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Individual Course

Data Science Principles

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Course Length

4 weeks

4–5 hours per week

Featuring faculty from:

Harvard Faculty of Arts & Sciences LogoHarvard Faculty of Arts & Sciences

Certificate Price:

$ 950

Apply by Aug 18, 2025

Apply Now

Certificate Price:

$ 950

Apply by Aug 18, 2025

Apply Now

Data Science Principles is a Harvard Online course that gives you an overview of data science with a code- and math-free introduction to prediction, causality, data wrangling, privacy, and ethics.

What is data science, and how can it help you make sense of the infinite data, metrics, and tools that are available today?

Data science is at the core of any growing modern business, from health care to government to advertising and more. Insights gathered from data science collection and analysis practices have the potential to increase quality, effectiveness, and efficiency of work output in professional and personal situations.

Data Science Principles makes the foundational topics in data science approachable and relevant by using real-world examples that prompt you to think critically about applying these understandings to your workplace. Get an overview of data science with a nearly code- and math-free introduction to prediction, causality, visualization, data wrangling, privacy, and ethics.

Instructor-Paced

HBS Online

Industries:

  • Technology
  • Financial Services
  • Health Care
  • Consulting
  • Carlos E. S.
  • Avnish K.
  • Sonja S.

Harvard Case Method Premium Learning

Upgrade Your Skills

Understand Core Data Science Concepts

Explain foundational ideas such as prediction, causality, and data privacy in clear terms. Recognize how data science fundamentals apply across industries.

Upgrade Your Skills

Evaluate and Interpret Data Quality and Algorithms

Identify high-quality versus low-quality data and common sources of bias. Assess the strengths and limitations of predictive systems and recommendations.

Upgrade Your Skills

Apply Data Science Principles to Real-World Problems

Use frameworks to classify data relationships and uncover causal insights. Develop guidelines for ethical data use and effective decision-making.

  • Learn from real case studies
  • Do it on your own time
  • Get a certificate, add it to your resume
  • Be part of the Harvard Community
Data Science for Business values

Syllabus

Data Science Principles makes the fundamental topics in data science approachable and relevant by using real-world examples and prompts learners to think critically about applying these new understandings to their own workplace. Get an overview of data science with a nearly code- and math-free introduction to prediction, causality, visualization, data wrangling, privacy, and ethics.

Faculty

Industry Experts

Your Instructor

Dustin Tingley

Thomas D. Cabot Professor of Public Policy with a joint appointment in the Harvard Kennedy School of Public Policy and Harvard Government Department

Dustin Tingley is a data scientist at Harvard University. He is the Thomas D. Cabot Professor of Public Policy with a joint appointment in the Harvard Kennedy School of Public Policy and Harvard Government Department. Professor Tingley is Deputy Vice Provost for Advances in Learning and helps to direct Harvard's education focused data science and technology team. He has helped a variety of organizations use the tools of data science and helped to develop machine learning algorithms and accompanying software for the social sciences. He has written on a variety of topics using data science techniques, including education, politics, and economics.

Industry Expert

Mauricio Santillana

Listen to Harvard Professor and faculty member at Boston Children’s Hospital analyze Google Flu, its failures, and lessons learned.

Affiliations are listed for identification purposes only.

Industry Expert

Latanya Sweeney

Explore the difficulties faced in keeping data anonymous and private with Harvard Professor and Director of the Data Privacy Lab in IQSS at Harvard.

Industry Expert

Dan Restuccia

Learn how Burning Glass Technologies uses text analysis to recommend job openings, skill development, and labor market trends.

Affiliations are listed for identification purposes only.

This is a topic that people in any industry should have at least basic knowledge of in order to create more efficient and competitive businesses, tools, and resources.
Carlos E. S.
Chief Strategy Officer
I was highly impressed how uniquely and smartly this entire course was designed and structured. There were variety of real life application/industry based mandatory individual/group assignments/case studies which were not that easy. Your thought process and critical thinking gets deeply challenged.
Avnish K.
Associate Director
The way this complicated topic was presented and the reflection it caused was impressive. I enjoyed the way I could dive into a whole new world of expertise in such an engaging way.
Sonja S.
Managing Director/Editor-in-Chief
It's especially beneficial for learners to be able to tie back new or abstract concepts to ideas that we understand. This course helped me understand data in this context and what algorithms are actually trying to solve.
Alejandro D.
Financial Services Analyst
Data Science Principles applies to many aspects of our daily lives. The course helps guide people in everyday life through decision making and process thinking.
Jared D.
Senior Director of Sales
Over the past few years, I have been working diligently as a software engineer, continuously expanding my skillset. I decided to further advance my career by enrolling in Data Science Principles, which has provided me with a strong foundation in this exciting and rapidly evolving field. This academic training has significantly enhanced my ability to make informed decisions when tackling complex problems.
Irvi A.
Graduate Student

Take two extra eligible courses for and receive a Harvard on Digital Certificate of Specialization

These courses are curated to help you develop a data-first mindset, improve your digital strategic thinking, and learn how to navigate, manage, and lead in these environments. 

Learn more
  • Choose 3 eligible courses
  • Complete your courses within 18 months
  • Earn Your Certificate

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A variety of formats, from long-form courses that replicate an on-campus classroom experience to short-form content

Interaction with a global community of learners and leaders looking to develop their workforce, grow their business, and change the world

Past Participant Discounts

Learners who have enrolled in at least one qualifying Harvard Online program can receive a 30% discount, automatically applied to the Program Fee upon time of payment.

Learners who have earned a verified certificate for a HarvardX course hosted on the edX platform are eligible to receive a 30% discount using a discount code. Please check your email for a code or contact us.

Nonprofit, Government, Military, and Education Discounts

Eligibility is determined by a prospective learner’s email address, ending in .org, .gov, .mil, or .edu. Interested learners can apply below for the discount and, if eligible, will receive a promo code to enter when completing payment information to enroll in a Harvard Online program. 

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