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Kirsten Martin

This course explores the ethical implications of data analytics. It connects old ideas – privacy, surveillance, power, justice, accountability, corporate responsibility, stakeholder theory – with new technologies and cases, such as the use of machine learning to predict crime. The course will prepare you to evaluate strategic arguments about the ethics of data analytics and to relate data analytics to ethical concepts so that you approach newer, ambiguous capabilities of technology and artificial intelligence with a critical eye.

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What's inside

Syllabus

Technological Bias and Critical Theories
Welcome to Week 1 of the course! This week, you will participate in a variety of learning experiences so that you can begin framing your awareness of the biases inherent in technology. First, you will view a welcome video from your instructor. Then, your instructor will introduce you to this week’s topic. You will review two case studies, complete two practice quizzes, and view your instructor’s analyses of the two case studies. Finally, you will wrap up the week by completing one multiple-choice quiz and one reflective quiz so that you can apply the ethical theories you learn about this week to morally evaluate technology biases or preferences.
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Privacy and Surveillance
Welcome to Week 2 of the course! This week, you will examine theories of privacy and surveillance. You will also be given an opportunity to reflect upon how the design of technology contributes to violations of privacy and surveillance.
Discrimination and Fairness
Welcome to Week 3 of the course! When an AI program decides if you are employable, can it discriminate? This week you will examine different theories of discrimination and fairness in data analytics, artificial intelligence, and machine learning. You will also review cases that depict how technology can discriminate so that you can consider how the technology design can impact and treat people differently.
Measuring Accuracy and Offering Contestability
Welcome to Week 4 of the course! One of the primary purposes of technology design is to solve problems. So take a moment to consider a few global issues or problems that you would like to see (re)solved. Do other people share your interest in these issues? What role could technology play in solving these problems? How could the outcomes achieved by a technological intervention (to solve these problems) be accurately measured? This week, you will delve into the heart of these issues by examining how technology can make mistakes and how we can think of holding people accountable for technology.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Examines the ethical implications of data analytics, which is a growing field in both industry and academia
Taught by Kirsten Martin, who researches and teaches on the ethics of data analytics
Develops ethical thinking and critical analysis skills, which are core skills for data analysts
Uses case studies and examples to illustrate ethical concepts in real-world scenarios, which helps learners understand the practical applications of ethical theories
Covers the latest developments in data analytics and AI ethics, which gives learners an edge in understanding innovation and groundbreaking topics
This course requires some background knowledge in data analytics and ethics, which may not be suitable for complete beginners

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Ethics of Technology with these activities:
Review probability theory
Refresh your understanding of probability theory to strengthen your foundation for this course.
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  • Review notes and textbooks on probability theory.
  • Solve practice problems to test your understanding.
Network with professionals in the field of data ethics
Connect with individuals working in the field to gain insights, share ideas, and expand your professional network.
Browse courses on Data Ethics
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  • Identify industry events, conferences, and meetups focused on data ethics.
  • Attend events and actively engage with attendees.
  • Follow up with individuals you connect with on LinkedIn and other professional platforms.
Explore case studies of ethical dilemmas in data analytics
Examine real-world examples to enhance your understanding of ethical considerations in data analytics.
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  • Identify reputable sources for case studies.
  • Read and analyze case studies, focusing on ethical implications.
  • Discuss and reflect on the ethical dilemmas presented.
Four other activities
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Engage in peer discussions on ethical theories
Participate in discussions with peers to deepen your understanding of different ethical perspectives.
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  • Join or form peer discussion groups.
  • Prepare talking points on assigned ethical theories.
  • Engage in respectful and thoughtful discussions, considering multiple viewpoints.
Attend industry workshops on data ethics
Engage with professionals and learn about best practices and emerging issues in data ethics through industry workshops.
Browse courses on Data Ethics
Show steps
  • Identify and research upcoming data ethics workshops.
  • Register for and attend selected workshops.
  • Actively participate in discussions, ask questions, and network with attendees.
Develop a data analytics ethics statement
Create a written statement outlining your own principles and guidelines for ethical data analytics practices.
Browse courses on Data Ethics
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  • Research and gather information on data analytics ethics.
  • Identify key ethical considerations and develop your own principles.
  • Draft and revise your ethics statement, seeking feedback from peers or mentors.
Volunteer with organizations focused on data privacy and ethics
Gain practical experience and contribute to the promotion of ethical data practices by volunteering with relevant organizations.
Browse courses on Data Privacy
Show steps
  • Research and identify organizations focused on data privacy and ethics.
  • Inquire about volunteer opportunities and apply.
  • Participate in activities and projects that align with your interests and goals.

