IDEAS home Printed from https://ideas.repec.org/a/wly/emetrp/v94y2026i2p407-464.html

Spatial Economics for Granular Settings

Author

Listed:
  • Jonathan I. Dingel
  • Felix Tintelnot

Abstract

We examine the application of quantitative spatial models to the growing body of fine spatial data used to study local economic outcomes. In granular settings in which people choose from a large set of potential residence‐workplace pairs, observed outcomes in part reflect idiosyncratic choices. Using analytical examples, Monte Carlo simulations, and event studies of neighborhood employment booms, we demonstrate that calibration procedures that equate observed shares and modeled probabilities perform very poorly in these high‐dimensional settings. Parsimonious specifications of spatial linkages deliver better counterfactual predictions. To quantify the uncertainty about counterfactual outcomes induced by the idiosyncratic component of individuals' decisions, we introduce a quantitative spatial model with a finite number of individuals. Applying this model to Amazon's proposed second headquarters in New York City reveals that its predicted consequences for most neighborhoods vary substantially across realizations of the individual idiosyncrasies.

Suggested Citation

  • Jonathan I. Dingel & Felix Tintelnot, 2026. "Spatial Economics for Granular Settings," Econometrica, Econometric Society, vol. 94(2), pages 407-464, March.
  • Handle: RePEc:wly:emetrp:v:94:y:2026:i:2:p:407-464
    DOI: 10.3982/ECTA19350
    as

