Exploring causal interactions between macroprudential policy and financial cycles in South Africa
DOI:
https://doi.org/10.20525/ijrbs.v13i5.3422Keywords:
financial cycles, macroprudential policy, financial stabilityAbstract
This study investigated the causal interactions between macroprudential policy, measured by the Macroprudential Policy Index (MPI), and financial cycles represented by the Aggregate Financial Cycle (AFC) and the Credit and Asset Prices Financial Cycle (CAFC) in South Africa from 1970q1 to 2023q2. Additionally, the study explored the effects of macroprudential policy during different phases of financial cycles. Using the time-varying Granger-causality model, the study found that the MPI Granger-caused financial cycles during the 2003/07 credit boom in South Africa, while the AFC and CAFC Granger-caused macroprudential policy during the Covid-19-induced collapse of financial markets. The results suggest that macroprudential policy is employed more proactively during financial booms and more reactively during financial busts in South Africa. The Markov switching dynamic regression model used to assess the MPI's effects revealed that macroprudential policy's effectiveness is stronger during financial busts and weaker during financial booms in South Africa. This is because financial institutions in South Africa tend to resist stricter regulations during boom phases due to heightened optimism about future prospects. Conversely, they are more receptive to stimulatory interventions during bust phases. Based on these findings, it is recommended that the South African Reserve Bank and the Prudential Authority use macroprudential policy more assertively during financial booms to enhance its effectiveness. This could involve setting more stringent parameters upon activating macroprudential policy tools or complementing macroprudential policy with monetary policy during financial booms.
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References
Adarov, A. (2017). Financial cycles in credit, housing and capital markets: Evidence from systemic economies. Tech. rep., wiiw Working Paper.
Agénor, P.-R., & Pereira da Silva, L. A. (2018). Financial spillovers, spillbacks, and the scope for international macroprudential policy coordination. International Economics and Economic Policy, 1–49.
Agur, I., & Demertzis, M. (2018). Will macroprudential policy counteract monetary policy's effects on financial stability? Bruegel working paper issue 01/2018.
Akaike, H. (1974). A new look at the statistical model identification. IEEE transactions on automatic control, 19, 716–723. DOI: https://doi.org/10.1109/TAC.1974.1100705
Alam, Z., Alter, A., Eiseman, J., Gelos, G., Kang, H., Narita, M., . . . Wang, N. (2019). Digging deeper—evidence on the effects of macroprudential policies from a new database. Journal of Money, Credit and Banking. DOI: https://doi.org/10.2139/ssrn.3370962
Allen, F., Otchere, I., & Senbet, L. W. (2011). African financial systems: A review. Review of Development Finance, 1, 79–113. DOI: https://doi.org/10.1016/j.rdf.2011.03.003
Avdjiev, S., Casanova, C., McGuire, P., & Von Peter, G. (2016). International prudential policy spillovers: a global perspective.
Batsirai, S. V., Tsegaye, A., & Khamfula, Y. (2018). The nexus between macro-prudential banking regulation, interest rate spread and monetary policy in south africa. Journal of Economics and Behavioral Studies, 10, 141–151. DOI: https://doi.org/10.22610/jebs.v10i6A.2670
Baum, C. F., Hurn, S., & Otero, J. (2022). Testing for time-varying granger causality. The Stata Journal, 22, 355–378. DOI: https://doi.org/10.1177/1536867X221106403
Boar, C., Gambacorta, L., Lombardo, G., & Pereira da Silva, L. A. (2017). What are the effects of macroprudential policies on macroeconomic performance? BIS quarterly review September.
Borio, C. (2014). The financial cycle and macroeconomics: What have we learnt? Journal of banking & finance, 45, 182–198. DOI: https://doi.org/10.1016/j.jbankfin.2013.07.031
Borio, C., Drehmann, M., & Xia, F. D. (2020). Forecasting recessions: The importance of the financial cycle. Journal of Macroeconomics, 66, 103258. DOI: https://doi.org/10.1016/j.jmacro.2020.103258
Bosch, A., & Koch, S. F. (2020). The south african financial cycle and its relation to household deleveraging. South African Journal of Economics, 88, 145–173. DOI: https://doi.org/10.1111/saje.12245
Brave, s. a., & butters, r. a. (2011). Monitoring financial stability: A financial conditions index approach. Economic Perspectives, 35, 22.