Career center

Learners who complete Ethics of Technology will develop knowledge and skills that may be useful to these careers:
Technology Ethicist
The University of Notre Dame's Ethics of Technology course is highly recommended for aspiring Technology Ethicists. This course will provide you with a solid foundation in the ethical principles and theories that guide the development and use of technology. As a Technology Ethicist, you'll be responsible for evaluating the ethical implications of new technologies and providing guidance to organizations on how to use technology responsibly. This course will equip you with the knowledge and skills to excel in this emerging field.
Privacy and Data Protection Officer
The Ethics of Technology course at the University of Notre Dame can be an invaluable asset for Privacy and Data Protection Officers. This course will help you develop a comprehensive understanding of the ethical considerations surrounding data privacy and surveillance, empowering you to effectively safeguard personal data and ensure compliance with regulations. By gaining insights into the ethical dilemmas posed by technology, you'll be well-equipped to advocate for the protection of individuals' privacy rights in the digital age.
Digital Rights Advocate
The Ethics of Technology course at the University of Notre Dame can be a transformative experience for Digital Rights Advocates. This course will provide you with a deep understanding of the ethical issues surrounding digital privacy, surveillance, and free expression. As a Digital Rights Advocate, you'll be fighting to protect the rights of individuals in the digital age. This course will equip you with the knowledge and skills to articulate the ethical arguments for digital rights and to advocate for policies that safeguard these rights.
Technology Founder
The Ethics of Technology course at the University of Notre Dame can be a valuable asset for aspiring Technology Founders. This course will equip you with a deep understanding of the ethical implications of technology development and deployment. As a Technology Founder, you'll be responsible for making decisions that will shape the impact of your technology on society. This course will provide you with the ethical principles and critical thinking skills to navigate these challenges and build a technology company that aligns with your values.
Data Analyst
The Ethics of Technology course at the University of Notre Dame is a valuable resource for aspiring Data Analysts who seek to navigate the complex ethical landscape of data analytics. This course will equip you with the critical thinking skills to evaluate the ethical implications of data collection, processing, and interpretation. As a Data Analyst, you'll play a crucial role in ensuring that data is used responsibly and ethically, and this course will provide you with a solid foundation in the ethical principles that guide this field.
Data Protection Analyst
The Ethics of Technology course offered by the University of Notre Dame is highly relevant for Data Protection Analysts. This course will provide you with a deep understanding of the ethical principles and legal frameworks surrounding data protection. As a Data Protection Analyst, you'll be responsible for ensuring that organizations comply with data protection regulations and that personal data is handled ethically and responsibly. This course will equip you with the knowledge and skills to excel in this critical and growing field.
Public Policy Analyst
For those pursuing a career as a Public Policy Analyst, the University of Notre Dame's Ethics of Technology course can be highly beneficial. This course will provide you with a comprehensive understanding of the ethical issues surrounding technology policy and regulation. As a Public Policy Analyst, you'll be involved in shaping policies that govern the development and use of technology. This course will equip you with the knowledge and skills to analyze the ethical implications of technology policy and to develop and advocate for policies that promote responsible technology use.
AI Engineer
The Ethics of Technology course offered by the University of Notre Dame is a highly relevant resource for AI Engineers. This course will equip you with a deep understanding of the ethical implications of artificial intelligence, enabling you to design and develop AI systems that are aligned with ethical principles and societal values. By gaining insights into the ethical challenges posed by AI, you'll be well-prepared to contribute to the responsible development and deployment of AI technologies.
Technology Policy Analyst
The University of Notre Dame's Ethics of Technology course is a valuable resource for Technology Policy Analysts. This course will provide you with a comprehensive understanding of the ethical dimensions of technology policy and regulation. As a Technology Policy Analyst, you'll be involved in shaping policies that govern the development and use of technology. This course will equip you with the knowledge and skills to analyze the ethical implications of technology policy and to develop and advocate for policies that promote responsible technology use.