    Download full text from publisher

    File URL: https://doi.org/10.3982/ECTA19350
    Download Restriction: no

    File URL: https://libkey.io/10.3982/ECTA19350?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rebecca Diamond & Tim McQuade & Franklin Qian, 2019. "The Effects of Rent Control Expansion on Tenants, Landlords, and Inequality: Evidence from San Francisco," American Economic Review, American Economic Association, vol. 109(9), pages 3365-3394, September.
    2. Thomas W. Quan & Kevin R. Williams, 2018. "Product variety, across‐market demand heterogeneity, and the value of online retail," RAND Journal of Economics, RAND Corporation, vol. 49(4), pages 877-913, December.
    3. Rodrigo Adão & Arnaud Costinot & Dave Donaldson, 2023. "Putting Quantitative Models to the Test: An Application to Trump’s Trade War," NBER Working Papers 31321, National Bureau of Economic Research, Inc.
    4. Pierre-Daniel G. Sarte & Sonya Ravindranath Waddell, 2016. "From Stylized to Quantitative Spatial Models of Cities," Economic Quarterly, Federal Reserve Bank of Richmond, issue 3Q, pages 169-196.
    5. Paulo Guimarães & Octávio Figueirdo & Douglas Woodward, 2003. "A Tractable Approach to the Firm Location Decision Problem," The Review of Economics and Statistics, MIT Press, vol. 85(1), pages 201-204, February.
    6. Pérez-Cervantes Fernando, 2016. "Insurance Against Local Productivity Shocks: Evidence from Commuters in Mexico," Working Papers 2016-19, Banco de México.
    7. Amit Gandhi & Zhentong Lu & Xiaoxia Shi, 2023. "Estimating demand for differentiated products with zeroes in market share data," Quantitative Economics, Econometric Society, vol. 14(2), pages 381-418, May.
    8. Chen, Mingli & Fernández-Val, Iván & Weidner, Martin, 2021. "Nonlinear factor models for network and panel data," Journal of Econometrics, Elsevier, vol. 220(2), pages 296-324.
    9. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    10. Dave Donaldson & Adam Storeygard, 2016. "The View from Above: Applications of Satellite Data in Economics," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 171-198, Fall.
    11. Thomas W. Quan & Kevin R. Williams, 2017. "Product Variety, Across-Market Demand Heterogeneity, and the Value of Online Retail," Cowles Foundation Discussion Papers 2054R3, Cowles Foundation for Research in Economics, Yale University, revised Jun 2018.
    12. Timothy J. Kehoe & Pau S. Pujolàs & Jack Rossbach, 2017. "Quantitative Trade Models: Developments and Challenges," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 295-325, September.
    13. Couture, Victor & Dingel, Jonathan I. & Green, Allison & Handbury, Jessie & Williams, Kevin R., 2022. "JUE Insight: Measuring movement and social contact with smartphone data: a real-time application to COVID-19," Journal of Urban Economics, Elsevier, vol. 127(C).
    14. Stuart S. Rosenthal & William C. Strange, 2020. "How Close Is Close? The Spatial Reach of Agglomeration Economies," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 27-49, Summer.
    15. Christopher Severen, 2023. "Commuting, Labor, and Housing Market Effects of Mass Transportation: Welfare and Identification," The Review of Economics and Statistics, MIT Press, vol. 105(5), pages 1073-1091, September.
    16. Ellison, Glenn & Glaeser, Edward L, 1997. "Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach," Journal of Political Economy, University of Chicago Press, vol. 105(5), pages 889-927, October.
    17. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "High-Dimensional Methods and Inference on Structural and Treatment Effects," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 29-50, Spring.
    18. Myrto Kalouptsidi, 2014. "Time to Build and Fluctuations in Bulk Shipping," American Economic Review, American Economic Association, vol. 104(2), pages 564-608, February.
    19. Robert Dekle & Jonathan Eaton & Samuel Kortum, 2008. "Global Rebalancing with Gravity: Measuring the Burden of Adjustment," IMF Staff Papers, Palgrave Macmillan, vol. 55(3), pages 511-540, July.
    20. Stephan Heblich & Stephen J Redding & Daniel M Sturm, 2020. "The Making of the Modern Metropolis: Evidence from London," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2059-2133.
    21. Donald R. Davis & Jonathan I. Dingel & Joan Monras & Eduardo Morales, 2019. "How Segregated Is Urban Consumption?," Journal of Political Economy, University of Chicago Press, vol. 127(4), pages 1684-1738.
    22. Magne Mogstad & Joseph P Romano & Azeem M Shaikh & Daniel Wilhelm, 2024. "Inference for Ranks with Applications to Mobility across Neighbourhoods and Academic Achievement across Countries," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(1), pages 476-518.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ohyun Kwon & Mario Larch & Jangsu Yoon & Yoto V. Yotov, 2026. "Instrumental-Variable Poisson PML with High-Dimensional Fixed Effects," CESifo Working Paper Series 12641, CESifo.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dingel, Jonathan & Tintelnot, Felix, 2020. "Spatial Economics for Granular Settings," CEPR Discussion Papers 14819, Centre for Economic Policy Research.
    2. Bartelme, Dominick & Lan, Ting & Levchenko, Andrei A., 2024. "Specialization, market access and real income," Journal of International Economics, Elsevier, vol. 150(C).
    3. Mika Sumida & Guillermo Gallego & Paat Rusmevichientong & Huseyin Topaloglu & James Davis, 2021. "Revenue-Utility Tradeoff in Assortment Optimization Under the Multinomial Logit Model with Totally Unimodular Constraints," Management Science, INFORMS, vol. 67(5), pages 2845-2869, May.
    4. Edilberto Tiago de Almeida & Raul da Mota Silveira Neto & Roberta de Moraes Rocha, 2023. "The spatial scope of agglomeration economies in Brazil," Journal of Regional Science, Wiley Blackwell, vol. 63(4), pages 820-863, September.
    5. Christensen, Peter & Osman, Adam, 2021. "The Demand for Mobility: Evidence from an Experiment with Uber Riders," IZA Discussion Papers 14179, IZA Network @ LISER.
    6. Yuhei Miyauchi & Kentaro Nakajima & Stephen J Redding, 2025. "The Economics of Spatial Mobility: Theory and Evidence Using Smartphone Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 140(4), pages 2507-2570.
    7. Buchholz, Nicholas & Doval, Laura & Kastl, Jakub & Matejka, Filip & Salz, Tobias, 2020. "The Value of Time: Evidence From Auctioned Cab Rides," CEPR Discussion Papers 14666, C.E.P.R. Discussion Papers.
    8. Steven T. Berry & Philip A. Haile, 2021. "Foundations of Demand Estimation," NBER Working Papers 29305, National Bureau of Economic Research, Inc.
    9. Ali Hortaçsu & Olivia R. Natan & Hayden Parsley & Timothy Schwieg & Kevin R. Williams, 2023. "Demand estimation with infrequent purchases and small market sizes," Quantitative Economics, Econometric Society, vol. 14(4), pages 1251-1294, November.
    10. Redding, Stephen & Miyauchi, Yuhei & Nakajima, Kentaro, 2021. "Consumption Access and Agglomeration: Evidence from Smartphone Data," CEPR Discussion Papers 15839, Centre for Economic Policy Research.
    11. Donna, Javier D. & Pereira, Pedro & Trindade, Andre & Yoshida, Renan C., 2020. "Direct-to-Consumer Sales by Manufacturers and Bargaining," MPRA Paper 105773, University Library of Munich, Germany.
    12. Néstor Duch-Brown & Lukasz Grzybowski & André Romahn & Frank Verboven, 2023. "Evaluating the Impact of Online Market Integration—Evidence from the EU Portable PC Market," American Economic Journal: Microeconomics, American Economic Association, vol. 15(4), pages 268-305, November.
    13. Naixin Zhu, 2023. "Dissertation on Applied Microeconomics of Freemium Pricing Strategies in Mobile App Market," Papers 2305.09479, arXiv.org.
    14. Johnson, Robert C. & Moxnes, Andreas, 2023. "GVCs and trade elasticities with multistage production," Journal of International Economics, Elsevier, vol. 145(C).
    15. Swati Dhingra & Rebecca Freeman & Hanwei Huang, 2023. "The Impact of Non‐tariff Barriers on Trade and Welfare," Economica, London School of Economics and Political Science, vol. 90(357), pages 140-177, January.
    16. Marius Brülhart & Mario Jametti & Kurt Schmidheiny, 2012. "Do agglomeration economies reduce the sensitivity of firm location to tax differentials?," Economic Journal, Royal Economic Society, vol. 122(563), pages 1069-1093, September.
    17. Argentesi, Elena & Buccirossi, Paolo & Cervone, Roberto & Duso, Tomaso & Marrazzo, Alessia, 2021. "The effect of mergers on variety in grocery retailing," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 79, pages 1-19.
    18. Borck, Rainald & Mulder, Peter, 2024. "Energy policies and pollution in two developing country cities: A quantitative model," Journal of Development Economics, Elsevier, vol. 171(C).
    19. Ilona Elzbieta Serwicka & Jonathan Jones & Colin Wren, 2014. "The Motives for the FDI Location Choice in the `Old' and `New' Europe," ERSA conference papers ersa14p255, European Regional Science Association.
    20. Strauss-Kahn, Vanessa & Vives, Xavier, 2009. "Why and where do headquarters move?," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 168-186, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:emetrp:v:94:y:2026:i:2:p:407-464. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/essssea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.