IDEAS home Printed from https://ideas.repec.org/p/bfr/banfra/951.html
   My bibliography  Save this paper

Analysing the VAT Cut Pass-Through in Spain Using Web Scraped Supermarket Data and Machine Learning

Author

Listed:
  • Nicolás Forteza
  • Elvira Prades
  • Marc Roca

Abstract

On 28 December 2022, the Spanish government announced a temporary value added tax (VAT) rate reduction for selected products. VAT rates were cut on January 1, 2023 and are expected to go back to their previous level by mid-2024. Using a web-scraped data set, we leverage machine-learning techniques to classify each product according to categories of the official classification by the statistical office (COICOP5). Then we study the price effects of the temporary VAT rate reduction covering the daily prices of roughly 10,000 food products sold on-line by a Spanish supermarket. To identify causal effects, we compare the evolution of prices for treated items (that is, subject to the tax policy) against a control group (food items out of the policy's scope). Our findings indicate that, at the supermarket level, the pass-through was almost complete. We observe differences in the speed of pass-through across different product types.

Suggested Citation

  • Nicolás Forteza & Elvira Prades & Marc Roca, 2024. "Analysing the VAT Cut Pass-Through in Spain Using Web Scraped Supermarket Data and Machine Learning," Working papers 951, Banque de France.
  • Handle: RePEc:bfr:banfra:951
    as

    Download full text from publisher

    File URL: https://www.banque-france.fr/system/files/2024-07/WP951_2.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hansen, Stephen & Lambert, Peter John & Bloom, Nicholas & Davis, Steven J. & Sadun, Raffaella & Taska, Bledi, 2023. "Remote Work across Jobs, Companies, and Space," IZA Discussion Papers 15980, Institute of Labor Economics (IZA).
    2. Alberto Cavallo & Gita Gopinath & Brent Neiman & Jenny Tang, 2021. "Tariff Pass-Through at the Border and at the Store: Evidence from US Trade Policy," American Economic Review: Insights, American Economic Association, vol. 3(1), pages 19-34, March.
    3. Irene Monasterolo, 2023. "How inflation varies across Spanish households," Occasional Papers 2307, Banco de España.
    4. Burstein, Ariel & Gopinath, Gita, 2014. "International Prices and Exchange Rates," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 391-451, Elsevier.
    5. R. Lafrogne-Joussier & J. Martin & I. Mejean, 2023. "Cost Pass-Through and the Rise of Inflation," Documents de Travail de l'Insee - INSEE Working Papers 2023-13, Institut National de la Statistique et des Etudes Economiques.
    6. Etienne Gagnon, 2009. "Price Setting during Low and High Inflation: Evidence from Mexico," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1221-1263.
    7. Clemens Fuest & Florian Neumeier & Daniel Stöhlker, 2021. "The Pass-Through of Temporary VAT Rate Cuts: Evidence from German Supermarket Retail," CESifo Working Paper Series 9149, CESifo.
    Full references (including those not matched with items on IDEAS)