Data Scientist
Enrolling in the Ethics of Technology course at the University of Notre Dame can be a strategic move for aspiring Data Scientists. This course will provide you with a comprehensive understanding of the ethical issues surrounding data collection, analysis, and interpretation. As a Data Scientist, you'll be responsible for handling and interpreting sensitive data, and this course will equip you with the ethical principles and critical thinking skills to navigate these challenges effectively.
Cybersecurity Analyst
The Ethics of Technology course offered by the University of Notre Dame can be a valuable resource for aspiring Cybersecurity Analysts. This course will provide you with a solid understanding of the ethical implications of cybersecurity practices, enabling you to make informed decisions about how to protect data and systems while respecting individual rights and privacy. By gaining insights into the ethical challenges posed by cybersecurity, you'll be well-equipped to contribute to the development and implementation of ethical cybersecurity strategies.
Technology Project Manager
Enhance your career prospects as a Technology Project Manager by enrolling in the University of Notre Dame's Ethics of Technology course. This course will provide you with a thorough understanding of the ethical considerations involved in technology project management. As a Technology Project Manager, you'll be responsible for leading technology projects in an ethical and responsible manner. This course will equip you with the knowledge and skills to manage technology projects successfully while upholding ethical principles.
Technical Program Manager
For those aspiring to become Technical Program Managers, the Ethics of Technology course offered by the University of Notre Dame is a valuable resource. This course will provide you with a comprehensive understanding of the ethical considerations involved in the development and management of technology projects. As a Technical Program Manager, you'll be responsible for ensuring that technology projects align with ethical principles and societal values. This course will equip you with the knowledge and skills to lead technology projects in an ethical and responsible manner.
Innovation Strategist
Aspiring Innovation Strategists can benefit greatly from the University of Notre Dame's Ethics of Technology course. This course will provide you with a solid foundation in the ethical principles that guide the development and implementation of new technologies. As an Innovation Strategist, you'll be responsible for identifying and evaluating new technologies and developing strategies for their ethical and effective use. This course will equip you with the knowledge and skills to lead the way in responsible innovation.
Technology Consultant
The Ethics of Technology course from the University of Notre Dame can be a valuable asset for Technology Consultants. This course will provide you with a strong foundation in the ethical principles that guide the development and use of technology. As a Technology Consultant, you'll be advising clients on how to use technology effectively and responsibly. This course will equip you with the knowledge and skills to help your clients navigate the ethical challenges of technology and to make informed decisions about technology investments.

Reading list

We've selected ten books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Ethics of Technology.
Provides a non-technical introduction to the history, concepts, and applications of AI, covering topics such as machine learning, natural language processing, and computer vision.
Explores the hidden algorithms that shape our lives, from financial markets to social media, raising concerns about privacy, bias, and accountability.
Examines the ways in which algorithms can perpetuate and exacerbate social inequalities, focusing on areas such as criminal justice, education, and healthcare.
Provides a broad overview of the technological and societal changes brought about by the Fourth Industrial Revolution, including the implications for ethics and values.
Provides insights into the development and governance of open-source software, with implications for the design and regulation of AI systems.
Provides a comprehensive overview of the ethical issues raised by the internet and digital technologies.
Examines the economic and social implications of the rise of AI and automation, with implications for the future of work and human well-being.
Provides a speculative look at the future of humanity in light of technological advancements, including the potential impact of AI.
Provides a sweeping overview of human history, from the Stone Age to the present, offering insights into the nature of human behavior and the potential impact of technology.

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