Visualized using Tableau by Dr. Alvin Ang Chapter 1: HDB Resale Flats Prices (sold between 2021 & 2022)

Visualized using Tableau by Dr. Alvin Ang Chapter 1: Singapore’s Master Plan (2017 Planning Regions)

Visualized using Tableau by Dr. Alvin Ang

Visualized with Tableau by Dr. Alvin Ang

Part 7: The Developer — Previous Article: Part 5: The Data Scientist Contents Part 1 Introduction Part 2: Singapore’s ICT Skills Framework Part 3: The Data Science Pipeline Part 4: The Data / Business Analyst Part 5: The Data Scientist Part 6: The Data Engineer Part 7: The Developer

Part 6: The Data Engineer — Previous Article: Part 5: The Data Scientist Contents Part 1 Introduction Part 2: Singapore’s ICT Skills Framework Part 3: The Data Science Pipeline Part 4: The Data / Business Analyst Part 5: The Data Scientist Part 6: The Data Engineer Part 7: The Developer

Part 5: The Data Scientist — Previous Article: Part 4: The Data / Business Analyst Contents Part 1 Introduction Part 2: Singapore’s ICT Skills Framework Part 3: The Data Science Pipeline Part 4: The Data / Business Analyst Part 5: The Data Scientist Part 6: The Data Engineer Part 7: The Developer

Part 4: The Data / Business Analyst — Previous Article: Part 3: The Data Science Pipeline Contents Part 1 Introduction Part 2: Singapore’s ICT Skills Framework Part 3: The Data Science Pipeline Part 4: The Data / Business Analyst Part 5: The Data Scientist Part 6: The Data Engineer Part 7: The Developer

Part 3: The Data Science Pipeline — Contents Part 1 Introduction Part 2: Singapore’s ICT Skills Framework Part 3: The Data Science Pipeline Part 4: The Data / Business Analyst Part 5: The Data Scientist Part 6: The Data Engineer Part 7: The Developer