Master the critical skills for ensuring data reliability and building self-healing data systems. This course transforms your approach to data quality from reactive firefighting to proactive engineering driven reliability.

Improve Data Quality and Automate Errors

Gain insight into a topic and learn the fundamentals.
Advanced level
Recommended experience
3 hours to complete
Flexible schedule
Learn at your own pace
What you'll learn
Data quality measurement uses standardized quantitative methods to objectively assess reliability across all critical data dimensions.
Proactive monitoring of quality trends enables early intervention and systematic remediation before issues cascade to downstream systems.
Self-healing data systems with automated error recovery reduce operational overhead while maintaining data integrity at scale.
Quality assurance is most effective when built into the data pipeline architecture rather than applied as an afterthought.
Skills you'll gain
- Quality Assurance
- Performance Analysis
- Data Pipelines
- Data Processing
- Automation
- Quality Assessment
- Extract, Transform, Load
- Continuous Monitoring
- Data Integrity
- Trend Analysis
- Root Cause Analysis
- Stored Procedure
- Quality Improvement
- Key Performance Indicators (KPIs)
- Data Quality
- SQL
- Anomaly Detection
- Data Validation
- Data Cleansing
- Data Management
Details to know

Shareable certificate
Add to your LinkedIn profile
Taught in English
Recently updated!
February 2026
See how employees at top companies are mastering in-demand skills

There are 3 modules in this course
Instructor

Offered by
Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."

Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."

Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."

Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Explore more from Data Science
¹ Some assignments in this course are AI-graded. For these assignments, your data will be used in accordance with Coursera's Privacy Notice.





