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The interconnectedness of stock prices, money, and credit across time and frequency from 1970 to 2016

    Maciej Ryczkowski   Affiliation
    ; Marek Zinecker   Affiliation

Abstract

This article applies continuous wavelet and maximal overlap discrete wavelet transforms to study the co-movements and the direction of causality between money (M3 and M2), bank credit, credit from all sectors vs. stock price dynamics across time and frequency for 12 developed countries. The time-varying linkages were significant typically for credit rather than money developments. Particularly, these linkages appeared during phases of house and stock price boom and bust at a business cycle frequency. The discovered lead-lag patterns give relatively much time for monetary policy authorities to support their financial stability objectives by imposing restrictions on credit. Closing the channel through which credit and stock prices interact may counteract the rising financial imbalances. This finding holds also for the euro area where the monetary pillar is based on broad money. The new application of wavelets allowed discovering the varying linkages that were not necessarily evident in the standard methods of analysing data.


First published online 08 July 2022

Keyword : money, credit, stock prices, wavelets, house price bubbles, stock price bubbles

How to Cite
Ryczkowski, M., & Zinecker, M. (2022). The interconnectedness of stock prices, money, and credit across time and frequency from 1970 to 2016. Technological and Economic Development of Economy, 28(5), 1182–1220. https://doi.org/10.3846/tede.2022.16779
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References

Acker, D., & Duck, N. W. (2013). Do investors suffer from money illusion? A direct test of the Modigliani–Cohn Hypothesis. Review of Finance, 17(2), 565–596. https://doi.org/10.1093/rof/rfs005

Adalid, R., & Detken, C. (2007). Liquidity shocks and asset price boom/bust cycles (ECB Working Paper No. 732). https://doi.org/10.2139/ssrn.963147

Adam, K., & Merkel, S. (2019). Stock price cycles and business cycles (ECB Working Paper Series No. 2316). https://doi.org/10.2139/ssrn.3455237

Adrian, T., & Shin, H. (2008). Liquidity, monetary policy, and financial cycles. Current Issues in Economics and Finance, 14(1), 1–7. https://www.newyorkfed.org/medialibrary/media/research/current_issues/ci14-1.pdf

Adrian, T., Estrella, A., & Shin, H. S. (2019). Risk‐taking channel of monetary policy. Financial Management, 48(3), 725–738. https://doi.org/10.1111/fima.12256

Aguiar-Conraria, L., & Soares, M. J. (2014). The Continuous Wavelet transform: moving beyond uni- and bivariate analysis. Journal of Economic Surveys, 28(2), 344–375. https://doi.org/10.1111/joes.12012

Ahmed, R. R., Vveinhardt, J., Štreimikienė, D., & Ghauri, S. P. (2018). Stock returns, volatility and mean reversion in emerging and developed financial markets. Technological and Economic Development of Economy, 24(3), 1149–1177. https://doi.org/10.3846/20294913.2017.1323317

Akinci, O., & Queralto, A. (2019). Exchange rate dynamics and monetary spillovers with imperfect financial markets (International Finance Discussion Paper, 1254). https://doi.org/10.17016/IFDP.2019.1254

Albonico, A., Paccagnini, A., & Tirelli, P. (2019). Limited asset market participation and the Euro area crisis: An empirical DSGE model. Economic Inquiry, 57(3), 1302–1323. https://doi.org/10.1111/ecin.12791

Albu, A.-C., & Albu, L.-L. (2021). Public debt and economic growth in euro area countries. A wavelet approach. Technological and Economic Development of Economy, 27(3), 602–625. https://doi.org/10.3846/tede.2021.14241

Alessi, L., & Detken, C. (2011). Quasi real time early warning indicators for costly asset price boom/bust cycles: A role for global liquidity. European Journal of Political Economy, 27(3), 520–533. https://doi.org/10.1016/j.ejpoleco.2011.01.003

Ali, G., & Zaman, K. (2017). Do house prices influence stock prices? Empirical investigation from the panel of selected European Union countries. Economic Research-Ekonomska Istraživanja, 30(1), 1840–1849. https://doi.org/10.1080/1331677X.2017.1392882

Antonakakis, N., Gupta, R., & Tiwari, A. K. (2017). Has the correlation of inflation and stock prices changed in the United States over the last two centuries? Research in International Business and Finance, 42, 1–8. https://doi.org/10.1016/j.ribaf.2017.04.005

Apergis, N., Bouras, C., Christou, C., & Hassapis, C. (2018). Multi-horizon wealth effects across the G7 economies. Economic Modelling, 72, 165–176. https://doi.org/10.1016/j.econmod.2018.01.013

Ariff, M., Chung, T. F., & Shamsher, M. (2012). Money supply, interest rate, liquidity and share prices: A test of their linkage. Global Finance Journal, 23(3), 202–220. https://doi.org/10.1016/j.gfj.2012.10.005

