University of Warwick · PhD Course · Spring 2026

Macro-Spatial
Economics

Prof. Roberto Pancrazi
R.Pancrazi@warwick.ac.uk
10 Lectures · April 2026

About the course

Overview

This course examines how geography and location shape macroeconomic outcomes such as productivity, growth, and employment. It explores why large regional wage and productivity gaps persist despite limited worker mobility, and how spatial frictions lead to inefficiencies in the distribution of talent and capital.

Students will develop a quantitative spatial equilibrium framework to analyze these dynamics and assess policies like place-based subsidies and housing regulations. Combining theory with cutting-edge empirical tools, the course connects local economic behavior to national and global outcomes, addressing topics from housing market cycles to dynamic spatial adjustment, intergenerational sorting, and optimal spatial policy.

The course is organized around core macro questions viewed through a spatial lens: How do local productivity shocks propagate? Why do housing markets amplify business cycles? How should fiscal policy account for regional heterogeneity? Can temporary shocks have permanent spatial effects?

Grading

10% — Attendance
90% — Referee Report

Students will write a referee report on one recent job market paper related to spatial macroeconomics, assessing its strengths and weaknesses and suggesting possible improvements or extensions. Papers are listed in the Assessment section below.

Timetable

Course Schedule

Lecture Date Time Topic
L01 Wed 8 April 2026 11:00–13:00 Why Space Matters for Macro
L02 Thu 9 April 2026 14:00–16:00 Quantitative Spatial Economics — Facts & Simple Frameworks
L03 Fri 10 April 2026 11:00–13:00 Quantitative Spatial Economics — The General Framework
L04 Mon 13 April 2026 08:45–10:45 Empirical Methods and Applications
L05 Wed 15 April 2026 08:45–10:45 Welfare and Incidence of Local Shocks
L06 Fri 17 April 2026 11:00–13:00 Migration, Commuting, and Labor Market Adjustment
L07 Mon 20 April 2026 08:45–10:45 Spatial Econometrics and Empirical Methods
L08 Wed 22 April 2026 11:00–13:00 Business Cycles and Regional Dynamics
L09 Thu 23 April 2026 14:00–16:00 Dynamic Spatial Models
L10 Fri 24 April 2026 11:00–13:00 Sorting and Optimal Spatial Policy

Lecture materials

Lectures

Lecture 1

Why Space Matters for Macro

Wed 8 April 2026  ·  11:00–13:00

Motivating the course with a compelling empirical puzzle: why don’t workers move to high-wage cities? Starting from U.S. wage dispersion across cities and housing price growth, we build the spatial equilibrium model and show that spatial misallocation — driven by housing supply constraints — reduces aggregate U.S. GDP by 36% Or does it?.

Lecture 2

Quantitative Spatial Economics — Facts, Models & Simple Frameworks

Thu 9 April 2026  ·  14:00–16:00

Empirical facts about the spatial economy: wage dispersion, trade flows, city sizes. Two seminal models — Roback (1982) on spatial equilibrium and Krugman (1991) on agglomeration — combined into a simple quantitative framework showing how gravity equations emerge naturally from equilibrium conditions. (Allen & Arkolakis, Sections 1–3.)

Lecture 3

Quantitative Spatial Economics — The General Framework

Fri 10 April 2026  ·  11:00–13:00

The general workhorse spatial model nesting Roback and Krugman as special cases. We study existence, uniqueness, and comparative statics of spatial equilibrium, then introduce exact hat algebra — the key tool for computing counterfactuals without full calibration. (Allen & Arkolakis, Sections 4–6.)

Lecture 4

Empirical Methods and Applications

Mon 13 April 2026  ·  08:45–10:45

Taking the quantitative spatial framework to data: gravity estimation in practice, exact hat algebra for counterfactual analysis, identifying structural elasticities, and policy applications including infrastructure investment, trade liberalisation, and place-based policy evaluation. Technical capstone of the Allen & Arkolakis sequence. (Sections 7 to end.)

Lecture 5

Welfare and Incidence of Local Shocks

Wed 15 April 2026  ·  08:45–10:45

When a city becomes more productive, how large are the welfare gains and who captures them? Urban welfare accounting from Desmet & Rossi-Hansberg, then the frontier general-equilibrium incidence results from Hornbeck & Moretti — wages, rents, inequality — with a focus on how housing tenure (renters vs. homeowners) determines who bears the costs. Closes the first arc of the course.

Lecture 6

Migration, Commuting, and Labor Market Adjustment

Fri 17 April 2026  ·  11:00–13:00

How do workers adjust to local labor demand shocks, and why is adjustment incomplete? Monte, Redding & Rossi-Hansberg model commuting as the fast margin and migration as the slow margin — complements, not substitutes. Notowidigdo shows why poor regions retain population despite negative shocks: housing prices and government transfers limit outmigration.

