​A personal analytics project applying Python statistical libraries and Tableau to push my boundaries in analytics. I discovered value for money public housing apartments in Singapore based on common influencing factors such as proximity to amenities and schools. Rising housing prices have been exacerbated in January 2021 due to Covid-19 induced shortages of labor and materials.

Value-for-money resale HDBs are likely to be found in West and North Singapore but bargains can still be found in mature or popular towns in East, Central and South Singapore. Mature towns such as Bishan in Central Singapore and popular towns like Tampines in East Singapore tend to contain less value-for-money resale flats in general for home buyers. However, there are still bargains to be found in these towns. Adjacent towns like Ang Mo Kio (next to Bishan) and Pasir Ris (next to Tampines) can yield attractive bargains and share some of the benefits enjoyed by more popular towns.

Click on the image below to explore the data for yourself or read my full article published on LinkedIn to find out more.