Bahmani-Oskooee, M., & Ghodsi, S. H. (2018). Asymmetric causality between the US housing market and its stock market: Evidence from state level data. The Journal of Economic Asymmetries, 18, e00095. https://doi.org/10.1016/j.jeca.2018.e00095

Ball, L., Cecchetti, S. G., & Gordon, R. J. (1990). Inflation and uncertainty at short and long horizons. Brookings Papers on Economic Activity, 1990(1), 215–254. https://doi.org/10.2307/2534528

Ball, R. (2009). The global financial crisis and the efficient market hypothesis: What have we learned? Journal of Applied Corporate Finance, 21(4), 8–16. https://doi.org/10.1111/j.1745-6622.2009.00246.x

Bampinas, G., & Panagiotidis, T. (2016). Hedging inflation with individual US stocks: A long-run portfolio analysis. The North American Journal of Economics and Finance, 37, 374–392. https://doi.org/10.1016/j.najef.2016.05.007

Baranowski, P., Doryń, W., Łyziak, T., & Stanisławska, E. (2021). Words and deeds in managing expectations: Empirical evidence from an inflation targeting economy. Economic Modelling, 95, 49–67. https://doi.org/10.1016/j.econmod.2020.12.003

Belke, A., & Beckmann, J. (2015). Monetary policy and stock prices – Cross-country evidence from cointegrated VAR models. Journal of Banking & Finance, 54, 254–265. https://doi.org/10.1016/j.jbankfin.2014.12.004

Belke, A., & Wiedmann, M. (2018). Dissecting long-run and short-run causalities between monetary policy and stock prices. International Economics and Economic Policy, 15(4), 761–786. https://doi.org/10.1007/s10368-018-0413-y

Belongia, M. T., & Ireland, P. N. (2018). Targeting constant money growth at the zero lower bound. International Journal of Central Banking, 14(2), 159–204.

Berg, A., & Pattillo, C. (1999). Predicting currency crises: The indicators approach and an alternative. Journal of International Money and Finance, 18(4), 561–586. https://doi.org/10.1016/S0261-5606(99)00024-8

Berg, T. O. (2012). Did monetary or technology shocks move euro area stock prices? Empirical Economics, 43(2), 693–722. https://doi.org/10.1007/s00181-011-0497-5

Bernanke, B. (2008). Conference call of the Federal Open Market Committee on January 21, 2008. https://www.federalreserve.gov/monetarypolicy/files/FOMC20080121confcall.pdf

Bernanke, B., & Kuttner, K., N. (2005). What explains the stock market’s reaction to federal reserve policy? Journal of Finance, 60(3), 1221–1257. https://doi.org/10.1111/j.1540-6261.2005.00760.x

Bernanke, B. S., Gertler, M., & Gilchrist, S. (1999). The financial accelerator in a quantitative business cycle framework. In J. B. Taylor & M. Woodford (Eds.), Handbook of Macroeconomics, vol. 1(C), (pp. 1341–1393). https://doi.org/10.1016/S1574-0048(99)10034-X

Bertoldi, M., & Orsini, K. (2020). US and euro area growth performances: Are they so different? Journal of Policy Modeling, 42(4), 860–877. https://doi.org/10.1016/j.jpolmod.2020.03.010

Bhattarai, S., Chatterjee, A., & Park, W. Y. (2021). Effects of US quantitative easing on emerging market economies. Journal of Economic Dynamics and Control, 122, 104031. https://doi.org/10.1016/j.jedc.2020.104031

Binswanger, M. (2000). Stock returns and real activity: Is there still a connection? Applied Financial Economics, 10(4), 379–387. https://doi.org/10.1080/09603100050031507

Binswanger, M. (2004). Stock returns and real activity in the G-7 countries: Did the relationship change during the 1980s? The Quarterly Review of Economics and Finance, 44(2), 237–252. https://doi.org/10.1016/j.qref.2003.07.001

Bjørnland, H. C., & Leitemo, K. (2009). Identifying the interdependence between US monetary policy and the stock market, Journal of Monetary Economics, 56(2), 275–282. https://doi.org/10.1016/j.jmoneco.2008.12.001

Bordo, M., & Jeanne, O. (2002). Boom-busts in asset prices, economic instability, and monetary policy (NBER Working Paper 8966). MIT Press. https://doi.org/10.3386/w8966

Bordo, M. D., & Haubrich, J. G. (2010). Credit crises, money and contractions: An historical view. Journal of Monetary Economics, 57(1), 1–18. https://doi.org/10.1016/j.jmoneco.2009.10.015

Borio, C., & Lowe, P. (2002). Asset prices, financial and monetary stability: exploring the Nexus (BIS Working Paper No. 114). https://doi.org/10.2139/ssrn.846305

Brown, W. O., Huang, D., & Wang, F. (2016). Inflation illusion and stock returns. Journal of Empirical Finance, 35, 14–24. https://doi.org/10.1016/j.jempfin.2015.11.001

Brunner, K. (1961). Some major problems in monetary theory. The American Economic Review, 51(2), 47–56. https://www.jstor.org/stable/1914467