Brei, M., & Moreno, R. (2019). Reserve requirements and capital flows in latin america. Journal of International Money and Finance, 99, 102079. DOI: https://doi.org/10.1016/j.jimonfin.2019.102079
Bruno, V., Shim, I., & Shin, H. S. (2017). Comparative assessment of macroprudential policies. Journal of Financial Stability, 28, 183–202. DOI: https://doi.org/10.1016/j.jfs.2016.04.001
Buthelezi, E. M. (2023). Impact of inflation in different states of unemployment: evidence with the phillips curve in south africa from 2008 to 2022. Economies, 11, 29. DOI: https://doi.org/10.3390/economies11010029
Campbell, J. Y., & Perron, P. (1991). Pitfalls and opportunities: what macroeconomists should know about unit roots. NBER macroeconomics annual, 6, 141–201. DOI: https://doi.org/10.1086/654163
Cepni, O., Dogru, T., & Ozdemir, O. (2023). The contagion effect of covid-19-induced uncertainty on us tourism sector: evidence from time-varying granger causality test. Tourism Economics, 29, 906–928. DOI: https://doi.org/10.1177/13548166221077633
Cerutti, E., Claessens, S., & Laeven, L. (2017). The use and effectiveness of macroprudential policies: new evidence. Journal of financial stability, 28, 203–224. DOI: https://doi.org/10.1016/j.jfs.2015.10.004
Claessens, S., Kose, M. A., & Terrones, M. E. (2011). Financial cycles: what? how? when? NBER International Seminar on Macroeconomics, 7, pp. 303–344. DOI: https://doi.org/10.1086/658308
Cordella, T., Federico, P., Vegh, C., & Vuletin, G. (2014). Reserve requirements in the brave new macroprudential world. World Bank Publications. DOI: https://doi.org/10.1596/978-1-4648-0212-6
Dang, T. V., Gorton, G., Holmström, B., & Ordonez, G. (2017). Banks as secret keepers. American Economic Review, 107, 1005–1029. DOI: https://doi.org/10.1257/aer.20140782
Das, U., Dent, K., & Segoviano, M. (2022). Fit for purpose? The evolving role of stress testing for financial systems. Handbook of Financial Stress Testing, 32. DOI: https://doi.org/10.1017/9781108903011.005
De Villiers, C., Cerbone, D., & Van Zijl, W. (2020). The south african government's response to covid-19. Journal of Public Budgeting, Accounting & Financial Management, 32, 797–811. DOI: https://doi.org/10.1108/JPBAFM-07-2020-0120
De Wet, M. C., & Botha, I. (2022). Constructing and characterising the aggregate south african financial cycle: a markov regime-switching approach. Journal of Business Cycle Research, 18, 37–67. DOI: https://doi.org/10.1007/s41549-022-00064-y
Dickey, D. A., & Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American statistical association, 74, 427–431. DOI: https://doi.org/10.1080/01621459.1979.10482531
Dlamini, L., & Ngalawa, H. (2022). Macroprudential policy and house prices in an estimated dynamic stochastic general equilibrium model for south africa. Australian Economic Papers, 61, 304–336. DOI: https://doi.org/10.1111/1467-8454.12249
Drehmann, M., & Yetman, J. (2018). Why you should use the hodrick-prescott filter–at least to generate credit gaps.
Drehmann, M., Borio, C. E., & Tsatsaronis, K. (2012). Characterising the financial cycle: don't lose sight of the medium term!
