IDEAS home Printed from https://ideas.repec.org/p/bca/bocatr/126.html
   My bibliography  Save this paper

Low Response Rate from Merchants? Sample and Ask Consumers! An Application of Indirect Sampling Under a Consumer-Merchant Bipartite Network

Author

Listed:
  • Heng Chen
  • Joy Wu

Abstract

Under the consumer-merchant bipartite network, we apply the indirect sampling approach to estimate merchant payment acceptance through a consumer payment diary. The records of in-person transactions in the consumer diary provide both the merchant sample via consumer-merchant linkages, and the merchant acceptance via consumers’ responses. Among merchants receiving multiple transactions, we show that the derived payment acceptance from the consumer reporting is high quality in terms of very few conflicts between usage and perception, and within perceptions. Furthermore, we show the necessity of weight adjustment to correct for the non-recorded-merchant bias due to the shorter duration of the diary (i.e., constrained to maximum three days). Finally, we compare our indirect sampling estimates to the ones from a direct sampling survey, and we find the results align well, which supports our indirect sampling application in terms of alleviating merchant response burden and reducing survey operation cost.

Suggested Citation

  • Heng Chen & Joy Wu, 2025. "Low Response Rate from Merchants? Sample and Ask Consumers! An Application of Indirect Sampling Under a Consumer-Merchant Bipartite Network," Technical Reports 126, Bank of Canada.
  • Handle: RePEc:bca:bocatr:126
    DOI: 10.34989/tr-126
    as

    Download full text from publisher

    File URL: https://doi.org/10.34989/tr-126
    File Function: Abstract
    Download Restriction: no

    File URL: https://www.bankofcanada.ca/wp-content/uploads/2025/03/tr126.pdf
    File Function: Full text
    Download Restriction: no

