IDEAS home Printed from https://ideas.repec.org/a/bas/econst/y2023i5p32-50.html
   My bibliography  Save this article

Sectoral Growth Impacts of Bank Credit Allocation: The Role of COVID-19 Pandemic as Moderating Variable

Author

Listed:
  • Ikhsan Ikhsan
  • Khairul Amri

Abstract

Our study aims to investigate the effect of bank credit on sectoral output growth in Indonesia. The sectoral output comprises the agricultural, manufacturing, construction, wholesale & retail trades, and transport & storage sectors. We position the Covid-19 pandemic as a moderating variable between sectoral economic growth and bank credit. Using monthly time series data from 2015.M1 to 2020.M12, we employ hierarchical linear regression to estimate the functional relationship between variables. The study points out that bank credit positively affects sectoral output. In contrast, the covid-19 pandemic has had a negative effect. Nevertheless, the pandemic moderates the influence of bank credit on the manufacturing, construction, transport & storage sectors but not on the agriculture, wholesales & retail trades sectors.

Suggested Citation

  • Ikhsan Ikhsan & Khairul Amri, 2023. "Sectoral Growth Impacts of Bank Credit Allocation: The Role of COVID-19 Pandemic as Moderating Variable," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 5, pages 32-50.
  • Handle: RePEc:bas:econst:y:2023:i:5:p:32-50
    as

