luminaacademy.sg/courses/data-analytics-python SGBP Demo
135,000 graduates across Singapore and the region Faculty drawn from senior Singapore industry leaders Professional certificates · diplomas · all-access membership
Faculty of Technology & Data

Professional Certificate in Data Analytics

Move from spreadsheets to defensible analysis — pandas, statistical reasoning and data storytelling, assessed on an end-to-end portfolio brief set by a practising data lead.

★★★★★ 5.0 · 24,200 learners
16 hrs 64 lessons Intermediate Professional Certificate Wei Jie Ng
Professional Certificate in Data Analytics
S$249S$189

One-time fee · lifetime access · assessed Professional Certificate included

Map a full pathway

14-day enrolment assurance period

What you’ll learn

On graduating this programme

  • Competencies benchmarked to what Singapore employers assess at interview
  • A faculty-graded brief you produce and defend, not a video you watch
  • Working frameworks and templates you retain for your career
  • A verifiable Professional Certificate for your LinkedIn & CV
Curriculum

64 lessons across 5 modules

1Orientation & foundations

Programme structure, the assessment rubric and the groundwork for faculty of technology & data.

2Core methods

The essential frameworks and techniques, worked through with annotated examples.

3Applied practice

Faculty-guided exercises with downloadable working files you complete.

4Assessed brief

Produce the portfolio-grade piece your faculty marks against the rubric.

5Defence & credential

Submit, receive faculty feedback, and earn your verifiable credential on a pass.

Your faculty lead

W
Wei Jie Ng
Lumina faculty · Singapore industry leader

A senior practitioner in faculty of technology & data, Wei Jie Ng authored this syllabus and grades its assessment — the same standards applied when hiring, distilled into 64 structured lessons.


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