Exploring the influence of financial instrument prices on Türkiye‘s credit volume during COVID -19
Journal cover Studia Historiae Oeconomicae, volume 43, no. 1, year 2025, title Poverty
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Keywords

Credit volume
Investment instruments
COVID-19
NARDL

How to Cite

Tekin , B., & Dirir, S. (2025). Exploring the influence of financial instrument prices on Türkiye‘s credit volume during COVID -19. Studia Historiae Oeconomicae, 43(1), 143–182. https://doi.org/10.14746/sho.2025.43.1.007

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Abstract

This study addresses a critical question for financial stability: can fluctuations in financial investment instruments, specifically during crises, explain variations in credit volume? This issue is particularly relevant for economies like Türkiye, where COVID-19 introduced significant financial volatility. Using weekly data from January 6, 2020, to July 4, 2022, this paper investigates the relationship between key financial assets and Türkiye's credit volume, employing a Non-linear Autoregressive Distributed Lag (NARDL) model to capture asymmetric responses to both positive and negative price shocks. To enhance robustness and precision in estimating long-term relationships, cointegration approaches such as Fully Modified Ordinary Least Squares (FMOLS) and Dynamic Ordinary Least Squares (DOLS) are utilized. The results reveal significant asymmetric effects, with negative shocks to bond rate and bitcoin exerting stronger adverse impacts in the long run, while positive Borsa Istanbul shocks enhance credit volume. Gold and USD exhibit mixed effects. Findings underline that policymakers need to monitor asset price changes carefully, as they can amplify credit market risks. Specifically, targeted measures to manage volatility in exchange rates and bond yields could help maintain balanced credit growth, reducing systemic risk in times of economic uncertainty. This research contributes to the literature by highlighting the asymmetric effects of financial instruments on credit volume during the pandemic, offering valuable insights for financial stability policy in emerging markets like Türkiye.

https://doi.org/10.14746/sho.2025.43.1.007
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References

‘BIS Quarterly Review, September 2021’ (2021) Bank for International Settlements (BIS), https://www.bis.org/publ/qtrpdf/r_qt2109.pdf. Accessed 21 July 2025.

‘Budgetary Effects of Laws Enacted in Response to the 2020 Coronavirus Pandemic, March and April 2020’ (2020) Congressional Budget Office (CBO), Nonpartisan Analysis for the U.S. Congress, https://www.cbo.gov/system/files/2020-06/56403-CBO-covid-legislation.pdf. Accessed 21 July 2025.

‘Financial Stability Review, November 2020’ (2020) European Central Bank (ECB), https://www.ecb.europa.eu/pub/pdf/fsr/ecb.fsr202011~b7be9ae1f1.en.pdf. Accessed 21 July 2025.

Foreks.com (2024) www.foreks.com. Accessed 21 June 2025.

‘Global Economic Prospects, June 2021’ (2021) World Bank Group (World Bank), https://thedocs.worldbank.org/en/doc/600223300a3685fe68016a484ee867fb-0350012021/original/Global-Economic-Prospects-June-2021.pdf. Accessed 21 July 2025.

‘Monetary Policy Report submitted to the Congress on July 9, 2021, pursuant to section 2B of the Federal Reserve Act’ (2021) Federal Reserve System, https://www.federalreserve.gov/monetarypolicy/files/20210709mprfullreport.pdf. Accessed 21 July 2025.

‘OECD Economic Outlook, Volume 2021, Issue 2’ (2021) Organisation for Economic Co-operation and Development (OECD), Paris: OECD Publishing, file:///C:/Users/Lucyna%20B%C5%82a%C5%BCejczyk/Downloads/66c5ac2c-en.pdf. Accessed 21 July 2025.

‘World Economic Outlook, October 2020: A Long and Difficult Ascent’ (2020) International Monetary Fund (IMF), Washington: International Monetary Fund Publication, https://www.imf.org/en/Publications/WEO/Issues/2020/09/30/world-economic-outlook-october-2020. Accessed 21 June 2025.