    Download full text from publisher

    File URL: https://www.iki.bas.bg/Journals/EconomicStudies/2023/2023-5/03_Khairul-Amri.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ahmed, S. M. & Ansari, M. I., 1998. "Financial sector development and economic growth: The South-Asian experience," Journal of Asian Economics, Elsevier, vol. 9(3), pages 503-517.
    2. Gatti, Roberta & Love, Inessa, 2006. "Does access to credit improve productivity ? Evidence from Bulgarian firms," Policy Research Working Paper Series 3921, The World Bank.
    3. Victor Chukwunweike Nwokocha & Ogochukwu Christiana Anyanwu & Ignatius Ani Madu & Christopher Emmanuel Nwankwo, 2021. "COVID-19 Pandemic and Small-Scale Industries in a Local Geographic Space of Nigeria: An Assessment of the Impact of Strategic Interfirm Alliance," SAGE Open, , vol. 11(2), pages 21582440211, June.
    4. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    5. Marcello Pagnini & Paola Rossi & Valerio Vacca & Vincenzo Chiorazzo & Vincenzo D'Apice & Pierluigi Morelli & Giovanni Walter Puopolo, 2017. "Economic Activity and Credit Market Linkages: New Evidence From Italy," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 46(3), pages 491-526, November.
    6. Ali Madai Boukar & Olivier Mbock & Jean‐Marc Malambwe Kilolo, 2021. "The impacts of the Covid‐19 pandemic on employment in Cameroon: A general equilibrium analysis," African Development Review, African Development Bank, vol. 33(S1), pages 88-101, April.
    7. Hui An & Qianmiao Zou & Mohamed Kargbo, 2021. "Impact of financial development on economic growth: Evidence from Sub‐Saharan Africa," Australian Economic Papers, Wiley Blackwell, vol. 60(2), pages 226-260, June.
    8. Yazidu Ustarz & Ashenafi Beyene Fanta & Wai Ching Poon, 2021. "Financial development and economic growth in sub-Saharan Africa: A sectoral perspective," Cogent Economics & Finance, Taylor & Francis Journals, vol. 9(1), pages 1934976-193, January.
    9. IKHSAN & Cut Dian FITRI & Hafiizh MAULANA & Khairul AMRI, 2020. "Effect Of Inflation On Total Deposits And Financing Of Sharia Commercial Banks: A Monthly Data Evidence From Indonesia," Regional Science Inquiry, Hellenic Association of Regional Scientists, vol. 0(1), pages 103-114, June.
    10. Jeremy Franklin & May Rostom & Gregory Thwaites, 2020. "The Banks that Said No: the Impact of Credit Supply on Productivity and Wages," Journal of Financial Services Research, Springer;Western Finance Association, vol. 57(2), pages 149-179, April.
    11. Hu, Shiwei & Zhang, Yuyao, 2021. "COVID-19 pandemic and firm performance: Cross-country evidence," International Review of Economics & Finance, Elsevier, vol. 74(C), pages 365-372.
    12. Roberta Gatti & Inessa Love, 2008. "Does access to credit improve productivity? Evidence from Bulgaria1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 16(3), pages 445-465, July.
    13. Miguel Tinoco-Zermeño & Francisco Venegas-Martínez & Víctor Torres-Preciado, 2014. "Growth, bank credit, and inflation in Mexico: evidence from an ARDL-bounds testing approach," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 23(1), pages 1-22, December.
    14. Richard S Gray & Mohammad Torshizi, 2021. "Update to agriculture, transportation, and the COVID‐19 crisis," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 69(2), pages 281-289, June.
    15. Budy P. Resosudarmo & Abdurohman, 2018. "Is Being Stuck with a Five Percent Growth Rate a New Normal for Indonesia?," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 54(2), pages 141-164, May.
    16. Elnahass, Marwa & Trinh, Vu Quang & Li, Teng, 2021. "Global banking stability in the shadow of Covid-19 outbreak," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
    17. Anderson, Edward & d'Orey, Maria Ana Jalles & Duvendack, Maren & Esposito, Lucio, 2018. "Does Government Spending Affect Income Poverty? A Meta-regression Analysis," World Development, Elsevier, vol. 103(C), pages 60-71.
    18. Paul J. Burke & Martin D. Siyaranamual, 2019. "No one left behind in Indonesia?," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 55(3), pages 269-293, September.
    19. Akinci, Gönül Yüce & Akinci, Merter & Yilmaz, Ömer, 2014. "Financial Development-Economic Growth Nexus : A Panel Data Analysis Upon Oecd Countries," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 55(1), pages 33-50, June.
    20. Cong Minh Huynh & Hoai Nam Tran, 2021. "Moderating effects of corruption and informality on the fiscal decentralization—economic growth nexus: Insights from OECD countries," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 92(2), pages 355-373, June.
    21. Michał Buszko & Witold Orzeszko & Marcin Stawarz, 2021. "COVID-19 pandemic and stability of stock market—A sectoral approach," PLOS ONE, Public Library of Science, vol. 16(5), pages 1-26, May.
    22. Demetris Koursaros & Nektarios Michail & Christos Savva, 2021. "Tell me where to stop: thresholds in the bank lending and output growth relationship," Empirical Economics, Springer, vol. 60(4), pages 1845-1873, April.
    23. Tonći Svilokos & Perica Vojinić & Meri Šuman Tolić, 2019. "The role of the financial sector in the process of industrialisation in Central and Eastern European countries," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 32(1), pages 384-402, January.
    24. Ibrahim M. Awad & Mohammed S. Karaki, 2019. "The impact of bank lending on Palestine economic growth: an econometric analysis of time series data," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-21, December.
    25. Jagadish Prasad Bist & Nar Bahadur Bista, 2018. "Finance–Growth Nexus in Nepal: An Application of the ARDL Approach in the Presence of Structural Breaks," Vikalpa: The Journal for Decision Makers, , vol. 43(4), pages 236-249, December.
    26. Mollah Aminul Islam & Muhammad Asif Khan & József Popp & Wlodzimierz Sroka & Judit Oláh, 2020. "Financial Development and Foreign Direct Investment—The Moderating Role of Quality Institutions," Sustainability, MDPI, vol. 12(9), pages 1-22, April.