Elliott, G., Rothenberg, T. J., & Stock, J. H. (1992). Efficient tests for an autoregressive unit root. Efficient tests for an autoregressive unit root. National Bureau of Economic Research Cambridge, Mass., USA. DOI: https://doi.org/10.3386/t0130
Farrell, G., & Kemp, E. (2020). Measuring the financial cycle in south africa. South African Journal of Economics, 88, 123–144. DOI: https://doi.org/10.1111/saje.12246
Franta, M., & Gambacorta, L. (2020). On the effects of macroprudential policies on growth-at-risk. Economics Letters, 196, 109501. DOI: https://doi.org/10.1016/j.econlet.2020.109501
Galati, G., & Moessner, R. (2018). What do we know about the effects of macroprudential policy? Economica, 85, 735–770. DOI: https://doi.org/10.1111/ecca.12229
Ghosh, T., & Kumar, S. (2022). The effectiveness of macro-prudential policies in the face of global uncertainty–the role of exchange-rate regimes. Finance Research Letters, 46, 102358. DOI: https://doi.org/10.1016/j.frl.2021.102358
Godwin, A., Howse, T., & Ramsey, I. (2017). Twin peaks: south africa's financial sector regulatory framework. South African Law Journal, 134, 665–702.
Hall, A. (1994). Testing for a unit root in time series with pretest data-based model selection. Journal of Business & Economic Statistics, 12, 461–470. DOI: https://doi.org/10.1080/07350015.1994.10524568
Hansen, b. e. (2000). Sample splitting and threshold estimation. Econometrica, 68, 575–603. DOI: https://doi.org/10.1111/1468-0262.00124
Herbst, C. C. (2023). Bridging the gap or widening the divide? A critical review of south africa's pandemic financial response. A Critical Review of South Africa's Pandemic Financial Response (June 6, 2023). DOI: https://doi.org/10.2139/ssrn.4470663
Hollander, H. (2017). Macroprudential policy with convertible debt. Journal of Macroeconomics, 54, 285–305. DOI: https://doi.org/10.1016/j.jmacro.2017.07.003
Hollander, H., & Havemann, R. (2021). South africa's 2003–2013 credit boom and bust: lessons for macroprudential policy. Economic History of Developing Regions, 36, 339–365. DOI: https://doi.org/10.1080/20780389.2021.1938532
Hollander, H., & Van Lill, D. (2019). A review of the south african reserve bank's financial stability policies. Stellenbosch: Stellenbosch University, Department of Economics.
Jiang, Y., Li, C., Zhang, J., & Zhou, X. (2019). Financial stability and sustainability under the coordination of monetary policy and macroprudential policy: new evidence from china. Sustainability, 11, 1616. DOI: https://doi.org/10.3390/su11061616
Kane, E. J. (1999). How offshore financial competition disciplines exit resistance by incentive-conflicted bank regulators. Journal of Financial Services Research, 16, 265–291. DOI: https://doi.org/10.3386/w7156
Kang, M. H., Vitek, F., Bhattacharya, M. R., Jeasakul, M. P., Muñoz, M. S., Wang, N., & Zandvakil, R. (2017). Macroprudential policy spillovers: a quantitative analysis. International Monetary Fund. DOI: https://doi.org/10.2139/ssrn.3030761
Kim, S., & Mehrotra, A. (2017). Managing price and financial stability objectives in inflation targeting economies in asia and the pacific. Journal of Financial Stability, 29, 106–116. DOI: https://doi.org/10.1016/j.jfs.2017.01.003
Kim, S., & Mehrotra, A. (2018). Effects of monetary and macroprudential policies—evidence from four inflation targeting economies. Journal of Money, Credit and Banking, 50, 967–992. DOI: https://doi.org/10.1111/jmcb.12495
Kisten, T. (2021). Monitoring financial stress in south africa. Emerging Markets Finance and Trade, 57, 4380–4397. DOI: https://doi.org/10.1080/1540496X.2020.1810014
Kockerols, T., & Kok, C. (2019). 'Leaning Against the Wind', Macroprudential Policy and the Financial Cycle. DOI: https://doi.org/10.2139/ssrn.3334957
Kuttner, K., Shim, I., & others. (2012). Taming the real estate beast: the effects of monetary and macroprudential policies on housing prices and credit| conference–2012.
