Mastering the metropolis through research and thought leadership.
Working Papers

Estimating Ethnic Preferences Using Ethnic Housing Quotas in Singapore

Working paper #748
Maisy Wong

This paper estimates people’s taste for living with own-ethnic-group neighbors using variation from a natural experiment in Singapore: ethnic housing quotas. I develop a location choice model that informs the use of policy variation from the quotas to address endogeneity issues well-known in the social interactions literature. I assembled a dataset on neighborhood level ethnic proportions by matching more than 500,000 names in the phonebook to ethnicities. I find that all groups want to live with some own-ethnic-group neighbors but they also exhibit inverted U-shaped preferences so that once a neighborhood has enough own-ethnic-neighbors, they would rather add a new neighbor from other groups. Welfare simulations show that about 30% of the neighborhoods are within one standard deviation of the first best allocation of ethnic groups.

Download full paper · 7MB PDF


In This Section
Explore Topics

1010 Affordable Housing Amazon Amenitization Architecture Artificial Intelligence Asia Australia automation Autonomous Vehicles bonds Borrowing Constraints Brexit California Canada Capital Business China Co-Working Environment coastal markets cold storage Colombia Commercial Brokerage Commercial Real Estate commissions Congestion consumer bias covid-19 CRE credit card market Credit Default Swaps Credit Insurance Credit Risk Transfers Culture Data Analytics data centers Data Collection Technology Debt Market Demand Demographics Density Development Discrete Choice disruption Diversity drones e-Commerce Economic Corridors economic policy economics education election studies Equity Funds Equity Market Ethnic Factors Europe Fannie Mae financial asset management Foreclosures Foreign Policy France Freddie Mac general equilibrium Global global economy Global Financial Crisis Globalization great depression Great Recession healthy buildings Hedonic hospitality Housing & Residential housing boom Housing Disease housing prices Housing Supply Identity Income Inequality India inflation Inter-generational mobility interest rates Investing jobs labor market Lagging Regions land use regulation Language life sciences Macroeconomics malls Market Pricing megacities Microeconomics Migration Minimum Payments Mixed-Use Mobility moral hazard mortgage insurance mortgage market Mortgage Rates Mortgages Multi-family Nation Building Non-Traditional Mortgages Office Market office sector pension funds Placed Based Policies Political Risk Price Discovery Private Equity Business public health public policy Public Schools real estate brokerage Real Estate Investment Real Estate Investment Trusts Recession Rental Retail Retirement reverse mortgages Risk Adjustment risk management risk-shifting robotics single family housing Slums Sorting South America Spatial Regions spillover effect stimulus package Sub-Prime Mortgages Supply Chains Sustainability Technology telecommunications trade transportation unemployment United States Urban Urbanization Warehouse welfare work from home

arrow_drop_up