Bruzda, J. (2015). Amplitude and phase synchronization of European business cycles: A wavelet approach. Studies in Nonlinear Dynamics & Econometrics, 19(5), 625–655. https://doi.org/10.1515/snde-2014-0081

Bruzda, J. (2017). Real and complex wavelets in asset classification: An application to the US stock market. Finance Research Letters, 21, 115–125. https://doi.org/10.1016/j.frl.2017.02.004

Brzoza-Brzezina, M., Kolasa, M., & Makarski, K. (2015). Macroprudential policy and imbalances in the euro area. Journal of International Money and Finance, 51, 137–154. https://doi.org/10.1016/j.jimonfin.2014.10.004

Burlon, L., Gerali, A., Notarpietro, A., & Pisani, M. (2018). Non-standard monetary policy, asset prices and macroprudential policy in a monetary union. Journal of International Money and Finance, 88, 25–53. https://doi.org/10.1016/j.jimonfin.2018.06.005

Caines, C., & Winkler, F. (2021). Asset price beliefs and optimal monetary policy. Journal of Monetary Economics, 123, 53–67. https://doi.org/10.1016/j.jmoneco.2021.07.006

Camilleri, S. J., Scicluna, N., & Bai, Y. (2019). Do stock markets lead or lag macroeconomic variables? Evidence from select European countries. The North American Journal of Economics and Finance, 48, 170–186. https://doi.org/10.1016/j.najef.2019.01.019

Campell, J., Lo, A., & Mackinlay, C. (1997). The econometrics of financial markets. Princeton University Press. https://doi.org/10.1515/9781400830213

Campos, N. F., & Macchiarelli, C. (2020). The United Kingdom and the stability of the Euro area: From Maastricht to Brexit. The World Economy, 43(7), 1792–1808. https://doi.org/10.1111/twec.12919

Carvalho, D. (2019). Financial integration and the Great Leveraging. International Journal of Finance & Economics, 24(1), 54–79. https://doi.org/10.1002/ijfe.1649

Chahrour, R., & Gaballo, G. (2021). Learning from House Prices: Amplification and Business Fluctuations. The Review of Economic Studies, 88(4), 1720–1759. https://doi.org/10.1093/restud/rdaa079

Chen, G., Chen, L., Liu, Y., & Qu, Y. (2021). Stock price bubbles, leverage and systemic risk. International Review of Economics & Finance, 74, 405–417. https://doi.org/10.1016/j.iref.2021.03.017

Chen, J. L. (Alex), & Hwang, H. (David). (2019). Business cycle, expected return and momentum payoffs. Finance Research Letters, 29, 83–89. https://doi.org/10.1016/j.frl.2019.03.021

Cheung, Y.-W., & Ng, L. K. (1998). International evidence on the stock market and aggregate economic activity. Journal of Empirical Finance, 5(3), 281–296. https://doi.org/10.1016/S0927-5398(97)00025-X

Chiang, T. C. (2019). Economic policy uncertainty, risk and stock returns: Evidence from G7 stock markets. Finance Research Letters, 29, 41–49. https://doi.org/10.1016/j.frl.2019.03.018

Choi, W. G., Kang, T., Kim, G.-Y., & Lee, B. (2017). Global liquidity transmission to emerging market economies, and their policy responses. Journal of International Economics, 109, 153–166. https://doi.org/10.1016/j.jinteco.2017.08.001

Chortareas, G., Karanasos, M., & Noikokyris, E. (2019). Quantitative easing and the UK stock market: Does the Bank of England information dissemination strategy matter? Economic Inquiry, 57(1), 569–583. https://doi.org/10.1111/ecin.12690

Christiano, L. J., & Fitzgerald, T. J. (2003). The band pass filter. International Economic Review, 44(2), 435–465. https://doi.org/10.1111/1468-2354.t01-1-00076

Chung, T., & Ariff, M. (2016). A test of the linkage among money supply, liquidity and share prices in Asia. Japan and the World Economy, 39, 48–61. https://doi.org/10.1016/j.japwor.2016.07.001

Ciżkowicz, P., & Rzońca, A. (2017). Are major central banks blinded by the analytical elegance of their models? Possible costs of unconventional monetary policy measures. The Singapore Economic Review, 62(01), 87–108. https://doi.org/10.1142/S0217590817400045

Congdon, T. (2021). Can central banks run out of ammunition? The role of the money‐equities‐interaction channel in monetary policy. Economic Affairs, 41(1), 21–37. https://doi.org/10.1111/ecaf.12444

Corsi, F., & Sornette, D. (2014). Follow the money: The monetary roots of bubbles and crashes. International Review of Financial Analysis, 32(C), 47–59. https://doi.org/10.1016/j.irfa.2014.01.007

Creel, J., Hubert, P., & Viennot, M. (2016). The effect of ECB monetary policies on interest rates and volumes. Applied Economics, 48(47), 4477–4501. https://doi.org/10.1080/00036846.2016.1158923

