Data Ethics and Governance for Responsible AI

Training Provider: NATIONAL UNIVERSITY OF SINGAPORE
Course Reference: TGS-2026064756
S$570
Original: S$1,900
Save S$1,330

About This Course

This course examines the significance of digital ethics within enterprise environments, which focuses on data ethics and artificial intelligence (AI) ethics. It presents foundational ethical principles, such as fairness, accountability, transparency, privacy, inclusivity, and sustainability. Furthermore, this course analyses their relevance to prevalent data and AI-driven applications.



In addition, this course addresses core elements of data governance, encompassing data quality, security, and privacy. It evaluates the use of established AI governance frameworks to promote explainability, responsibility, accountability, and trustworthiness in the design, development and deployment of AI solutions.

What You'll Learn

At the end of the course, the participants will be able to:

(i) Explain the strategic importance of data ethics in enterprise AI adoption.

(ii) Interpret and apply relevant regulatory and governance frameworks (e.g., General Data Protection Regulation - GDPR, Personal Data Protection Act - PDPA, etc).

(iii) Identify and evaluate key data governance practices (data quality, security, privacy, metadata, master data) that support AI-ready data.

(iv) Analyse ethical issues in AI systems and propose mitigation strategies aligned with responsible AI principles (fairness, transparency, accountability, human oversight).

(v) Apply existing AI governance frameworks (e.g., Singapore Model AI Governance Framework) in enterprise setting.

Entry Requirements

· General Diploma

· Knowledge of basic cybersecurity acts and cybersecurity concepts

Course Details

Duration 14 hours
Language English
Training Commitment Part Time
Total Enrolled 18 students
Back to All Courses
Note: To apply for this course, visit or contact the training provider directly.

More Courses from NATIONAL UNIVERSITY OF SINGAPORE

Objectives: At the end of the programme, participants are expected to achieve the following objecti...
Duration 7.5 hours
Fee After Subsidy S$475
In Singapore’s dynamic business and governance spheres, senior executives & government leaders mus...
Duration 14 hours
Fee After Subsidy S$600
The programme is designed to transform educators into impactful leaders equipped to navigate the com...
Duration 64 hours
Fee After Subsidy S$2,040