Adam, T.R., Fernando, C.S. and Salas, J.M. (2017) ‘Why do firms engage in selective hedging? Evidence from the gold mining industry’, Journal of Banking & Finance, 77, pp. 269–282. DOI: https://doi.org/10.1016/j.jbankfin.2015.05.006

Adelson, M. (2020) ‘The Mortgage Meltdown and the Failure of Investor Protection’, Journal of Structured Finance, 26(1), pp. 63–86. DOI: https://doi.org/10.3905/jsf.2020.1.095

Ahad, M. and Anwer, Z. (2021) ‘Asymmetric impact of oil price on trade balance in BRICS countries: Multiplier dynamic analysis’, International Journal of Finance & Economics, 26(2), pp. 2177–2197. DOI: https://doi.org/10.1002/ijfe.1900

Almutair, S. (2015) ‘Dynamics of the relationship between bank loans and stock prices in Saudi Arabia’, International Business & Economics Research Journal (IBER), 14(3), pp. 439–452. DOI: https://doi.org/10.19030/iber.v14i3.9209

Ari, A., Chen, S. and Ratnovski, L. (2021) ‘The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications’, Journal of Banking & Finance, 133, No. 106140. DOI: https://doi.org/10.1016/j.jbankfin.2021.106140

Avdjiev, S., Bruno, V., Koch, C. and Shin, H.S. (2019) ‘The dollar exchange rate as a global risk factor: evidence from investment’, IMF Economic Review, 67, pp. 151–173. DOI: https://doi.org/10.1057/s41308-019-00074-4

Balsalobre-Lorente, D., Driha, O.M., Bekun, F.V. and Adedoyin, F.F. (2021) ‘The asymmetric impact of air transport on economic growth in Spain: fresh evidence from the tourism-led growth hypothesis’, Current Issues in Tourism, 24(4), pp. 503–519. DOI: https://doi.org/10.1080/13683500.2020.1720624

Bayar, Y., Sezgin, H.F., Öztürk, Ö.F. and Şaşmaz, M.Ü. (2020) ‘Financial literacy and financial risk tolerance of individual investors: Multinomial logistic regression approach’, Sage Open, 10(3), No. 21582440209. DOI: https://doi.org/10.1177/2158244020945717

Bayram, O., Talay, I. and Feridun, M. (2022) ‘Can FinTech promote sustainable finance? Policy lessons from the case of Türkiye’, Sustainability, 14(19), No. 12414. DOI: https://doi.org/10.3390/su141912414

Benavides-Franco, J., Carabalí-Mosquera, J., Alonso, J.C., Taype-Huaman, I., Buenaventura, G. and Meneses, L.A. (2023) ‘The evolution of loan volume and non-performing loans under COVID-19 innovations: The Colombian case’, Heliyon, 9(4), No. 15420. DOI: https://doi.org/10.1016/j.heliyon.2023.e15420

Broock, W.A., Scheinkman, J.A., Dechert, W.D. and LeBaron, B. (1996) ‘A test for independence based on the correlation dimension’, Econometric reviews, 15(3), pp. 197–235. DOI: https://doi.org/10.1080/07474939608800353

Camba, A.L. and Camba Jr, A.C. (2020) ‘The effect of COVID-19 pandemic on the Philippine stock Exchange, Peso-Dollar rate and retail price of diesel’, The Journal of Asian Finance, Economics and Business (JAFEB), 7(10), pp. 543–553. DOI: https://doi.org/10.13106/jafeb.2020.vol7.no10.543

Czech, M. and Puszer, B. (2021) ‘Impact of the COVID-19 pandemic on the consumer credit market in V4 countries’, Risks, 9(12), No. 229. DOI: https://doi.org/10.3390/risks9120229

Çolak, G. and Öztekin, Ö. (2021) ‘The impact of COVID-19 pandemic on bank lending around the world’, Journal of Banking & Finance, 133, No. 106207. DOI: https://doi.org/10.1016/j.jbankfin.2021.106207

Daniłowska, A. (2021) ‘The Impact of the COVID-19 Pandemic on the Credit Market in Poland’, European Research Studies Journal, 24(3), pp. 229–240. DOI: https://doi.org/10.35808/ersj/2351

Darjana, D., Wiryono, S.K. and Koesrindartoto, D.P. (2022) ‘The COVID-19 Pandemic Impact on Banking Sector’, Asian Economics Letters, 3(3), pp. 1–6. DOI: https://doi.org/10.46557/001c.29955

De Gregorio Rebeco, J. (1999) ‘Financial integration, financial development and economic growth’, Estudios de economía, 26(2), pp. 137–161.