D’Amico, S., English, W., Lopez-Salido, D., & Nelson, E. (2012). The federal reserve’s large-scale asset purchase programs: rationale and effects. The Economic Journal, 122(564), F415–F446. https://doi.org/10.1111/j.1468-0297.2012.02550.x

Dash, S. R., Maitra, D., Debata, B., & Mahakud, J. (2021). Economic policy uncertainty and stock market liquidity: Evidence from G7 countries. International Review of Finance, 21(2), 611–626. https://doi.org/10.1111/irfi.12277

Davis, S. J., Liu, D., & Sheng, X. S. (2022). Stock prices and economic activity in the time of Coronavirus. IMF Economic Review, 70, 32–67. https://doi.org/10.1057/s41308-021-00146-4

De Bondt, G. (2011). Equity wealth effects: Fundamental or bubble-driven? Applied Economics Letters, 18(7), 601–605. https://doi.org/10.1080/13504851003761822

De Sousa, A., M., Noriller, R. M., Huppes, C. M., Vaz Lopes, A. C., & Meurer, R. M. (2018). Relation between the macroeconomic variables and the stock return in companies of the finance and insurance sector from Latin American stock market. Globalization, Competitiveness & Governability, 12(3), 20–30.

Dembiermont, C., Drehmann, M., & Muksakunratana, S. (2013). How much does the private sector really borrow? A new database for total credit to the private nonfinancial sector. BIS Quarterly Review, 65–81.

Detken, C., & Smets, F. (2003). Asset price booms and monetary policy. https://doi.org/10.2139/ssrn.533122

Dison, W., & Rattan, A. (2017). An improved model for understanding equity prices. Bank of England Quarterly Bulletin, 57(2), 86–97.

Fama, E. F. (1990). Stock returns, expected returns, and real activity. Journal of Finance, 45(4), 1089–1108. https://doi.org/10.1111/j.1540-6261.1990.tb02428.x

Fatás, A., Kannan, P., Rabanal, P., Scott, A., Asdorian, G., Salazar, A., & Yang, J. (2009). Lessons for monetary policy from asset price fluctuations. In World Economic Outlook (pp. 93–120). International Monetary Fund.

Flannery, M. J., & Protopapadakis, A. A. (2002). Macroeconomic factors do influence aggregate stock returns. The Review of Financial Studies, 15(3), 751–782. https://doi.org/10.1093/rfs/15.3.751

Florackis, C., Kontonikas, A., & Kostakis, A. (2014). Stock market liquidity and macro-liquidity shocks: Evidence from the 2007–2009 financial crisis. Journal of International Money and Finance, 44(C), 97–117. https://doi.org/10.1016/j.jimonfin.2014.02.002

Friedman, M. (1961). The lag in effect of monetary policy. Journal of Political Economy, 69(5), 447–466. http://www.jstor.org/stable/1828534

Friedman, M. (1988). Money and the stock market. Journal of Political Economy, 96(2), 221–245. https://doi.org/10.1086/261534

Georgiadis, G., & Jančoková, M. (2020). Financial globalisation, monetary policy spillovers and macro-modelling: Tales from 1001 shocks. Journal of Economic Dynamics and Control, 121, 104025. https://doi.org/10.1016/j.jedc.2020.104025

Gerdesmeier, D., Reimers, H. E., & Roffia, B. (2010). Asset price misalignments and the role of money and credit. International Finance, 13(3), 377–407. https://doi.org/10.1111/j.1468-2362.2010.01272.x

Goodhart, C., & Hofmann, B. (2008). House prices, money, credit, and the macroeconomy. Oxford Review of Economic Policy, 24(1), 180–205. https://doi.org/10.1093/oxrep/grn009

Goodhart, C., Bartsch, E., & Ashworth, J. (2016). Central banks and credit creation: The transmission channel via the banks matters. Sveriges Riksbank Economic Review, 3, 55–68.

Gordon, M. J. (1962). The investment, financing, and valuation of the corporation. Richard D. Irwin, Inc.

Gouteron, S., & Szpiro, D. (2005). Excès de liquidité monétaire et prix des actifs (Ideas Working Paper Series From RePEc). http://search.proquest.com/docview/1697743349

Grinsted, A. J., Moore, C., & Jevrejeva, S. (2004). Application of the cross wavelet transform and wavelet coherence to geophysical time series. Nonlinear Processes in Geophysics, 11(5–6), 561–566. https://doi.org/10.5194/npg-11-561-2004

Grossman, S. J., & Stiglitz, J. E. (1980). Stockholder unanimity in making production and financial decisions. The Quarterly Journal of Economics, 94(3), 543–566. https://doi.org/10.2307/1884584

Grossmann, A., & Morlet, J. (1984). Decomposition of hardy functions into square integrable wavelets of constant shape. SIAM Journal on Mathematical Analysis, 15(4), 723–736. https://doi.org/10.1137/0515056