Lee, M., Asuncion, R. C., & Kim, J. (2016). Effectiveness of macroprudential policies in developing asia: an empirical analysis. Emerging Markets Finance and Trade, 52, 923–937. DOI: https://doi.org/10.1080/1540496X.2015.1103137
Lestano, & Kuper, G. H. (2016). Correlation dynamics in east asian financial markets. Emerging Markets Finance and Trade, 52, 382–399. DOI: https://doi.org/10.1080/1540496X.2014.998560
Leybourne, S. J. (1995). Testing for unit roots using forward and reverse dickey-fuller regressions. Oxford Bulletin of Economics and Statistics, 57, 559–571. DOI: https://doi.org/10.1111/j.1468-0084.1995.tb00040.x
Lim, C. H., Costa, A., Columba, F., Kongsamut, P., Otani, A., Saiyid, M., . . . Wu, X. (2011). Macroprudential policy: what instruments and how to use them? Lessons from country experiences. DOI: https://doi.org/10.2139/ssrn.1956385
Liu, G., & Molise, T. (2019). Housing and credit market shocks: exploring the role of rule-based basel iii countercyclical capital requirements. Economic Modelling, 82, 264–279. DOI: https://doi.org/10.1016/j.econmod.2019.01.013
Liu, G., & Molise, T. (2020). The optimal monetary and macroprudential policies for the south african economy. South African Journal of Economics, 88, 368–404. DOI: https://doi.org/10.1111/saje.12260
Lu, F.-b., Hong, Y.-m., Wang, S.-y., Lai, K.-k., & Liu, J. (2014). Time-varying granger causality tests for applications in global crude oil markets. Energy Economics, 42, 289–298. DOI: https://doi.org/10.1016/j.eneco.2014.01.002
Magubane, K. (2024). Financial cycles synchronisation in south africa. A dynamic conditional correlation (dcc) approach. Cogent Economics & Finance, 12, 2321069. DOI: https://doi.org/10.1080/23322039.2024.2321069
Maredza, A., & Ikhide, S. (2013). Measuring the impact of the global financial crisis on efficiency and productivity of the banking system in south africa. Mediterranean Journal of Social Sciences, 4, 553–568. DOI: https://doi.org/10.5901/mjss.2013.v4n6p553
Matos, T. F., Teixeira, J. C., & Dutra, T. M. (2023). The contribution of macroprudential policies to banks' resilience: lessons from the systemic crises and the covid-19 pandemic shock. International Review of Finance, 23, 794–830. DOI: https://doi.org/10.1111/irfi.12424
Mlambo, K., & Ncube, M. (2011). Competition and efficiency in the banking sector in south africa. African Development Review, 23, 4–15. DOI: https://doi.org/10.1111/j.1467-8268.2010.00268.x
Molise, T. E. (2020). Essays on macroprudential policy and financial stability: the case of south africa. Ph.D. dissertation, Stellenbosch: Stellenbosch University.
Montoro, C., & Rojas-Suarez, L. (2012). Credit at times of stress: latin american lessons from the global financial crisis. DOI: https://doi.org/10.2139/ssrn.2014296
Mothibi, L., & Mncayi, P. (2019). Investigating the key drivers of government debt in south africa: a post-apartheid analysis. International Journal of eBusiness and eGovernment studies, 11, 16–33. DOI: https://doi.org/10.34111/ijebeg.20191112
Ngonyama, N., & Simatele, M. (2017). Competition in the Banking Sector: A Literature review. Competition in the Banking Sector: A Literature review. University of Fort Hare, Department of Economics.
Nier, E. W., & Kang, H. (2016). Monetary and macroprudential policies–exploring interactions. BIS Paper.
Nyati, M. C., Muzindutsi, P.-F., & Tipoy, C. K. (2023). Macroprudential and monetary policy interactions and coordination in south africa: evidence from business and financial cycle synchronisation. Economies, 11, 272. DOI: https://doi.org/10.3390/economies11110272
Nyati, m. c., tipoy, c. k., muzindutsi, p.-f., & others. (2021). Measuring and testing a modified version of the south african financial cycle. Tech. rep., Economic Research Southern Africa.
Oman, W. (2019). The synchronization of business cycles and financial cycles in the euro area. International Journal of Central Banking, 15, 327–362.
Pahla, Z. M. (2019). The determinants of the south african financial cycle. University of Johannesburg (South Africa).
Patroba, H., & others. (2017). The welfare cost of macro-prudential policy in a two-country dsge model. Tech. rep.
