Embedded EthiCS @ Harvard: bringing ethical reasoning into the computer science curriculum.

Embedded EthiCS Module Topics and Philosophical Concepts

Course number Course title Course topic Ethical issue Philosophical concepts, principles, theories
CS 1 Great Ideas in Computer Science Electronic Privacy Should internet service providers be able to sell information about our browsing patterns without our consent? Moral rights; electronic privacy; privacy as a private vs. public good
CS 051 Abstraction and Design in Computation Professional responsibility and software design When are software companies morally responsible for harmful uses of their products by others? Criteria for moral responsibility
CS 061 Systems Programming and Machine Organization ASCII, Unicode, and the Ethics of Natural Language Representation Can the way we choose to encode natural language be harmful? Representational harm/allocative harm
AM 106 Applied Algebra The ethics of applied and theoretical research What are the moral reasons to engage in more applies vs. theoretical research (or more generally, to choose a certain kind of work)? Consequentialist vs. deontological ethical theories
CS 109b Introduction to Data Science II Moral considerations for data science decisions How are ethical considerations relevant to the data science process? Moral responsibility; role obligations
CS 124 Data Structures and Algorithms How can we design models that allocate goods and services fairly? How should we design models to allocate goods and services to individuals fairly? Fairness; procedural vs. outcome fairness; decision-making; trade-offs
CS 126 Fairness, Privacy, and Validity in Data Diversity and equality of opportunity in automated hiring systems How should concerns about (a) meritocracy and (b) equality of opportunity affect the design of automated hiring systems? Formal and fair equality of opportunity; pro tanto moral obligation
CS 134 Networks Privacy in networks Facebook, Fake News, and the Ethics of Censorship Moral obligation; permission, prohibition, supererogation; utilitarianism; Mill's argument against censorship; Mill's harm principle
CS 136 Economics and Computation Recommender systems and preferences What is morally good about satisfying individuals' preferences? Utilitarianism (Harsayni) vs. Scanlon on the value of choice
CS 145/245 Cloud Networking and Computing The Ethics of Cloud Security Why should we care about security from an ethical perspective? Who is responsible for security breaches? Rights; responsibility; privacy as a right/merely beneficial good; stakeholders
CS 152 Programming Languages Ethics in Software Verification and Validation How can we incorporate ethical requirements into software development? Ethical requirements and design specifications; stakeholder rights and interests
CS 161 Operating Systems Ethical Tradeoffs in System Design: Performance versus Correctness How should software developers make tradeoffs between performance and correctness? Cost-benefit analysis (ethics of); individual responsibility; incommensurability
CS 165 Data Systems Privacy in the Design of Data Systems Why is privacy important from an ethical perspective? How do tech companies conceive of privacy? Rights; stakeholder rights and interests; different kinds of privacy; privacy as a right/merely beneficial good; informational privacy
CS 179 Design of Useful and Usable Interface Systems Ethical Perspectives on Accessible Video Game Design Are software developers morally obligated to design for inclusion? Medical, social, and interactive theories of disability; formal and fair equality of opportunity
CS 181 Machine Learning Discrimination and Machine Learning Do machine learning algorithms discriminate? If so, what can we do to mitigate this? Discrimination (disparate treatment/impact); social goods/harms; formalized fairness criteria
CS 182 Artificial Intelligence Machines and moral decision-making (How) can we design AI systems to make genuinely moral decisions? A moral decision vs a decision with moral consequences
CS 189 Autonomous Robot Systems Robots and work Why is work valuable for people, and are employers obligated to provide valuable work? Rawls' and Nozick's theories of justice
CS 222 Algorithms at the End of the Wire Transparency and search engine algorithms Do search engine companies have an obligation to be transparent about how they produce and rank search engine results? Informational autonomy; democratic principles; marketplace of ideas; responsibility
CS 236 Topics at the Interface between Computer Science and Economics Interpretability and Explanation Should full reserve banking with blockchain be instituted? Rawls' theory of justice
CS 263 Systems Security The Ethics of Hacking Back Is it morally permissible for companies to "hack back" in response to a cyberattack? Stakeholder rights and interests; philosophical arguments for and against the moral permissibility of hacking back
CS 265 Big Data Systems Electronic Privacy and Big Data Systems How do big data systems affect our conception of privacy? Privacy; data privacy; electronic privacy; legal rights; moral rights; interests
CS 279 Design of Useful and Usable Interactive Systems Implicit bias and our moral responsibilities for it in design Are we responsible for the implicit biases that permeate our user-interface design? Implicit bias; moral responsibility
CS 287 Natural Language Processing Bias and Stereotypes in Word Embedding software When are stereotypes morally problematic? Bias (explicit vs. implicit); stereotypes; discrimination; statistical truths vs. essentialist claims; representational vs. allocative harms


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