Beyond do no harm

Introduction to Data Ethics

Shalini Kurapati, PhD

Co-founder and CEO, Clearbox AI

Legal or ethical?

  • Ethics and laws are closely related
  • Ethics, go beyond laws:
    • Evolving sense of right and wrong
    • Society, religion, progress, civilization
  • Ethics are guidelines, laws are enforced
  • Legal does not equate to ethical, ethics go beyond laws

Illustration of a hand on a book.

1 Icon made by Freepik from www.flaticon.com
Introduction to Data Ethics

Lessons from the past

HeLa Cells

Portrait of Henrietta Lacks

  • Immortal human cells, crucial in advancing cancer research
  • From Henrietta Lacks, without her consent from a biopsy
  • Privacy, dignity, respect- ethical issues

Tuskegee syphilis study

Flyer for recruiting participants for the Tuskegee Syphilis Study

  • Effects of untreated syphilis, 1932-1972
  • African American participants, not informed well, no access to treatment
  • 100+ died as a result, despite treatment options
Introduction to Data Ethics

Guiding ethical principles

Illustration of a book of ethics

  • Do not harm- minimize risks for individuals
  • Beneficence- Maximize benefits for others and society
  • Respect, autonomy, agency- consent, privacy, information, control, agency
  • Justice- Legality, fairness and non-discrimination
  • IEEE, ACM address data ethics - Responsible use of data, preventing misuse
1 Icon made by Freepik from www.flaticon.com 2 https://www.hhs.gov/ohrp/regulations-and-policy/belmont-report/index.html 3 http://ethics.acm.org/code-of-ethics/ 4 https://www.ieee.org/about/corporate/governance/p7-8.html
Introduction to Data Ethics

Data ethics: Old problems new cover

Facebook's emotional contagion study

Screenshot of an online article on the Atlantic on Facebook's manipulative social experiment.

  • Data scientists skewed newsfeeds of 700,00 users to influence behavior
  • Users not informed, nature of research and purpose of data collection

Google's project nightingale Screenshot of WSJ's reporting on Google's Project Nightingale

  • Google handling of sensitive data
  • Large scale medical data without patient consent or doctor's knowledge
1 https://www.theatlantic.com/technology/archive/2014/06/everything-we-know-about-facebooks-secret-mood-manipulation-experiment/373648/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7059004/
Introduction to Data Ethics

Encoded data ethics in laws

Illustration of a faceless judge in front of a microchip to illustrate regulating data and technology.

  • Data protection laws like GDPR, CCPA embed several data ethics principles
  • Privacy, data security, transparency, informed consent, non-discrimination, accountability
  • Not mere guidance, but enforced
    • GDPR fines
    • EUR 20 million or 4% of the worldwide turnover
1 Icon made by Leremy from www.flaticon.com
Introduction to Data Ethics

The business case for data ethics

Compliance and reputation

Screenshots of news items that show the American FTC and Italian authorities penalizing companies for lax data practices.

  • Regulators move in for lax data practices- FTC, Italian DPA
  • Following high data ethics standards boosts compliance
  • Attractive to clients and employees

Responsible innovation Collage of the various features of LinkedIn economic graph project.

  • LinkedIn Economic Graph in collaboration with governments, policy makers
  • Benefits clients, society and the company
1 https://economicgraph.linkedin.com/
Introduction to Data Ethics

Let's practice!

Introduction to Data Ethics

Preparing Video For Download...