Degryse, H. and Huylebroek, C. (2023) ‘Fiscal support and banks’ loan loss provisions during the COVID-19 crisis’, Journal of Financial Stability, 67, No. 101150. DOI: https://doi.org/10.1016/j.jfs.2023.101150

Depren, Ö., Kartal, M.T. and Depren, S.K. (2021) ‘Changes of gold prices in COVID-19 pandemic: Daily evidence from Turkey's monetary policy measures with selected determinants’, Technological Forecasting and Social Change, 170, No. 120884. DOI: https://doi.org/10.1016/j.techfore.2021.120884

Dickey, D.A. and Fuller, W.A. (1979) ‘Distribution of the estimators for autoregressive time series with a unit root’, Journal of the American statistical association, 74(366a), pp. 427–431. DOI: https://doi.org/10.1080/01621459.1979.10482531

Dirir, S.A. (2023) ‘The Association between Health Expenditure and the Components of Fiscal Policy: VECM Approach in the Context of Latin America and the Caribbean’. Bulletin of Economic Theory and Analysis, 8(1), pp. 67–91. DOI: https://doi.org/10.25229/beta.1250104

Duymazlar, Y.K. (2022) ‘Public Transfer Expenditures in Combatting the Economic Impact of COVID-19 Pandemic: Türkiye Case and Policy Suggestions’, in Açikgöz, B. and Acar, I.A. (eds) Pandemnomics: The Pandemic's Lasting Economic Effects. Cham: Springer, pp. 99–115. DOI: https://doi.org/10.1007/978-981-16-8024-3_6

Dyhrberg, A.H. (2016) ‘Bitcoin, gold and the dollar: A GARCH volatility analysis’, Finance Research Letters, 16, pp. 85–92. DOI: https://doi.org/10.1016/j.frl.2015.10.008

Engelmann, B. and Lam Nguyen, T.T. (2023) ‘Global assessment of the COVID-19 impact on IFRS 9 loan loss provisions’, Asian Review of Accounting, 31(1), pp. 26–41. DOI: https://doi.org/10.1108/ARA-04-2022-0105

Ersoy, E., Świecka, B., Grima, S., Özen, E. and Romanova, I. (2022) ‘The impact of ESG scores on bank market value? Evidence from the US banking industry’, Sustainability, 14(15), No. 9527. DOI: https://doi.org/10.3390/su14159527

Ferrara, L., Mogliani, M. and Sahuc, J.G. (2022) ‘High-frequency monitoring of growth at risk’, International Journal of Forecasting, 38(2), pp. 582–595. DOI: https://doi.org/10.1016/j.ijforecast.2021.06.010

Fuhrer, L.M., Ramelet, M.A. and Tenhofen, J. (2021) ‘Firms’ participation in the Swiss COVID-19 loan programme’, Swiss Journal of Economics and Statistics, 157, pp. 1–22. DOI: https://doi.org/10.1186/s41937-021-00070-4

Galadima, M.D. and Aminu, A.W. (2020) ‘Nonlinear unit root and nonlinear causality in natural gas-economic growth nexus: Evidence from Nigeria’, Energy, 190, No. 116415. DOI: https://doi.org/10.1016/j.energy.2019.116415

Gambacorta, L. and Marques-Ibanez, D. (2011) ‘The bank lending channel: lessons from the crisis’. Economic policy, 26(66), pp. 135–182. DOI: https://doi.org/10.1111/j.1468-0327.2011.00261.x

Gurley, J.G. and Shaw, E.S. (1955) ‘Financial aspects of economic development’, The American Economic Review, 45(4), pp. 515–538.

Hansen, B.E. and Phillips, P.C.B. (1988) ‘Estimation and Inference in Models of Cointegration: A Simulation Study’, in Cowles Foundation Discussion Papers, No. 1125, pp. 1–41.