    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. Fernando Alvarez & Francesco Lippi & Juan Passadore, 2017. "Are State- and Time-Dependent Models Really Different?," NBER Macroeconomics Annual, University of Chicago Press, vol. 31(1), pages 379-457.
    2. Raphael Auer & Ariel Burstein & Sarah M. Lein, 2021. "Exchange Rates and Prices: Evidence from the 2015 Swiss Franc Appreciation," American Economic Review, American Economic Association, vol. 111(2), pages 652-686, February.
    3. Khalil, Makram & Strobel, Felix, 2024. "US trade policy and the US dollar," Journal of International Economics, Elsevier, vol. 151(C).
    4. Mina Kim, 2016. "Interactions Between Exchange Rates and Import Prices: What Have We Learned?," Annual Report, Globalization and Monetary Policy Institute, Federal Reserve Bank of Dallas, pages 26-31.
    5. Mario Canales & Bernabe Lopez-Martin, 2021. "Uncertainty, Risk, and Price-Setting: Evidence from CPI Microdata," Working Papers Central Bank of Chile 908, Central Bank of Chile.
    6. Chen, Natalie & Juvenal, Luciana, 2022. "Markups, quality, and trade costs," Journal of International Economics, Elsevier, vol. 137(C).
    7. Mina Kim & Deokwoo Nam & Jian Wang & Jason J. Wu, 2013. "International trade price stickiness and exchange rate pass-through in micro data: a case study on U.S.–China trade," Globalization Institute Working Papers 135, Federal Reserve Bank of Dallas.
    8. Dixon, Huw D. & Grimme, Christian, 2022. "State-dependent or time-dependent pricing? New evidence from a monthly firm-level survey: 1980–2017," European Economic Review, Elsevier, vol. 150(C).
    9. Hobijn, Bart & Nechio, Fernanda & Shapiro, Adam Hale, 2021. "Using Brexit to identify the nature of price rigidities," Journal of International Economics, Elsevier, vol. 130(C).
    10. Etienne Gagnon & David López-Salido & Nicolas Vincent, 2013. "Individual Price Adjustment along the Extensive Margin," NBER Macroeconomics Annual, University of Chicago Press, vol. 27(1), pages 235-281.
    11. M. Shahe Emran & Dilip Mookherjee & Forhad Shilpi & M. Helal Uddin, 2021. "Credit Rationing and Pass-Through in Supply Chains: Theory and Evidence from Bangladesh," American Economic Journal: Applied Economics, American Economic Association, vol. 13(3), pages 202-236, July.
    12. Giuntella, Osea & Rieger, Matthias & Rotunno, Lorenzo, 2020. "Weight gains from trade in foods: Evidence from Mexico," Journal of International Economics, Elsevier, vol. 122(C).
    13. Erwan Gautier & Cristina Conflitti & Riemer P. Faber & Brian Fabo & Ludmila Fadejeva & Valentin Jouvanceau & Jan-Oliver Menz & Teresa Messner & Pavlos Petroulas & Pau Roldan-Blanco & Fabio Rumler & Se, 2024. "New Facts on Consumer Price Rigidity in the Euro Area," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(4), pages 386-431, October.
    14. repec:spo:wpmain:info:hdl:2441/3lmdaefcr886ao8sahjmam30ke is not listed on IDEAS
    15. Jessie Handbury & Tsutomu Watanabe & David E. Weinstein, 2013. "How Much Do Official Price Indexes Tell Us about Inflation?," NBER Working Papers 19504, National Bureau of Economic Research, Inc.
    16. repec:hok:dpaper:311 is not listed on IDEAS
    17. Santiago Bazdresch & Adrian de la Garza & Alejandra Lelo de Larrea, 2018. "How Does the Economy Respond to a Depreciation? Evidence in the Dynamics of Profit Margins, Company Values and Retail Prices of Mexican Public Corporations, 2010-2017," 2018 Meeting Papers 863, Society for Economic Dynamics.
    18. Giancarlo Corsetti & Keith Kuester & Gernot J. Müller, 2017. "Fixed on Flexible: Rethinking Exchange Rate Regimes after the Great Recession," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 65(3), pages 586-632, August.
    19. José Anson & Mauro Boffa, 2018. "Consumer Arbitrage in Cross-Border E-commerce," RSCAS Working Papers 2018/17, European University Institute.
    20. Békés, Gábor & Hornok, Cecília & Muraközy, Balázs, 2016. "Globalization and the markups of European firms," Kiel Working Papers 2044, Kiel Institute for the World Economy (IfW Kiel).
    21. Haoyuan Ding & Bo Pu & Tong Qi & Kai Wang, 2022. "Valuation effects of the US–China trade war: The effects of foreign managers and foreign exposure," Journal of Economic Surveys, Wiley Blackwell, vol. 36(3), pages 662-683, July.
    22. Maarten Dossche, 2009. "Understanding Inflation Dynamics.Where Do We Stand?," Review of Business and Economic Literature, KU Leuven, Faculty of Economics and Business (FEB), Review of Business and Economic Literature, vol. 0(2), pages 209-227.

    More about this item

    Keywords

    Price Rigidity; Inflation; Consumer Prices; Heterogeneity; Microdata; VAT Pass-Through;
    All these keywords.

    JEL classification:

    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • H22 - Public Economics - - Taxation, Subsidies, and Revenue - - - Incidence
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:bfr:banfra:951. 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: Michael brassart (email available below). General contact details of provider: https://edirc.repec.org/data/bdfgvfr.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.