IDEAS home Printed from https://ideas.repec.org/a/amj/journl/v24y2024i1p246-271.html
   My bibliography  Save this article

Estudio de causalidad sobre problemas de inclusión financiera con técnicas de ciencia de datos: el caso de México

Author

Listed:
  • Itzel Coquis Rioja

    (Tecnologico de Monterrey (ITESM) Campus Mexico City)

  • Mario Iván Contreras Valdez

    (Tecnologico de Monterrey (ITESM) Campus Mexico City)

Abstract

El presente artículo explora las causas de la inclusión financiera entre la población mexicana. Con datos de la Encuesta Nacional de Inclusión Financiera (ENIF) (INEGI, 2021) desarrolla dos modelos de aprendizaje automático con el objetivo de identificar a individuos que forman parte del sis-tema financiero. Estos modelos son evaluados valiéndose tanto de metodologías de inteligencia artificial como de pruebas estadísticas de significancia tradicionales. Los hallazgos sugieren que factores como nivel educativo, ingreso mensual, preferencias orientadas hacia el futuro sobre las presentes, capacidad de ahorro y acceso a teléfonos inteligentes son impulsores significativos que aumentan la probabilidad de inclusión financiera. En consecuencia, existe un potencial para la implementación de políticas públicas dirigidas a incentivar a los individuos para que adopten voluntariamente servicios financieros formales.

Suggested Citation

  • Itzel Coquis Rioja & Mario Iván Contreras Valdez, 2024. "Estudio de causalidad sobre problemas de inclusión financiera con técnicas de ciencia de datos: el caso de México," The Anahuac Journal, Business and Economics School. Anahuac University (Mexico)., vol. 24(1), pages 246-271, June.
  • Handle: RePEc:amj:journl:v:24:y:2024:i:1:p:246-271
    DOI: https://doi.org/10.36105/theanahuacjour.2024v24n1.09
    as

    Download full text from publisher

    File URL: https://revistas.anahuac.mx/index.php/the_anahuac_journal/article/view/2495
    Download Restriction: no

    File URL: https://revistas.anahuac.mx/index.php/the_anahuac_journal/article/view/2495/2518
    Download Restriction: no