Lecture 7

Spatial Econometrics and Empirical Methods

Mon 20 April 2026  ·  14:00–16:00

The spatial econometric toolkit for geographically structured data: spatial dependence and autocorrelation, weight matrices (Queen/Rook contiguity, distance-based), Moran’s I tests, and a taxonomy of spatial regression models (SLM, SDM, SEM). Special focus on decomposing direct vs. indirect marginal effects. Hands-on R session with sf and spdep.

Lecture 8

Business Cycles, Housing, and Regional Dynamics

Wed 22 April 2026  ·  11:00–13:00

Housing as the primary transmission channel between local shocks and aggregate fluctuations. Beraja, Hurst & Ospina use regional wage–employment variation to show wages are more flexible than aggregate data suggest and that demand shocks drove the Great Recession employment collapse. Mian, Rao & Sufi document the ZIP-level housing wealth collapse and its three amplification channels.

Lecture 9

Dynamic Spatial Models

Thu 23 April 2026  ·  14:00–16:00

Why static spatial equilibrium is insufficient: transition dynamics, forward-looking migration, and homeownership as a capital investment. Greaney, Parkhomenko & Van Nieuwerburgh show how housing-as-asset changes welfare calculations — steady-state comparisons are not enough. Caliendo, Dvorkin & Parro provide empirical discipline: adjustment to the China trade shock takes decades.

Lecture 10

Sorting and Optimal Spatial Policy

Fri 24 April 2026  ·  11:00–13:00

The course ends at the live research frontier. Guaitoli, Pancrazi & Raimondo present an OLG spatial model with intergenerational congestion, building directly on the Greaney et al. dynamic framework. Fajgelbaum & Gaubert close the normative arc: what does optimal spatial taxation look like when worker sorting and agglomeration are endogenous?

Assessment

Referee Report

The course grade is 90% referee report. Each student selects one paper from the list below and writes a structured referee report assessing its contributions, strengths, weaknesses, and suggestions for extensions. Other papers can be found here (please select papers only from the Spatial Economics section, not from the Trade section)

Reports should be in the style of a journal referee: concise, constructive, and technically grounded. Length: approximately 4–6 pages. Submission deadline will be announced.

01

Spatial Mobility and the Macroeconomic Effects of Housing Policy

Jacob Shepard (Arizona State, 2025–26)
Studies how housing supply restrictions distort spatial mobility.

Author page

02

Sorting, Displacement, and the Limited Welfare Benefits of Non-Local Firms

Feng Lin (Chicago, 2025–26)
Examines how the entry of large non-local firms affects incumbent workers through spatial sorting and displacement.

Author page

03

Spatial Allocation of Inventors, Knowledge Diffusion and Growth

Furkan Kilic (Chicago, 2025–26)
Builds a spatial model in which inventors cluster for knowledge spillovers.

Author page

04

The Internal Geography of America’s Housing Crisis

Álvaro Sánchez-Leache (CEMFI, 2025–26)
Documents and explains the spatial heterogeneity in housing unaffordability within U.S. metros.

Author page

05

Mortgage Rates and the Price-to-Rent Ratio Across Space

Alberto Nasi (Bocconi, 2025–26)
Develops a spatial housing model to show how interest rate changes transmit heterogeneously across cities depending on local housing supply elasticity.

Author page

06

Climate Change, Income Inequality, and Migration in a Spatial Economy

Michael Tueting (St. Gallen, 2025–26)
Builds a quantitative spatial model with heterogeneous households to evaluate how climate-induced local shocks trigger migration.

Author page

07

Technology and the Geography of Industrial Policy

Aditya Bhandari (Chicago, 2025–26)
Examines how place-based industrial subsidies interact with technology adoption decisions by firms.

Author page

08

Quantifying the Macroeconomic Effects of Tax Competition: the Brazilian “Fiscal War”

Plinio Dias Bicalho Jr (Boston U, 2025–26)
Quantifies how competition among Brazilian states for firm location via tax incentives distorts the spatial allocation of production.

Author page

09

Credit Constraints, Learning, and Spatial Misallocation

Elena Aguilar (Princeton, 2025–26)
Shows that credit constraints prevent households from moving to high-productivity cities.

Author page

10

Work from Home and Spatial Misallocation

Mikhail Zavarzin (Pittsburgh, 2024–25)
Studies how remote work relaxes the tie between job location and residence, reduces spatial frictions, and partially corrects the misallocation of workers across cities.

Author page

11

Internal Migration Restrictions, Aggregate Productivity, and Spatial Growth

Yanbin Xu (Georgetown, 2024–25)
Uses China’s hukou system to identify how internal migration restrictions generate spatial misallocation of labor.

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12

Revitalize or Relocate: Optimal Place-based Transfers for Local Recessions

Daniel O’Connor (MIT, 2024–25)
Derives the optimal fiscal transfer policy for regions experiencing persistent negative shocks.

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13

Capital Market Integration and Growth Across the United States

Leonardo D’Amico (Harvard, 2024–25)
Documents how financial market integration across U.S. states shaped the spatial distribution of capital accumulation.

