Student Loans, Housing, and Wealth Accumulation (with Alvaro Mezza, Kamila Sommer, and Paul Sullivan)
We study how rising tuition and various student loan policies affect households' decisions about housing, consumption, and saving for retirement. We consider such policies as targeted loan forgiveness and adjustments to income-driven repayment plans. We use a quantitative lifecycle model with a rich set of financial instruments and allows student loan conditions and income process to differ by education levels. We use unique, representative panel data which combine Transunion credit records with detailed educational histories of individuals.
The Effects of Working-from-Home on Labor Markets and Firm Valuations (with Christos Makridis)
This paper quantitatively investigates how the observed increase in working-from-home (WFH) across the U.S. industries affects employment, wages, output, and stock prices in these industries. We use a labor search model with industry heterogeneity and shirking in which higher WFH improves search efficiency but increases monitoring cost. We quantify the model using PayScale data.
Reinforcement Learning, Approximate Dynamic Programming, and Asset Pricing in DSGE models [Slides] (with Evgeni Drynkin)
We develop a framework to study the dynamics of financial markets in a heterogeneous-agent setting with aggregate risk. Our baseline model features lifecycle choice, aggregate risk, and endogenous prices of stocks and bonds. Such models are currently missing from the literature because of the computational challenges that arise from the large state space and complex decision rules that are hard to approximate with standard tools. Approximate dynamic programming and reinforcement learning help address these challenges. We use samples to optimize performance when working with large state space. To deal with complex decision rules in large environments, we test a set of flexible function approximation techniques such as lasso regression, nearest neighbor estimator, random forest, and kernel estimators.
Equity premium with endogenous unemployment risk [Slides] (with Zhengyang Jiang)
Idiosyncratic, uninsurable labor income risk primarily in the form of unemployment risk plays a large role in macro models with asset pricing. We study a heterogeneous-agents labor search model with portfolio choice that links labor and asset markets. Unemployment risk gives rise to high equity premium mostly because the job finding rate is correlated with productivity. Additionally, there is feedback from asset pricing to job creation: high equity premium lowers incentives to post vacancies, which in turn lowers the job finding rate and gives rise to an even higher premium.
Migration and Growth
I develop a two-country model of idea flows based on Lucas (2009) and Lucas and Mall (2012). The countries differ in technology distribution, ability distribution, and population size. I study the dynamic consequences of voluntary migration between countries and show that migration does not necessarily help the convergence of GDP per capita or of growth rates (poverty traps and club convergence are possible). I consider three types of migration policies for the recipient country and find that (1) the optimal policy to maximize long-run growth is to invite immigrants whose ability is above the domestic average ability, and (2) the optimal policy to maximize GDP per capita is to invite the immigrants whose productivity is above the domestic average productivity.
Housing Wealth and Overpayment: When Money Moves In (AREUEA)
Political Voice and (Mortgage) Market Participation: Evidence from Minority Disenfranchisement (NFA)
A Flexible Model for Spatial Volatility with an Application to Chicago Housing Market (MCRSA)
Valuation and Return: The Italian Housing Market 1927-2015 The Italian Housing Market 1927-2015 (AREUEA)
The reallocative effects of mobility restrictions on workers and firms: A West Bank application (UEA)
Machine Learning, Building Vintage and Property Values (ASSA)
I teach Real Estate Finance and Investment (RES 3200) and Real Estate Capital Markets (RES 3400)
Real Estate Finance and Investment (RES 3200) Fall'21: Lecture Slides
Real Estate Capital Markets (RES 3400) Fall'24: Syllabus, Part 1: Introduction, Part 2: Mortgage Basics, Part2 Excel, Part3: MBS Intro, HW1Solution, HW2Solution, HW2Excel, Part4: MPT, Part 4 Excel, HW3Solution, HW3Excel, HW4Solution, HW4Excel, Midterm1Review, Part 5: CMO , Part 5 Excel, Part6: CMBS
Real Estate Capital Markets (RES 3400) Spring'25: Syllabus, Part 1: Introduction, Part 2: Mortgage Basics, Part 2 Excel, HW2Solution, HW2Excel, Part3: MBS Intro, Part4: MPT, Part4 Excel, Midterm 1 Review, Midterm1 Sample Solutions, Part5: CMO, Part5 Excel, Part6: CMBS
Extra reading materials
Open House Event - slides 2023
Commencement - one-minute video 2023
Advice for new students - five-minute video 2023
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Teaching Statement and Evaluations
In 2024, I designed a question for the International Economics Olympiad: see Question 1 here, solution here.
In 2019, I designed a question for the final stage of the All-Russian Olympiad in Economics: question and solution here (in Russian, please use AI to translate!)
Practice problems for high school students to learn Economics and Finance and prepare for Russian Economics Olympiad (in Russian language, please use AI to translate!)
I enjoy hiking and all kinds of climbing (rock, ice, mountain).