M. Elizabeth Karns is a lawyer and epidemiologist. Her teaching is directly connected to her practice, which has focused on statistical evidence, occupational illnesses, assault and harassment injuries, and reproductive harms. Professor Karns has been involved in every aspect of the data life cycle, from initial design to post-event forensic evaluations. Her work on data science ethics brings together professional practice norms, individual values, and organizational goals. Professor Karns is currently developing a virtual reality experience based on the unintended consequences of automated fraud detection.
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Overview and Courses
Data scientists have the power to alter the lives of millions of people. With this tremendous responsibility, they also face great pressure from colleagues and stakeholders to maximize results, productivity, and team cooperation.
In this certificate program, you will build sophisticated ethical reasoning skills that are essential for professionals working with data in today’s workplace. First, you’ll determine the sources of your own ethics and identify the subtle "micro-ethics" issues that occur every day. Then, through case studies and real-life scenarios, you’ll learn how to appropriately respond to and correct these issues.
Throughout the program, you will explore the interplay between daily ethical data choices and global issues including fairness, justice, privacy, and consent. You will also integrate existing principles, practices, and codes of conduct with the “virtue ethics” framework. Finally, you will apply these skills to the use of low-stakes mechanisms to raise ethical concerns and foster ethics in the workplace. By the end of this program, you will be prepared to balance stakeholder concerns with the impact of your work and continue building a purposeful, ethical framework to guide you in your role and beyond.
For the best experience in this program it is recommended to take these courses in the order that they appear.
Course list
- May 13, 2026
- Sep 2, 2026
- Dec 23, 2026
- May 27, 2026
- Sep 16, 2026
- Jun 10, 2026
- Sep 30, 2026
- Jun 24, 2026
- Oct 14, 2026
eCornell Online Workshops are live, interactive 3-hour learning experiences led by Cornell faculty experts. These premium short-format sessions focus on AI topics and are designed for busy professionals who want to gain immediately applicable skills and strategic perspectives. Workshops include faculty presentations, breakout discussions, and guided hands-on practice.
The AI Workshops All-Access Pass provides you with unlimited participation for 6 months from your date of purchase. Whether you choose to attend one workshop per month, or several per week, the All-Access Pass will allow you to customize your AI journey and stay on top of the latest AI trends.
Workshops cover a range of cutting-edge AI topics applicable across industries, hosted by Cornell faculty at the forefront of their fields. Whether you are just getting started with AI, seeking to build your AI skillset, or exploring advanced applications of AI, Workshops will provide you with an action-oriented learning experience for immediate application in your career. Sample Workshops include:
- Work Smarter with AI Agents: Individual and Team Effectiveness
- Leading AI Transformation: Bigger Than You Imagine, Harder Than You Expect
- Using AI at Work: Practical Choices and Better Results
- Search & Discoverability in the Era of AI
- Don't Just Prompt AI - Govern it
- AI-Powered Product Manager
- Leverage AI and Human Connection to Lead through Uncertainty
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How It Works
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Faculty Author
Key Course Takeaways
- Identify the individual ethics that you practice in everyday data decision making
- Develop and improve your ethical work practices
- Recognize the macro-level ethical problems of bias, fairness, and justice in data science
- Identify responsible practices within an organization and navigate situations when organizational ethics and individual ethics are unaligned
- Apply virtue ethics concepts across individual, team, and organizational levels

Download a Brochure
Not ready to enroll but want to learn more? Download the certificate brochure to review program details.

What You'll Earn
- Data Ethics Certificate from Cornell Ann S. Bowers College of Computing and Information Science
- 40 Professional Development Hours (4 CEUs)
Who Should Enroll
- Data and machine learning scientists
- Data bank managers and curators
- Model and algorithm developers
- Data protection managers and privacy stewards
- Ethics officers
- Statisticians
- IT managers and technology consultants
- Data and business analysts
- Software developers and programmers
- Quality and security engineers
- Compliance professionals
- Lawyers
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Data Ethics
| Select Payment Method | Cost |
|---|---|
| $2,999 | |



