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14

Highways, Commuting and Trade: Unpacking Suburban Growth

Daniel Velasquez (Michigan, 2024–25)
Separates the commuting and trade channels through which highway construction drives suburban population and employment growth.

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15

An Empirical Equilibrium Model of the Markets for Rental and Owner-Occupied Housing

Sidharth Moktan (LSE, 2024–25)
Estimates an equilibrium model where rental and ownership markets jointly clear.

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16

Dynamic Migration: From Local Effects to Aggregate Implications

Alejandro Parraguez-Tala (UT Austin, 2024–25)
Develops a dynamic spatial equilibrium model with forward-looking migration.

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17

Quantifying the Effects of Commodity Booms on Regional and Sectoral Outcomes

Sandra Kurniawati (Mannheim, 2024–25)
Builds a multi-region multi-sector model to trace how commodity export booms propagate through the spatial economy.

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18

Automation, Spatial Wage Inequality, and Place-Based Policy

Eutteum Lee (Virginia, 2024–25)
Studies how automation shocks interact with spatial sorting to widen wage inequality across cities.

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19

Knowledge and Firm Growth in Space

Jack Liang (Yale, 2024–25)
Documents that firms grow faster near knowledge-intensive clusters and embeds this in a spatial equilibrium model to quantify how geographic concentration of knowledge shapes aggregate firm dynamics and productivity growth.

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20

Spatial Sorting and the Rise of Geographic Inequality

Lukas Mann (Princeton, 2023–24)
Shows that increasing sorting of high-skill workers into productive cities accounts for a substantial share of rising geographic wage inequality.

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21

Housing Rent, Inelastic Housing Supply and International Business Cycles

Seungyub Han (UCLA, 2023–24)
Embeds inelastic local housing supply into a two-country business cycle model.

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22

Output Market Power and Spatial Misallocation

Santiago Franco (Chicago, 2023–24)
Shows that firms with local market power distort the spatial distribution of employment and output.

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23

Place-Based Industrial Policies and Local Agglomeration in the Long Run

Lorenzo Incoronato (UCL, 2023–24)
Uses Italian industrial policy as a natural experiment to show that temporary place-based subsidies can generate persistent agglomeration through self-reinforcing firm clustering, with large long-run local multipliers.

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24

Should I Stay or Should I Grow? How Cities Affect Learning, Inequality and Productivity

Hugo Lhuillier (Princeton, 2023–24)
Develops a dynamic spatial model of learning-by-doing in cities.

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25

Spatial Implications of Trade Cost Reductions with Resource Reallocation Frictions

Mengqi Wang (Wisconsin, 2023–24)
Shows that when labor and capital face reallocation frictions, trade cost reductions generate heterogeneous regional effects.

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26

Labor Market Shocks across Heterogeneous Housing Markets

Daniela Arlia (Aix-Marseille, 2023–24)
Shows that the local employment and welfare effects of labor demand shocks depend critically on housing supply elasticity.

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27

A Dynamic Spatial Knowledge Economy

Levi Crews (Chicago, 2022–23)
Develops a dynamic spatial equilibrium model with endogenous knowledge diffusion across cities.

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28

Wage Inequality and the Spatial Expansion of Firms

Benny Kleinman (Princeton, 2022–23)
Shows that the geographic expansion of large firms into new labor markets contributes to rising wage inequality by shifting monopsony power and compressing wages in the regions they enter.

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29

The Spatial Consequences of Financial Frictions: Evidence from Brazil

Daniel Ramos-Menchelli (Harvard, 2022–23)
Estimates how credit market frictions prevent capital from flowing to productive regions.

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30

Spatial Knowledge Spillovers in R&D and Aggregate Productivity

Brian Cevallos Fujiy (Michigan, 2022–23)
Uses German reunification as a natural experiment to identify spatial knowledge spillovers in R&D.

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31

Mobile Human Capital and Diffusion of Ideas Across Cities

Shogo Sakabe (Columbia, 2022–23)
Shows that worker mobility is a key channel for spatial diffusion of ideas.

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32

House Prices and Rents in a Dynamic Spatial Equilibrium

Tuuli Vanhapelto (Toulouse, 2022–23)
Develops a dynamic spatial equilibrium model with forward-looking housing investment to explain the joint dynamics of house prices and rents across cities.

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33

Trade Costs, Supply Chains, and the Decline of the Heartland

Nicole Gorton (UCLA, 2022–23)
Shows that falling trade costs reorganized supply chains away from Midwestern manufacturing hubs, contributing to regional divergence.

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34

The Geography of Black Economic Progress After Slavery

Lukas Althoff (Princeton, 2022–23)
Documents the spatial patterns of Black economic mobility in the post-Civil War South and shows how local institutional and geographic frictions shaped long-run divergence in income and wealth across regions.

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35

Firm Localness and Labour Misallocation

Gabriele Guaitoli (Warwick, 2023–24)
Shows that locally-owned firms pay higher wages and absorb more local workers than non-local firms, and that the spatial distribution of firm ownership is a source of labor misallocation with measurable aggregate productivity costs.

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