Guo, X., Mcaleer, M., Wong, W.-K., & Zhu, L. (2017). A Bayesian approach to excess volatility, short-term underreaction and long-term overreaction during financial crises. The North American Journal of Economics and Finance, 42(C), 346–358. https://doi.org/10.1016/j.najef.2017.08.001

Hamid, K., Suleman, M. T., Ali Shah, S. Z., & Imdad Akash, R. S. (2017). Testing the weak form of efficient market hypothesis: Empirical evidence from Asia-Pacific Markets. SSRN. https://doi.org/10.2139/ssrn.2912908

Hammami, Y., & Zhu, J. (2020). Understanding time-varying short-horizon predictability. Finance Research Letters, 32, 101097. https://doi.org/10.1016/j.frl.2019.01.009

Hashemzadeh, N., & Taylor, P. (1988). Stock prices, money supply, and interest rates: The question of causality. Applied Economics, 20(12), 1603–1611. https://doi.org/10.1080/00036848800000091

Hau, H., & Lai, S. (2016). Asset al.ocation and monetary policy: Evidence from the Eurozone. Journal of Financial Economics, 120(2), 309–329. https://doi.org/10.1016/j.jfineco.2016.01.014

Helbling, T., & Terrones, M. (2003). When bubbles burst (equity price busts, asset price busts). In World Economic Outlook (pp. 61–94). International Monetary Fund.

Helmersson, T., Mingarelli, L., Mosk, B., Pietsch, A., Ravanetti, B., Shakir, T., & Wendelborn, J. (2021). Corporate zombification: Post-pandemic risks in the euro area. Financial Stability Review, 1.

Henseler, K., & Rapp, M. S. (2018). Stock market effects of ECB’s Asset Purchase Programmes: Firm-level evidence. Economics Letters, 169, 7–10. https://doi.org/10.1016/j.econlet.2018.04.028

Hesse, H., Hofmann, B., & Weber, J. M. (2018). The macroeconomic effects of asset purchases revisited. Journal of Macroeconomics, 58, 115–138. https://doi.org/10.1016/j.jmacro.2018.05.010

Hkiri, B., Hammoudeh, S., Aloui, C., & Shahbaz, M. (2018). The interconnections between U.S. financial CDS spreads and control variables: New evidence using partial and multivariate wavelet coherences. International Review of Economics & Finance, 57, 237–257. https://doi.org/10.1016/j.iref.2018.01.011

Hong, Y., & Li, Y. (2020). House price and the stock market prices dynamics: evidence from China using a wavelet approach. Applied Economics Letters, 27(12), 971–976. https://doi.org/10.1080/13504851.2019.1649359

Huck, N., Mavoori, H., & Mesly, O. (2020). The rationality of irrationality in times of financial crises. Economic Modelling, 89, 337–350. https://doi.org/10.1016/j.econmod.2019.10.033

Humpe, A., & Macmillan, P. (2009). Can macroeconomic variables explain long-term stock market movements? A comparison of the US and Japan. Applied Financial Economics, 19(2), 111–119. https://doi.org/10.1080/09603100701748956

Hyde, S., & Bredin, D. (2005). Regime changes in the relationship between stock returns and the macroeconomy. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.686878

Ioan, R. (2015). The influence of stock market investors’ behavior on business cycles. Analele Universităţii Constantin Brâncuşi Din Târgu Jiu: Seria Economie, 1(6), 136–144.

Ito, T., & Mishkin, F. (2004). Two decades of Japanese monetary policy and the deflation problem (NBER Working Paper Series, 10878). https://doi.org/10.3386/w10878

Jaeger, A., & Schuknecht, L. (2007). Boom-bust phases in asset prices and fiscal policy behavior. Emerging Markets Finance and Trade, 43(6), 45–66. https://doi.org/10.2753/REE1540-496X430603

Jansen, D. W., & Zervou, A. (2017). The time varying effect of monetary policy on stock returns. Economics Letters, 160, 54–58. https://doi.org/10.1016/j.econlet.2017.08.022

Jones, J. D., & Uri, N. (1987). Money supply growth, stock returns and the direction of causality. Socio-Economic Planning Sciences, 21(5), 321–325. https://doi.org/10.1016/0038-0121(87)90005-X

Kal, S. H., Arslaner, F., & Arslaner, N. (2015). The dynamic relationship between stock, bond and foreign exchange markets. Economic Systems, 39(4), 592–607. https://doi.org/10.1016/j.ecosys.2015.03.002

Kapoor, S., & Prosad, J. M. (2017). Behavioural finance: A review. Procedia Computer Science, 122, 50–54. https://doi.org/10.1016/j.procs.2017.11.340

Kapopoulos, P., & Siokis, F. (2005). Stock and real estate prices in Greece: Wealth versus “credit-price” effect. Applied Economics Letters, 12(2), 125–128. https://doi.org/10.1080/1350485042000307107

Keynes, J. M. (1936). The general theory of employment, interest and money. Macmillan Cambridge University Press.