Hansman, C., Hong, H., Jiang, W., Liu, Y.J. and Meng, J.J. (2018) Effects of Credit Expansions on Stock Market Booms and Busts. National Bureau of Economic Research, Working Paper No. 24586, Cambridge: NBER. DOI: https://doi.org/10.3386/w24586

Henriques, I. and Sadorsky, P. (2018) ‘Can bitcoin replace gold in an investment portfolio?’ Journal of Risk and Financial Management, 11(3), No. 48. DOI: https://doi.org/10.3390/jrfm11030048

Heryán, T. and Tzeremes, P.G. (2017) ‘The bank lending channel of monetary policy in EU countries during the global financial crisis’, Economic modelling, 67, pp. 10–22. DOI: https://doi.org/10.1016/j.econmod.2016.07.017

Herzer, D. and Nowak-Lehmann, D.F. (2006) ‘Is there a long-run relationship between exports and imports in Chile?’, Applied Economics Letters, 13(15), pp. 981–986. DOI: https://doi.org/10.1080/13504850500425832

Horvath, A., Kay, B. and Wix, C. (2023) ‘The COVID-19 shock and consumer credit: Evidence from credit card data’, Journal of Banking & Finance, 152, 106854. DOI: https://doi.org/10.1016/j.jbankfin.2023.106854

Ibrahim, M.H. (2006) ‘Stock prices and bank loan dynamics in a developing country: The case of Malaysia’, Journal of Applied Economics, 9(1), pp. 71–89. DOI: https://doi.org/10.1080/15140326.2006.12040638

İlhan, A. and Akdeniz, C. (2020) ‘The impact of macroeconomic variables on the stock market in the time of COVID-19: The case of Türkiye’, Ekonomi Politika ve Finans Araştırmaları Dergisi, 5(3), pp. 893–912. DOI: https://doi.org/10.30784/epfad.810630

Jamil, I., Kogid, M., Lim, T.S. and Lily, J. (2022) ‘The Impact of Soybean Futures and Crude Oil Futures on Palm Oil Indexes: Evidence from Bounds Test of Level Relationship and Causality Analysis’, Economies, 10(10), No. 237. DOI: https://doi.org/10.3390/economies10100237

Karim, B.A., Lih, L.S. and Karim, Z.A. (2012) ‘Bank loans and stock prices: An Empirical evidence’, Aceh International Journal of Social Science, 1(2), pp. (2): 53–57.

Kartal, M.T., Ertuğrul, H.M. and Ulussever, T. (2022) ‘The impacts of foreign portfolio flows and monetary policy responses on stock markets by considering COVID-19 pandemic: Evidence from Turkey’, Borsa Istanbul Review, 22(1), pp. 12–19. DOI: https://doi.org/10.1016/j.bir.2021.06.003

Khanal, A., Rahman, M.M., Khanam, R. and Velayutham, E. (2022) ‘Exploring the impact of air transport on economic growth: new evidence from Australia’, Sustainability, 14(18), No. 11351. DOI: https://doi.org/10.3390/su141811351

Kılıç Depren, S. and Kartal, M.T. (2021) ‘Prediction on the volume of non‐performing loans in Turkey using multivariate adaptive regression splines approach’, International Journal of Finance & Economics, 26(4), pp. 6395–6405. DOI: https://doi.org/10.1002/ijfe.2126

Kim, S.B. and Moreno, R. (1994) ‘Stock prices and bank lending behavior in Japan’, Economic Review, Federal Reserve Bank of San Francisco, 94, February 11, pp. 1–4.

Kozak, S. and Sosyura, D. (2015) ‘Access to credit and stock market participation’, Ross School of Business Paper, No. 1276. DOI: https://doi.org/10.2139/ssrn.2594976

Kumar, A.S. and Padakandla, S.R. (2022) ‘Testing the safe-haven properties of gold and bitcoin in the backdrop of COVID-19: a wavelet quantile correlation approach’, Finance research letters, 47, No. 102707. DOI: https://doi.org/10.1016/j.frl.2022.102707

Lay, S.H. (2020) ‘Bank credit and economic growth: Short-run evidence from a dynamic threshold panel model’, Economics Letters, 192, No. 109231. DOI: https://doi.org/10.1016/j.econlet.2020.109231

