Before you work with data, you must confirm that it is unbiased and credible. After all, if you start your analysis with unreliable data, you won’t be able to trust your results. In this course, you will learn to identify bias in data and to ensure your data is credible. You’ll also explore open data and the importance of data ethics and data privacy.



Data Responsibility
This course is part of Google Data-Driven Decision Making Specialization

Instructor: Google Career Certificates
Top Instructor
Access provided by NIC x MaiamiJSC
Recommended experience
What you'll learn
Discuss the difference between biased and unbiased data.
Discuss characteristics of credible sources of data including reference to untidy data
Explain the relationship between data ethics and data privacy
Demonstrate an awareness of the accessibility issues associated with open data
Details to know

Add to your LinkedIn profile
6 assignments
September 2025
See how employees at top companies are mastering in-demand skills

Build your subject-matter expertise
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate

There are 4 modules in this course
As a data analyst, it is important to understand why reaching conclusions on biased data can have real-world effects. In this part of the course, you'll learn what bias is, how it affects data, the types of bias, and how to spot it.
What's included
4 videos1 reading1 assignment
In this part of the course, you will learn to identify bias in data and to ensure your data is credible.
What's included
2 videos1 assignment
You’ll explore the importance of data ethics and data privacy.
What's included
4 videos1 reading1 assignment
In this part of the course, you'll explore and understand open data.
What's included
2 videos2 readings3 assignments
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.
Instructor

Offered by
Why people choose Coursera for their career




Explore more from Data Science
Fred Hutchinson Cancer Center
University of Michigan
Johns Hopkins University

Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy