We provide a new method to analyze discrete choice models with state dependence and individual-by-product fixed effects, and use it to analyze consumer choices in a policy-relevant environment (a subsidized health insurance exchange). Moment inequalities are used to infer state dependence from consumers’ switching choices in response to changes in product attributes. We infer much smaller switching costs on the health insurance exchange than is inferred from standard logit and/or random effects methods. A counterfactual policy evaluation illustrates that the policy implications of this difference can be substantive.
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 Sustainability Technology telecommunications trade transportation unemployment United States Urban Urbanization Warehouse welfare work from home