Liu, Y., Amin, A., Rasool, S.F. and Zaman, Q.U. (2020) ‘The role of agriculture and foreign remittances in mitigating rural poverty: Empirical evidence from Pakistan’, Risk management and healthcare policy, 13, pp. 13–26. DOI: https://doi.org/10.2147/RMHP.S235580

Longstaff, F.A. and Wang, J. (2012) ‘Asset pricing and the credit market’, The Review of Financial Studies, 25(11), pp. 3169–3215. DOI: https://doi.org/10.1093/rfs/hhs086

Louail, B. and Benarous, D. (2021) ‘Relationship between economic growth and unemployment rates in the Algerian economy: Application of Okun’s law during 1991–2019’, Organizations and Markets in Emerging Economies, 12(1), pp. 71–85. DOI: https://doi.org/10.15388/omee.2021.12.48

Majeed, M.T., Samreen, I., Tauqir, A. and Mazhar, M. (2020) ‘The asymmetric relationship between financial development and CO 2 emissions: the case of Pakistan’. SN Applied Sciences, 2, pp. 1–11. DOI: https://doi.org/10.1007/s42452-020-2627-1

Marobhe, M.I. (2022) ‘Cryptocurrency as a safe haven for investment portfolios amid COVID-19 panic cases of Bitcoin, Ethereum and Litecoin’, China Finance Review International, 12(1), pp. 51–68. DOI: https://doi.org/10.1108/CFRI-09-2021-0187

McPhilemy, S. and Moschella, M. (2019) ‘Central banks under stress: Reputation, accountability and regulatory coherence’, Public Administration, 97(3), pp. 489–498. DOI: https://doi.org/10.1111/padm.12606

Murty, S., Victor, V. and Fekete-Farkas, M. (2022) ‘Is Bitcoin a safe haven for Indian investors? A GARCH volatility analysis’, Journal of Risk and Financial Management, 15(7), No. 317. DOI: https://doi.org/10.3390/jrfm15070317

Pan, L., Amin, A., Zhu, N., Chandio, A.A., Naminse, E.Y. and Shah, A.H. (2022) ‘Exploring the Asymmetrical Influence of Economic Growth, Oil Price, Consumer Price Index and Industrial Production on the Trade Deficit in China’, Sustainability, 14(23), No. 15534. DOI: https://doi.org/10.3390/su142315534

Pesaran, M.H., Shin, Y. and Smith, R.J. (2001) ‘Bounds testing approaches to the analysis of level relationships’, Journal of applied econometrics, 16(3), pp. 289–326. DOI: https://doi.org/10.1002/jae.616

Phillips, P.C. and Perron, P. (1988) ‘Testing for a unit root in time series regression’, Biometrika, 75(2), pp. 335–346. DOI: https://doi.org/10.1093/biomet/75.2.335

Pho, K.H., Ly, S., Lu, R., van Hoang, T.H. and Wong, W.K. (2021) ‘Is Bitcoin a better portfolio diversifier than gold? A copula and sectoral analysis for China’ International Review of Financial Analysis, 74, No. 101674. DOI: https://doi.org/10.1016/j.irfa.2021.101674

Purnamawati, I.G.A. and Yuniarta, G.A. (2021) ‘Loan Restructuring, Human Capital and Digital towards MSME Performance in the COVID-19 Pandemic’, Asia Pacific Management and Business Application, 10(2), pp. 177–192. DOI: https://doi.org/10.21776/ub.apmba.2021.010.02.5

Rehman, A., Cismas, L.M. and Milin, I.A. (2022) ‘The Three Evils”: Inflation, Poverty and Unemployment’s Shadow on Economic Progress: A Novel Exploration from the Asymmetric Technique’, Sustainability, 14(14), No. 8642. DOI: https://doi.org/10.3390/su14148642

Sanfilippo-Azofra, S., Torre-Olmo, B., Cantero-Saiz, M. and López-Gutiérrez, C. (2018) ‘Financial development and the bank lending channel in developing countries’, Journal of Macroeconomics, 55, pp. 215–234. DOI: https://doi.org/10.1016/j.jmacro.2017.10.009

Schumpeter, J.A. (1949/2011) The theory of economic development: an inquiry into profits, capital, credit, interest, and the business cycle. New Brunswick: Transaction, Harvard economic studies, No. 46.