King, B. F. (1966). Market and industry factors in stock price behavior. The Journal of Business, 39(1), 139–190. https://doi.org/10.1086/294847

Koeda, J. (2019). Macroeconomic effects of quantitative and qualitative monetary easing measures. Journal of the Japanese and International Economies, 52, 121–141. https://doi.org/10.1016/j.jjie.2018.12.006

Kolasa, M., & Wesołowski, G. (2020). International spillovers of quantitative easing. Journal of International Economics, 126, 103330. https://doi.org/10.1016/j.jinteco.2020.103330

Kontonikas, A., Macdonald, R., & Saggu, A. (2013). Stock market reaction to fed funds rate surprises: State dependence and the financial crisis. Journal of Banking & Finance, 37(11), 4025–4037. https://doi.org/10.1016/j.jbankfin.2013.06.010

Kurihara, Y., & Nezu, E. (2006). Recent stock price relationships between Japanese and US stock markets. Studies in Economics and Finance, 23(3), 211–226. https://doi.org/10.1108/10867370610711057

Kurov, A., & Gu, C. (2016). Monetary policy and stock prices: Does the “Fed Put” work when it is most needed? Journal of Futures Markets, 36(12), 1210–1230. https://doi.org/10.1002/fut.21790

Lasak, P. (2021). The commercial banking sector in Eurozone after the Pandemic: The paths to recovery. European Research Studies Journal, XXIV(1), 1233–1246. https://doi.org/10.35808/ersj/2101

Lastrapes, W. D. (1998). International evidence on equity prices, interest rates and money. Journal of International Money and Finance, 17(3), 377–406. https://doi.org/10.1016/S0261-5606(98)00012-6

Leamer, E. E. (2015). Housing really is the business cycle: What survives the lessons of 2008-09? Journal of Money, Credit and Banking, 47(S1), 43–50. https://doi.org/10.1111/jmcb.12189

Lee, B. S. (1992). Casual relations among stock returns, interest rates, real activity, and inflation. Journal of Finance, 47(4), 1591–1603. https://doi.org/10.1111/j.1540-6261.1992.tb04673.x

Lee, C.-C., Tsong, C.-C., & Lee, C.-F. (2013). Testing for the efficient market hypothesis in stock prices: International evidence from nonlinear heterogeneous panels. Macroeconomic Dynamics, 18(4), 943–958. https://doi.org/10.1017/S1365100512000697

Lee, S. (2020). Money, asset prices, and the liquidity premium. Journal of Money, Credit and Banking, 52(6), 1435–1466. https://doi.org/10.1111/jmcb.12637

Liu, J., & Kool, C. J. M. (2018). Money and credit overhang in the euro area. Economic Modelling, 68, 622–633. https://doi.org/10.1016/j.econmod.2017.05.003

Liu, X., & Sinclair, P. (2008). Does the linkage between stock market performance and economic growth vary across Greater China? Applied Economics Letters, 15(7), 505–508. https://doi.org/10.1080/13504850500426277

Ludwig, A., & Sløk, T. (2004). The relationship between stock prices, house prices and consumption in OECD countries. The B.E. Journal of Macroeconomics, 4(1). https://doi.org/10.2202/1534-5998.1114

Maio, P. (2014). Another look at the stock return response to monetary policy actions. Review of Finance, 18(1), 321–371. https://doi.org/10.1093/rof/rfs050

Malkiel, B. G. (2005). Reflections on the efficient market hypothesis: 30 years later. Financial Review, 40(1), 1–9. https://doi.org/10.1111/j.0732-8516.2005.00090.x

Mallat, S. (2009). A wavelet tour of signal processing (3rd ed.). Academic Press. https://doi.org/10.1016/B978-0-12-374370-1.X0001-8

Marques, L. M., Fuinhas, J. A., & Marques, A. C. (2013). Does the stock market cause economic growth? Portuguese evidence of economic regime change. Economic modelling, 32, 316–324. https://doi.org/10.1016/j.econmod.2013.02.015

Mateev, M., & Marinova, E. (2019). Relation between credit default swap spreads and stock prices: A non-linear perspective. Journal of Economics and Finance, 43(1), 1–26. https://doi.org/10.1007/s12197-017-9423-9

McConnell, M., & Perez-Quiros, G. (2000). Output fluctuations in the United States: What has changed since the early 1980s? American Economic Review, 90(5), 1464–1476. https://doi.org/10.1257/aer.90.5.1464

McLeay, M., Radia, A., & Ryland, T. (2014). Money creation in the modern economy. Bank of England Quarterly Bulletin, Q1. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2416234

Meinusch, A., & Tillmann, P. (2016). The macroeconomic impact of unconventional monetary policy shocks. Journal of Macroeconomics, 47(A), 58–67. https://doi.org/10.1016/j.jmacro.2015.11.002

