)
Accessible. Philosopher argues that genetic enhancement of children is ethically problematic not primarily because of risks but because of what it expresses about the relationship between parents and children. The clearest statement of the Kantian-flavored critique of enhancement.
What We Owe the Future — William MacAskill (Basic Books, 2022)
Accessible. Introduction to longtermism — the view that we have significant obligations to improve the lives of future generations. Relevant to both bioethics and environmental ethics. Argues that the scale of the future makes decisions about its trajectory among the most morally important we face.
Business Ethics
"The Social Responsibility of Business Is to Increase Its Profits" — Milton Friedman (New York Times Magazine, September 13, 1970)
Accessible. The original statement of shareholder theory. Still the clearest formulation of the view that corporate social responsibility beyond profit-seeking is a form of theft from shareholders.
Strategic Management: A Stakeholder Approach — R. Edward Freeman (Pitman, 1984; Cambridge University Press reprint, 2010)
Intermediate. The foundational statement of stakeholder theory. Freeman argues that attending to stakeholder interests is not just ethically required but strategically essential.
Good Business: Leadership, Flow, and the Making of Meaning — Mihaly Csikszentmihalyi (Viking, 2003)
Accessible. Psychologist argues that the most successful businesses are those oriented around meaningful work and genuine service to customers — a virtue-ethics flavored argument for business ethics.
The Value of Everything: Making and Taking in the Global Economy — Mariana Mazzucato (PublicAffairs, 2018)
Intermediate. Economist examines how value is created in modern economies and who captures it — with major implications for the ethics of pharmaceutical pricing, tech monopolies, and financial sector compensation.
An American Sickness: How Healthcare Became Big Business and How You Can Take It Back — Elisabeth Rosenthal (Penguin, 2017)
Accessible. A physician and journalist examines how the American healthcare system evolved into a profit-maximizing enterprise that consistently prioritizes shareholder value over patient welfare. Essential background for the pharmaceutical pricing case.
Bad Pharma: How Drug Companies Mislead Doctors and Harm Patients — Ben Goldacre (Faber & Faber, 2012)
Accessible. Documents systematic problems with how pharmaceutical companies conduct and report clinical research — a consequentialist indictment of an industry that defines its purpose as improving health.
Environmental Ethics
Animal Liberation — Peter Singer (1st ed. 1975; 40th anniversary edition, 2015)
Accessible. The book that launched the modern animal rights movement. Singer argues for a utilitarian expansion of moral consideration to all sentient beings. Required reading for anyone engaging seriously with the expanding circle argument.
Should Trees Have Standing? Law, Morality, and the Environment — Christopher Stone (1st ed. 1972; 3rd ed. 2010)
Accessible-Intermediate. The original argument for legal standing for natural entities. Short, provocative, and still essential. The introduction to the third edition situates the argument in contemporary legal developments.
Reasons and Persons — Derek Parfit (Oxford University Press, 1984)
Advanced. The philosophical source of the non-identity problem and much else. Part IV, "Future Generations," is the relevant section. Difficult but essential for serious engagement with the ethics of future generations.
Our Obligations to Future Generations — Edited by Peter Laslett and James Fishkin (Yale University Press, 1992)
Advanced. Collection of essays by leading political philosophers on what we owe future generations. Includes responses to Parfit's non-identity problem.
Braiding Sweetgrass: Indigenous Wisdom, Scientific Knowledge, and the Teachings of Plants — Robin Wall Kimmerer (Milkweed Editions, 2013)
Accessible. A botanist and member of the Potawatomi Nation weaves together scientific understanding of plants with Indigenous frameworks for human-nature relationship. One of the most important works for understanding how Indigenous environmental ethics differs from Western frameworks.
The Uninhabitable Earth: Life After Warming — David Wallace-Wells (Tim Duggan Books, 2019)
Accessible. Systematic account of the consequences of climate change at various temperature scenarios. The consequentialist case for urgent action; essential background for environmental ethics discussions.
A Sand County Almanac — Aldo Leopold (Oxford University Press, 1949)
Accessible. Classic statement of the "land ethic" — the view that we have direct obligations to the land community, not just instrumentally. Introduced the idea that humans are members of, not masters of, the biotic community. Still one of the most philosophically interesting arguments in environmental ethics.
Methodology: Applied Ethics as a Field
Practical Ethics — Peter Singer (Cambridge University Press, 3rd ed. 2011)
Accessible-Intermediate. Singer applies utilitarian thinking to poverty, animal welfare, environmental ethics, euthanasia, and other topics. The clearest example of how to do applied ethics from a single theoretical perspective.
Justice: What's the Right Thing to Do? — Michael Sandel (Farrar, Straus and Giroux, 2009)
Accessible. Based on Sandel's legendary Harvard course. Works through applied ethics cases from multiple philosophical perspectives. The best accessible introduction to applied ethics for general audiences.
The Ethics Toolkit: A Compendium of Ethical Concepts and Methods — Julian Baggini and Peter Fosl (Blackwell, 2007)
Accessible. Reference guide to the conceptual tools of ethical reasoning. Useful for looking up specific concepts and arguments.
Practical Ethics — edited by Hugh LaFollette (Blackwell, 2002)
Intermediate. Academic anthology covering the major topics in applied ethics: poverty, race, gender, the environment, animal welfare, reproductive ethics, and more. The standard academic reference.
Journals and Online Resources
Journal of Business Ethics — peer-reviewed academic journal covering all aspects of business ethics.
Bioethics — peer-reviewed journal of the International Association of Bioethics.
Ethics and Information Technology — peer-reviewed journal focused on the intersection of digital technology and ethics.
AI Ethics — newer peer-reviewed journal focused specifically on ethical issues in artificial intelligence.
The Hastings Center Report — one of the most important bioethics publications; many articles are accessible to non-specialists.
The New York Times Upshot and FiveThirtyEight — for accessible data journalism on technology, medicine, and policy with implications for applied ethics.
A Note on Methodology
The best applied ethics work combines philosophical rigor with detailed empirical knowledge of the domain being analyzed. Ethics without knowledge of how pharmaceutical development works, or how AI systems are trained, or how clinical decisions are actually made, tends to miss the most important questions. The readings above are chosen to provide both.
For each domain, the suggestion is to read at least one work from the "accessible" tier and one from the "intermediate" tier before engaging with the primary philosophical sources. The empirical context matters for the philosophical analysis.