Selmi, R., Mensi, W., Hammoudeh, S. and Bouoiyour, J. (2018) ‘Is Bitcoin a hedge, a safe haven or a diversifier for oil price movements? A comparison with gold’, Energy Economics, 74, pp. 787–801. DOI: https://doi.org/10.1016/j.eneco.2018.07.007

Sezal, L. (2023) ‘A study on bank credit volumes of fragile five countries’, Hitit Sosyal Bilimler Dergisi, 16(1), pp. 209–222. DOI: https://doi.org/10.17218/hititsbd.1241803

Shin, Y., Yu, B. and Greenwood-Nimmo, M. (2014) ‘Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework’, in Sickles, R.C. and Horrace, W. (eds) Festschrift in honor of Peter Schmidt: Econometric methods and applications. New York: Springer, pp. 281–314. DOI: https://doi.org/10.1007/978-1-4899-8008-3_9

Singh, N.P. and Joshi, N. (2019) ‘Investigating gold investment as an inflationary hedge’, Business Perspectives and Research, 7(1), pp. 30–41. DOI: https://doi.org/10.1177/2278533718800178

Sinlapates, P., Sriwong, T. and Chancharat, S. (2023) ‘Risk Spillovers between Bitcoin and ASEAN+ 6 Stock Markets before and after COVID-19 Outbreak: A Comparative Analysis with Gold’, Journal of Risk and Financial Management, 16(2), No. 103. DOI: https://doi.org/10.3390/jrfm16020103

Stock, J.H. and Watson, M.W. (1993) ‘A simple estimator of cointegrating vectors in higher order integrated systems’, Econometrica: journal of the Econometric Society, 61(4), pp. 783–820. DOI: https://doi.org/10.2307/2951763

Tay, B.H. (2022) ‘Stock returns-bitcoin Nexus: evidence from pre and during COVID-19 outbreak/Bee-Hoong Tay’. Voice of Academia, 18(2), pp. 59–69.

Thierry, B., Jun, Z., Eric, D.D., Yannick, G.Z.S. and Landry, K.Y.S. (2016) ‘Causality relationship between bank credit and economic growth: Evidence from a time series analysis on a vector error correction model in Cameroon’, Procedia-Social and Behavioral Sciences, 235, pp. 664–671. DOI: https://doi.org/10.1016/j.sbspro.2016.11.061

Wang, L., Sarker, P.K. and Bouri, E. (2023) ‘Short-and long-term interactions between Bitcoin and economic variables: Evidence from the US’, Computational Economics, 61(4), pp. 1305–1330. DOI: https://doi.org/10.1007/s10614-022-10247-5

Wen, F., Tong, X. and Ren, X. (2022) ‘Gold or Bitcoin, which is the safe haven during the COVID-19 pandemic?’, International Review of Financial Analysis, 81, No. 102121. DOI: https://doi.org/10.1016/j.irfa.2022.102121

Zeraibi, A., Balsalobre-Lorente, D. and Shehzad, K. (2020) ‘Examining the asymmetric nexus between energy consumption, technological innovation, and economic growth: Does energy consumption and technology boost economic development?’ Sustainability, 12(21), No. 8867. DOI: https://doi.org/10.3390/su12218867

Ziaei, S.M. (2012) ‘Effects of gold price on equity, bond and domestic credit: Evidence from ASEAN+ 3’, Procedia-Social and Behavioral Sciences, 40, pp. 341–346. DOI: https://doi.org/10.1016/j.sbspro.2012.03.197

Ziebart, D.A. and Reiter, S.A. (1992) ‘Bond ratings, bond yields and financial information’, Contemporary Accounting Research, 9(1), pp. 252–282. DOI: https://doi.org/10.1111/j.1911-3846.1992.tb00879.x

Žunić, A., Kozarić, K. and Dželihodžić, E.Ž. (2021) ‘Non-performing loan determinants and impact of COVID-19: Case of Bosnia and Herzegovina’, Journal of Central Banking Theory and Practice, 10(3), pp. 5–22. DOI: https://doi.org/10.2478/jcbtp-2021-0021

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