Meltzer, A. (1995). Monetary, credit and (other) transmission processes: A monetarist perspective. The Journal of Economic Perspectives, 9(4), 49–72. https://doi.org/10.1257/jep.9.4.49

Mi, L., & Hodgson, A. (2018). Real estate’s information and volatility links with stock, bond and money markets. Accounting & Finance, 58(S1), 465–491. https://doi.org/10.1111/acfi.12375

Miao, J., Wang, P., & Xu, Z. (2015). A Bayesian dynamic stochastic general equilibrium model of stock market bubbles and business cycles. Quantitative Economics, 6(3), 599–635. https://doi.org/10.3982/QE505

Michaelis, H., & Watzka, S. (2017). Are there differences in the effectiveness of quantitative easing at the zero-lower-bound in Japan over time? Journal of International Money and Finance, 70, 204–233. https://doi.org/10.1016/j.jimonfin.2016.08.008

Miranda-Agrippino, S., & Rey, H. (2020). US monetary policy and the global financial cycle. The Review of Economic Studies, 87(6), 2754–2776. https://doi.org/10.1093/restud/rdaa019

Modigliani, F., & Cohn, R. A. (1979). Inflation, rational valuation and the market. Financial Analysts Journal, 35(2), 24–44. https://doi.org/10.2469/faj.v35.n2.24

Modigliani, F., & Sutch, R. (1966). Innovations in interest rate policy. The American Economic Review, 56(2), 178. https://www.jstor.org/stable/1821281

Mukherjee, S., & De, S. (2019). When are investors rational? Journal of Behavioral Finance, 20(1), 1–18. https://doi.org/10.1080/15427560.2018.1443936

Nasir, M. A., Duc Huynh, T. L., & Vo, X. V. (2020). Exchange rate pass-through & management of inflation expectations in a small open inflation targeting economy. International Review of Economics & Finance, 69, 178–188. https://doi.org/10.1016/j.iref.2020.04.010

Okimoto, T. (2019). Trend inflation and monetary policy regimes in Japan. Journal of International Money and Finance, 92, 137–152. https://doi.org/10.1016/j.jimonfin.2018.12.008

Osińska, M., Kufel, T., Błażejowski, M., & Kufel, P. (2016). Business cycle synchronization in the EU economies after the recession of 2007–2009. Argumenta Oeconomica, 2(37), 5–30. https://doi.org/10.15611/aoe.2016.2.01

Pan, L., & Mishra, V. (2018). Stock market development and economic growth: Empirical evidence from China. Economic Modelling, 68, 661–673. https://doi.org/10.1016/j.econmod.2017.07.005

Panopoulou, E., Pittis, N., & Kalyvitis, S. (2010). Looking far in the past: Revisiting the growth-returns nexus with non-parametric tests. Empirical Economics, 38(3), 743–766. https://doi.org/10.1007/s00181-009-0288-4

Papadamou, S., Sidiropoulos, M., & Spyromitros, E. (2017). Interest rate dynamic effect on stock returns and central bank transparency: Evidence from emerging markets. Research in International Business and Finance, 39(B), 951–962. https://doi.org/10.1016/j.ribaf.2016.01.020

Park, H. W. (2019). Securitized banking, procyclical bank leverage, and financial instability. Structural Change and Economic Dynamics, 49, 283–300. https://doi.org/10.1016/j.strueco.2018.10.001

Pepper, G. (1994). Money, credit and asset prices. Palgrave Macmillan. https://doi.org/10.1057/9780230375932

Pícha, V. (2017). Effect of money supply on the stock market. Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, 65(2), 465–472. https://doi.org/10.11118/actaun201765020465

Pirovano, M. (2012). Monetary policy and stock prices in small open economies: Empirical evidence for the new EU member states. Economic Systems, 36(3), 372–390. https://doi.org/10.1016/j.ecosys.2012.06.001

Poshakwale, S. S., Chandorkar, P., & Agarwal, V. (2019). Implied volatility and the cross section of stock returns in the UK. Research in International Business and Finance, 48, 271–286. https://doi.org/10.1016/j.ribaf.2019.01.006

Poterba, J. M. (2000). Stock market wealth and consumption. Journal of Economic Perspectives, 14(2), 99–118. https://doi.org/10.1257/jep.14.2.99

Pradhan, R. P., Arvin, M. B., Hall, J. H., & Bahmani, S. (2014). Causal nexus between economic growth, banking sector development, stock market development, and other macroeconomic variables: The case of ASEAN countries. Review of Financial Economics, 23(4), 155–173. https://doi.org/10.1016/j.rfe.2014.07.002

Rajan, R. (2005). Has financial development made the world riskier? (NBER Working Paper Series, 11728). https://doi.org/10.3386/w11728

Ratanapakorn, O., & Sharma, S. C. (2007). Dynamic analysis between the US stock returns and the macroeconomic variables. Applied Financial Economics, 17(5), 369–377. https://doi.org/10.1080/09603100600638944

Reinhart, C. M., & Rogoff, K. S. (2009). The aftermath of financial crises, 99(2), 466–472. https://doi.org/10.1257/aer.99.2.466

Rigobon, R., & Sack, B. (2003). Measuring the reaction of monetary of policy to the stock market. Quarterly Journal of Economics, 118(2), 639–669. https://doi.org/10.1162/003355303321675473

Rogoff, K. (2006, August). Impact of globalization on monetary policy [Conference presentation]. Symposium “The New Economic Geography: Effects and Policy Implications”. Jackson Hole, Wyoming.