    File URL: https://libkey.io/https://doi.org/10.36105/theanahuacjour.2024v24n1.09?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. John Conroy, 2005. "APEC and financial exclusion: missed opportunities for collective action?," Asia-Pacific Development Journal, United Nations Economic and Social Commission for Asia and the Pacific (ESCAP), vol. 12(1), pages 53-79, June.
    2. Md Jamil, Abd Rahim & Law, Siong Hook & Khair-Afham, M.S. & Trinugroho, Irwan, 2024. "Financial inclusion and income inequality in developing countries: The role of aging populations," Research in International Business and Finance, Elsevier, vol. 67(PA).
    3. Mandira Sarma, 2015. "Measuring financial inclusion," Economics Bulletin, AccessEcon, vol. 35(1), pages 604-611.
    4. Schuetz, Sebastian & Venkatesh, Viswanath, 2020. "Blockchain, adoption, and financial inclusion in India: Research opportunities," International Journal of Information Management, Elsevier, vol. 52(C).
    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. Liu, Dan & Jin, Yanhong & Pray, Carl & Liu, Shuang, 2020. "The Effects of Digital Inclusive Finance on Household Income and Income Inequality in China?," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304238, Agricultural and Applied Economics Association.
    2. Domenica Federico & Maria Adele Milioli & Antonella Notte & Lucia Poletti, 2020. "Financial and Social Inclusion and Financial Sector Development: An Outline in the EU28," American Journal of Economics and Business Administration, Science Publications, vol. 12(1), pages 14-35, January.
    3. Federico, Domenica & Grazioli, Riccardo & Milioli, Maria Adele & Notte, Antonella & Poletti, Lucia, 2021. "Financial and social inclusion in Europe," EIF Working Paper Series 2021/72, European Investment Fund (EIF).
    4. David Damiyano & Stephen Mago, 2023. "An Analysis of the Impact of Financial Inclusion on Poverty and Development: Case of SACU Countries," International Journal of Economics and Financial Issues, Econjournals, vol. 13(6), pages 141-147, November.
    5. Gallego-Losada, María-Jesús & Montero-Navarro, Antonio & García-Abajo, Elisa & Gallego-Losada, Rocío, 2023. "Digital financial inclusion. Visualizing the academic literature," Research in International Business and Finance, Elsevier, vol. 64(C).
    6. Büttgen, Marion & al.,, 2021. "Blockchain in Service Management and Service Research - Developing a Research Agenda and Managerial Implications," SMR - Journal of Service Management Research, Nomos Verlagsgesellschaft mbH & Co. KG, vol. 5(2), pages 71-102.
    7. Mahmoona Khalil & Kausar Fiaz Khawaja & Muddassar Sarfraz, 2022. "The adoption of blockchain technology in the financial sector during the era of fourth industrial revolution: a moderated mediated model," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(4), pages 2435-2452, August.
    8. Sezard Timbi & Mohammadou Nourou & Zedou Abdala, 2024. "Governance Mediates the Effect of Remittances on Financial Inclusion in Sub-Saharan Africa," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 2874-2894, March.
    9. Poonam Garg & Bhumika Gupta & Kanwal Nayan Kapil & Uthayasankar Sivarajah & Shivam Gupta, 2025. "Examining the relationship between blockchain capabilities and organizational performance in the Indian banking sector," Annals of Operations Research, Springer, vol. 348(3), pages 1513-1546, May.
    10. Jihwan Kim, 2018. "Dissonance between formal and informal housing capital: The case of Korea," Environment and Planning A, , vol. 50(6), pages 1171-1188, September.
    11. Rigzin Yangdol & Mandira Sarma, 2019. "Demand-side Factors for Financial Inclusion: A Cross-country Empirical Analysis," International Studies, , vol. 56(2-3), pages 163-185, April.
    12. Ying Teng & Kuo-Chung Shang & Hui-Chih Wang & Szu-Yu Kuo & Chin-Shan Lu, 2025. "The implementation of blockchain adoption in China’s manufacturing industry: the technology organization environment (TOE) method," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
    13. Swamy, Vighneswara, 2010. "Bank-based Financial Intermediation for Financial Inclusion and Inclusive Growth," MPRA Paper 47510, University Library of Munich, Germany.
    14. Hamdino Hamdan & Pazim @ Fadzim Othman & Wan Sabri Wan Hussin, 2012. "The Importance Of Monitoring And Entrepreneurship Concept As Future Direction Of Microfinance In Malaysia: Case Study In The State Of Selangor," Journal of Global Entrepreneurship, Global Research Agency, vol. 3(1), pages 1-25, July.
    15. P. K. Priyan & Wakara Ibrahimu Nyabakora & Geofrey Rwezimula, 2023. "A bibliometric review of the knowledge base on financial inclusion," SN Business & Economics, Springer, vol. 3(2), pages 1-21, February.
    16. Sujata Seshadrinathan & Shalini Chandra, 2025. "Trusting the trustless blockchain for its adoption in accounting: theorizing the mediating role of technology-organization-environment framework," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-39, December.
    17. Sunghun Chung & Keongtae Kim & Chul Ho Lee & Wonseok Oh, 2023. "Interdependence between online peer‐to‐peer lending and cryptocurrency markets and its effects on financial inclusion," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1939-1957, June.
    18. Sanjaya Kumar Lenka & Arun Kumar Bairwa, 2016. "Does financial inclusion affect monetary policy in SAARC countries?," Cogent Economics & Finance, Taylor & Francis Journals, vol. 4(1), pages 1127011-112, December.
    19. Wang, Rui & Luo, Hang (Robin), 2022. "How does financial inclusion affect bank stability in emerging economies?," Emerging Markets Review, Elsevier, vol. 51(PA).
    20. Nkambule, Maxwell Banele, 2022. "The financial inclusion status of rural households in Eswatini," Research Theses 334766, Collaborative Masters Program in Agricultural and Applied Economics.

    More about this item

    Keywords

    ;
    ;
    ;

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling
    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance

    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:amj:journl:v:24:y:2024:i:1:p:246-271. 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: Adriana Sanchez Escalante (email available below). General contact details of provider: https://edirc.repec.org/data/feanamx.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.