Fractal Analytics
Data Lineage & Ethical Frameworks for Responsible AI

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Fractal Analytics

Data Lineage & Ethical Frameworks for Responsible AI

David Drummond
Fractal Analytics Academy

Instructors: David Drummond

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Explain the role of traceable data lineage in AI reliability

  • Apply governance frameworks to manage ethical and regulatory risks.

  • Tag and trace AI-generated content using modern tools.

  • Design scalable governance strategies for enterprise AI applications.

Details to know

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Recently updated!

September 2025

Assessments

9 assignments

Taught in English

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This course is part of the Modern Data Strategy for Enterprise Generative AI Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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  • Gain a foundational understanding of a subject or tool
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There are 3 modules in this course

Explore the core principles of data governance and ethical AI. Learn how frameworks like C2PA and tools like DuckLake help verify content authenticity and detect misinformation. Understand global governance perspectives and how to embed trust into AI systems.

What's included

8 videos3 readings3 assignments1 plugin

Dive into the architecture of data pipelines and learn how to build them with governance in mind. Use tools like OpenLineage to visualize, monitor, and trace data across its lifecycle—ensuring transparency and compliance.

What's included

6 videos1 reading3 assignments2 ungraded labs1 plugin

Design AI systems that are both powerful and principled. Learn ethics-by-design workflows, governance automation, and advanced compliance strategies to future-proof your AI initiatives.

What's included

10 videos3 assignments1 plugin

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Instructors

David Drummond
Fractal Analytics
3 Courses813 learners

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