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First-Time Home Buyer

Buying your first HDB or condo for owner-occupation

What You Care About

Which daily-convenience amenities actually move property prices, and which are mostly marketing noise

What the causal analysis suggests about cooling measures, timing effects, and lease-related mispricing across major housing segments

Concise summary of the strongest findings from the 2017-2026 housing analysis, with technical details moved to appendices

Clear view of how remaining lease affects HDB resale value, where the sharpest discounts appear, and what that means for buyers

How Singapore housing prices respond to GDP growth, interest rates, inflation, and unemployment, and what current macro conditions signal for buyers

What MRT access really contributes to housing prices, where the effect is meaningful, and where it is mostly overstated

How clustering reveals behavioral market segments beyond the standard HDB/Condo/EC split, and what each segment means for investment strategy

Which price forecasts are decision-useful, which are too noisy, and how to interpret segment-level prediction quality

Rental yield by property type and area, the yield vs appreciation trade-off, and what affordability trends mean for buyers and investors

How strongly appreciation clusters by neighborhood, what cluster status means for buyers, and where spatial effects are most decision-relevant

What the data says about school-related housing premiums, where the effect is strongest, and why causal claims need caution

How pricing premiums for MRT, schools, and location have changed over 2017-2026, and what the trajectory tells buyers about future expectations

Where HDB rental premiums cluster geographically, how persistent those clusters are, and how to interpret hotspot status without overclaiming