    27. Mert Topcu & Serap Çoban, 2017. "Financial development and firm growth in Turkish manufacturing industry: evidence from heterogeneous panel based non-causality test," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 30(1), pages 1758-1769, January.
    28. Lang, William W. & Nakamura, Leonard I., 1995. "'Flight to quality' in banking and economic activity," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 145-164, August.
    29. Saida Daly & Mohamed Frikha, 2016. "Banks and economic growth in developing countries: What about Islamic banks?," Cogent Economics & Finance, Taylor & Francis Journals, vol. 4(1), pages 1168728-116, December.
    30. Chen, Zhe & Wang, Zhengli & Jiang, Hai, 2019. "Analyzing the heterogeneous impacts of high-speed rail entry on air travel in China: A hierarchical panel regression approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 127(C), pages 86-98.
    31. Jill Juergensen & José Guimón & Rajneesh Narula, 2020. "European SMEs amidst the COVID-19 crisis: assessing impact and policy responses," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 47(3), pages 499-510, September.
    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. Andrés Rodríguez‐Pose & Roberto Ganau & Kristina Maslauskaite & Monica Brezzi, 2021. "Credit constraints, labor productivity, and the role of regional institutions: Evidence from manufacturing firms in Europe," Journal of Regional Science, Wiley Blackwell, vol. 61(2), pages 299-328, March.
    2. Chen, Minjia & Guariglia, Alessandra, 2013. "Internal financial constraints and firm productivity in China: Do liquidity and export behavior make a difference?," Journal of Comparative Economics, Elsevier, vol. 41(4), pages 1123-1140.
    3. Silvia Muzi & Filip Jolevski & Kohei Ueda & Domenico Viganola, 2023. "Productivity and firm exit during the COVID-19 crisis: cross-country evidence," Small Business Economics, Springer, vol. 60(4), pages 1719-1760, April.
    4. Islam, Asif M. & Amin, Mohammad, 2023. "The gender labor productivity gap across informal firms," World Development, Elsevier, vol. 167(C).
    5. Segarra Blasco, Agustí, 1958- & Teruel, Mercedes, 2010. "Are small firms more sensitive to financial variables?," Working Papers 2072/151623, Universitat Rovira i Virgili, Department of Economics.
    6. Sheilla Nyasha & Nicholas M. Odhiambo, 2017. "Are Banks and Stock Markets Complements Or Substitutes? Empirical Evidence from Three Countries," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 15(1 (Spring), pages 81-101.
    7. Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    8. Osei-Tutu, Francis & Weill, Laurent, 2022. "Bank efficiency and access to credit: International evidence," Economic Systems, Elsevier, vol. 46(3).
    9. Thornton, John & Vasilakis, Chrysovalantis, 2023. "Bank regulations and surges and stops in credit: Panel evidence," Journal of Financial Stability, Elsevier, vol. 67(C).
    10. Castillo, Leopoldo Laborda & Guasch, Jose Luis, 2012. "Overdraft facility policy and firm performance : an empirical analysis in eastern European Union industrial firms," Policy Research Working Paper Series 6101, The World Bank.
    11. Adabor, Opoku & Mishra, Ankita, 2023. "The resource curse paradox: The role of financial inclusion in mitigating the adverse effect of natural resource rent on economic growth in Ghana," Resources Policy, Elsevier, vol. 85(PA).
    12. Khairul Amri & Raja Masbar & B. S. Nazamuddin & Hasdi Aimon, 2024. "Does Unemployment Moderate the Effect of Government Expenditure on Poverty? A Cross-Provinces Data Evidence from Indonesia," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 2, pages 92-113.
    13. Florian Léon & Laurent Weill, 2021. "Elections Hinder Firms' Access to Credit," Working Papers hal-03462407, HAL.
    14. Abdullahil Mamun & Mohammad Hasmat Ali & Nazamul Hoque & Md Masrurul Mowla & Shahanara Basher, 2018. "The Causality between Stock Market Development and Economic Growth: Econometric Evidence from Bangladesh," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 10(5), pages 212-220, May.
    15. António Afonso & M. Carmen Blanco-Arana, 2018. "Financial Development and Economic Growth: A Study for OECD Countries in the Context of Crisis," Working Papers REM 2018/46, ISEG - Lisbon School of Economics and Management, REM, Universidade de Lisboa.
    16. Randall K. Filer & Jan Hanousek & Nauro F. Campos, 1999. "Do Stock Markets Promote Economic Growth," William Davidson Institute Working Papers Series 267, William Davidson Institute at the University of Michigan.
    17. Mateev, Miroslav & Poutziouris, Panikkos & Ivanov, Konstantin, 2013. "On the determinants of SME capital structure in Central and Eastern Europe: A dynamic panel analysis," Research in International Business and Finance, Elsevier, vol. 27(1), pages 28-51.
    18. Mohammed Ziaur Rehman & Nasir Ali & Najeeb Muhammad Nasir, 2015. "Financial Development, Savings and Economic Growth: Evidence from Bahrain Using VAR," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 6(2), pages 112-123, April.
    19. Francis OSEI-TUTU & Laurent WEILL, 2020. "Does Access to Credit Come with Access to Voting? Democracy and Firm Financing Constraints," Working Papers of LaRGE Research Center 2020-04, Laboratoire de Recherche en Gestion et Economie (LaRGE), Université de Strasbourg.
    20. Dung Viet Tran & M. Kabir Hassan & Ahmed W. Alam & Nam Dau, 2022. "Banks’ financial soundness during the COVID-19 pandemic," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 46(4), pages 713-735, October.

    More about this item

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • O41 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - One, Two, and Multisector Growth Models

    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:bas:econst:y:2023:i:5:p:32-50. 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: Diana Dimitrova (email available below). General contact details of provider: https://edirc.repec.org/data/ikbasbg.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.