Pérez-Forero, F., & Vega, M. (2014). The dynamic effects of interest rates and reserve requirements. Tech. rep., Banco Central de Reserva del Perú.
Ren, X., Li, J., He, F., & Lucey, B. (2023). Impact of climate policy uncertainty on traditional energy and green markets: Evidence from time-varying granger tests. Renewable and Sustainable Energy Reviews, 173, 113058. DOI: https://doi.org/10.1016/j.rser.2022.113058
Rena, R., & Msoni, M. (2014). Global financial crises and its impact on the south african economy: a further update. Journal of Economics, 5, 17–25. DOI: https://doi.org/10.1080/09765239.2014.11884980
Richter, B., Schularick, M., & Shim, I. (2018). The macroeconomic effects of macroprudential policy. DOI: https://doi.org/10.2139/ssrn.3233330
Rossini, R., Armas, A., Castillo, P., & Quispe, Z. (2019). International reserves and forex intervention in peru. BIS Paper.
Rungcharoenkitkul, P., Borio, C. E., & Disyatat, P. (2019). Monetary policy hysteresis and the financial cycle.
Schwarz, G. (1978). Estimating the dimension of a model. The annals of statistics, 461–464. DOI: https://doi.org/10.1214/aos/1176344136
Selialia, F., Mbeleki, T., & Matlapeng, K. (2010). Macroprudential analysis of the financial system: the case of south africa. BIS IFC Bulletins No, 33, 110–113.
Shi, S., Hurn, S., & Phillips, P. C. (2020). Causal change detection in possibly integrated systems: Revisiting the money–income relationship. Journal of Financial Econometrics, 18, 158–180. DOI: https://doi.org/10.1093/jjfinec/nbz004
Shi, S., Phillips, P. C., & Hurn, S. (2018). Change detection and the causal impact of the yield curve. Journal of Time Series Analysis, 39, 966–987. DOI: https://doi.org/10.1111/jtsa.12427
Shikwane, j., de beer, a., & meyer, d. (2020). Note on south africa's liquidity measures in response to the covid-19 pandemic. Quarterly Economic Review.
Shim, I., Bogdanova, B., Shek, J., & Subelyte, A. (2013). Database for policy actions on housing markets. BIS Quarterly Review, September.
Spendzharova, A., Versluis, E., Radulova, E., & Flöthe, L. (2016). Too much, too fast? The sources of banks' opposition to european banking structural reforms. Journal of Banking Regulation, 17, 133–145. DOI: https://doi.org/10.1057/jbr.2015.16
Stock, j. h., & watson, m. w. (2015). Introduction to econometrics (3rd updated edition). Age (X3), 3.
Stremmel, H. (2015). Capturing the financial cycle in Europe. DOI: https://doi.org/10.2139/ssrn.2621651
Stremmel, H., & Zsámboki, B. (2015). The relationship between structural and cyclical features of the eu financial sector. DOI: https://doi.org/10.2139/ssrn.2621652
Tovar Mora, C. E., Garcia-Escribano, M., & Vera Mart??n, M. (2012). Credit growth and the effectiveness of reserve requirements and other macroprudential instruments in latin america. DOI: https://doi.org/10.2139/ssrn.2127035
Turner, P. (2018). The macroeconomics of macroprudential policies. Macroprudential policy and practice, 19–45. DOI: https://doi.org/10.1017/9781108304429.002
Uz Akdogan, I. (2020). The effects of macroprudential policies on managing capital flows. Empirical Economics, 58, 583–603. DOI: https://doi.org/10.1007/s00181-018-1541-5
Zdzienicka, M. A., Chen, M. S., Kalan, F. D., Laseen, S., & Svirydzenka, K. (2015). Effects of monetary and macroprudential policies on financial conditions: evidence from the united states. International Monetary Fund. DOI: https://doi.org/10.2139/ssrn.2733588
Zhang, X., Li, F., Li, Z., & Xu, Y. (2018). Macroprudential policy, credit cycle, and bank risk-taking. Sustainability, 10, 3620. DOI: https://doi.org/10.3390/su10103620
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