    File URL: https://libkey.io/10.34989/tr-126?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. Christopher Henry & Doina Rusu & Matthew Shimoda, 2024. "2022 Methods-of-Payment Survey Report: Cash Use Over 13 Years," Discussion Papers 2024-01, Bank of Canada.
    2. Celhay, Pablo & Meyer, Bruce D. & Mittag, Nikolas, 2024. "What leads to measurement errors? Evidence from reports of program participation in three surveys," Journal of Econometrics, Elsevier, vol. 238(2).
    3. Christopher Henry & Matthew Shimoda & Doina Rusu, 2024. "2023 Methods-of-Payment Survey Report: The Resilience of Cash," Discussion Papers 2024-08, Bank of Canada.
    4. Yilin Chen & Pengfei Li & Changbao Wu, 2020. "Doubly Robust Inference With Nonprobability Survey Samples," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(532), pages 2011-2021, December.
    5. Heng Chen & Rallye Shen, 2017. "The Bank of Canada 2015 Retailer Survey on the Cost of Payment Methods: Calibration for Single-Location Retailers," Technical Reports 109, Bank of Canada.
    6. Richard V. Burkhauser & Nicolas Hérault & Stephen P. Jenkins & Roger Wilkins, 2018. "Survey Under‐Coverage of Top Incomes and Estimation of Inequality: What is the Role of the UK's SPI Adjustment?," Fiscal Studies, John Wiley & Sons, vol. 39(2), pages 213-240, June.
    7. Hans Kiesl, 2016. "Indirect Sampling: A Review of Theory and Recent Applications," AStA Wirtschafts- und Sozialstatistisches Archiv, Springer;Deutsche Statistische Gesellschaft - German Statistical Society, vol. 10(4), pages 289-303, December.
    8. David Bounie & Abel François & Leo Van Hove, 2017. "Consumer Payment Preferences, Network Externalities, and Merchant Card Acceptance: An Empirical Investigation," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 51(3), pages 257-290, November.
    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. Walter Engert & Oleksandr Shcherbakov & André Stenzel, 2024. "CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses," Staff Working Papers 24-52, Bank of Canada.
    2. Franzini, Maurizio & Raitano, Michele, 2019. "Earnings inequality and workers’ skills in Italy," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 215-224.
    3. Advani, Arun & Koenig, Felix & Pessina, Lorenzo & Summers, Andy, 2020. "Importing Inequality: Immigration and the Top 1 Percent," IZA Discussion Papers 13731, Institute of Labor Economics (IZA).
    4. Sixia Chen & Alexandra May Woodruff & Janis Campbell & Sara Vesely & Zheng Xu & Cuyler Snider, 2023. "Combining Probability and Nonprobability Samples by Using Multivariate Mass Imputation Approaches with Application to Biomedical Research," Stats, MDPI, vol. 6(2), pages 1-9, May.
    5. Advani, Arun, 2021. "Missing Incomes in the UK : Evidence and Policy Implications," The Warwick Economics Research Paper Series (TWERPS) 1364, University of Warwick, Department of Economics.
    6. Evan S. Totty & Thor Watson, 2024. "Privacy Protection and Accuracy: What Do We Know? Do We Know Things?? Let's Find Out!," NBER Chapters, in: Data Privacy Protection and the Conduct of Applied Research: Methods, Approaches and their Consequences, National Bureau of Economic Research, Inc.
    7. Kim Huynh & Gradon Nicholls & Oleksandr Shcherbakov, 2019. "Explaining the Interplay Between Merchant Acceptance and Consumer Adoption in Two-Sided Markets for Payment Methods," Staff Working Papers 19-32, Bank of Canada.
    8. Luis Castro-Martín & María del Mar Rueda & Ramón Ferri-García & César Hernando-Tamayo, 2021. "On the Use of Gradient Boosting Methods to Improve the Estimation with Data Obtained with Self-Selection Procedures," Mathematics, MDPI, vol. 9(23), pages 1-23, November.
    9. Richard V. Burkhauser & Nicolas Hérault & Stephen P. Jenkins & Roger Wilkins, 2020. "What Accounts for the Rising Share of Women in the Top 1%?," NBER Working Papers 27397, National Bureau of Economic Research, Inc.
    10. Agur, Itai & Ari, Anil & Dell’Ariccia, Giovanni, 2022. "Designing central bank digital currencies," Journal of Monetary Economics, Elsevier, vol. 125(C), pages 62-79.
    11. Medous, Estelle & Goga, Camelia & Ruiz-Gazen, Anne & Beaumont, Jean-François & Puech, Pauline & Dessertaine, Alain, 2021. "Many-to-One indirect sampling with application to the French postal traffic estimation," TSE Working Papers 21-1269, Toulouse School of Economics (TSE), revised Jun 2022.
    12. Angelika Welte & Katrina Talavera & Liang Wang & Joy Wu, 2024. "Résultats de l’enquête de 2023 sur les modes de paiement acceptés par les commerçants : la pandémie de COVID 19 n’a pas fait disparaître l’argent comptant," Discussion Papers 2024-02fr, Bank of Canada.
    13. Thomas Blanchet & Ignacio Flores & Marc Morgan, 2022. "The weight of the rich: improving surveys using tax data," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(1), pages 119-150, March.
    14. Li, Haizheng & Liu, Qinyi & Xu, Yiting, 2024. "Noncognitive Human Capital and Misreporting Behavior in Online Surveys," IZA Discussion Papers 17332, Institute of Labor Economics (IZA).
    15. Alberto Di Iorio & Giorgia Rocco, 2022. "Easier said than done: why Italians pay in cash while preferring cashless," Questioni di Economia e Finanza (Occasional Papers) 731, Bank of Italy, Economic Research and International Relations Area.
    16. Nishant Yonzan & Branko Milanovic & Salvatore Morelli & Janet Gornick, 2022. "Drawing a Line: Comparing the Estimation of Top Incomes between Tax Data and Household Survey Data," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(1), pages 67-95, March.
    17. Stephen P. Jenkins, 2022. "Top-income adjustments and official statistics on income distribution: the case of the UK," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(1), pages 151-168, March.
    18. Jenkins, Stephen P., 2022. "Getting the Measure of Inequality," IZA Discussion Papers 14996, Institute of Labor Economics (IZA).
    19. Nora Lustig, 2019. "The “Missing Rich” in Household Surveys: Causes and Correction Approaches," Commitment to Equity (CEQ) Working Paper Series 75, Tulane University, Department of Economics.
    20. Giuseppe Bertola & Anna Lo Prete, 2025. "Who Prefers Guessing to Admitting They Don’t Know? Measurement Error in Financial Literacy Surveys," CESifo Working Paper Series 11748, CESifo.

    More about this item

    Keywords

    Bank notes; Econometrics and statistical methods;

    JEL classification:

    • C80 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - General
    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods
    • E5 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit

    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:bca:bocatr:126. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/bocgvca.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.