Rossi, M., & Gunardi, A. (2018). Efficient market hypothesis and stock market anomalies: Empirical evidence in four European countries. Journal of Applied Business Research (JABR), 34(1), 183–192. https://doi.org/10.19030/jabr.v34i1.10111

Ruano, F. (2013). The impact of the quantitative easing programs on the North American equity market. Universidade De Lisboa Instituto Superior De Economia E Gestão.

Rudzkis, R., & Valkavičienė, R. (2014). Econometric models of the impact of macroeconomic processes on the stock market in the Baltic countries. Technological and Economic Development of Economy, 20(4), 783–800. https://doi.org/10.3846/20294913.2014.949901

Ryczkowski, M. (2019). Money, credit, house prices and quantitative easing – the wavelet perspective from 1970 to 2016. Journal of Business Economics and Management, 20(3), 546–572. https://doi.org/10.3846/jbem.2019.9859

Ryczkowski, M. (2020a). Macroeconomic effects of unconventional balance sheet policies in the United States and The Euro area. Panoeconomicus, 67(5), 627–655. https://doi.org/10.2298/PAN170910023R

Ryczkowski, M. (2020b). Money and credit during normal times and house price booms: Evidence from time-frequency analysis. Empirica, 47(4), 835–861. https://doi.org/10.1007/s10663-019-09457-2

Schularick, M., & Taylor, A. M. (2012). Credit booms gone bust: monetary policy, leverage cycles, and financial crises, 1870–2008. The American Economic Review, 102(2), 1029–1061. https://doi.org/10.1257/aer.102.2.1029

Sellin, P. (2001). Monetary policy and the stock market: Theory and empirical evidence. Journal of Economic Surveys, 15(4), 491–541. https://doi.org/10.1111/1467-6419.00147

Sewell, M. V. (2012). The efficient market hypothesis: Empirical evidence. International Journal of Statistics and Probability, 1(2), 164–178. https://doi.org/10.5539/ijsp.v1n2p164

Shahzad, S. J. H., Hurley, D., & Ferrer, R. (2021). U.S. stock prices and macroeconomic fundamentals: Fresh evidence using the quantile ARDL approach. International Journal of Finance & Economics, 26(3), 3569–3587. https://doi.org/10.1002/ijfe.1976

Shahzad, S. J. H., Nor, S. M., Mensi, W., & Kumar, R. R. (2017). Examining the efficiency and interdependence of US credit and stock markets through MF-DFA and MF-DXA approaches. Physica A: Statistical Mechanics and its Applications, 471, 351–363. https://doi.org/10.1016/j.physa.2016.12.037

Sims, E., Wu, J. C., & Zhang, J. (2021). The four equation new Keynesian model. The Review of Economics and Statistics, 1–45. https://doi.org/10.1162/rest_a_01071

Singh, B., & Nadkarni, A. R. (2020). Role of credit and monetary policy in determining asset prices: Evidence from emerging market economies. The North American Journal of Economics and Finance, 51, 100874. https://doi.org/10.1016/j.najef.2018.11.003

Singh, R. A. (1993). Response of stock prices to money supply announcements: Australian evidence. Accounting & Finance, 33(2), 43–59. https://doi.org/10.1111/j.1467-629X.1993.tb00198.x

Sousa, J., & Machado, J. F. (2006). Identifying asset price booms and busts with quantile regressions (Working Papers w200608). Economics and Research Department, Banco de Portugal.

Stock, J., & Watson, M. (2003). Forecasting output and inflation: The role of asset prices. Journal of Economic Literature, 41(3), 788–829. https://doi.org/10.1257/jel.41.3.788

Taamouti, A. (2015). Stock market’s reaction to money supply: A nonparametric analysis. Studies in Nonlinear Dynamics & Econometrics, 19(5), 669–689. https://doi.org/10.1515/snde-2013-0059

Tang, Y., Xiong, J. J., Luo, Y., & Zhang, Y.-C. (2019). How do the global stock markets influence one another? Evidence from Finance Big Data and Granger Causality Directed Network. International Journal of Electronic Commerce, 23(1), 85–109. https://doi.org/10.1080/10864415.2018.1512283

Thornton, D. L. (2001). The Federal Reserve’s operating procedure, nonborrowed reserves, borrowed reserves and the liquidity effect. Journal of Banking & Finance, 25(9), 1717–1739. https://doi.org/10.1016/S0378-4266(00)00146-1

Tirole, J. (1982). On the possibility of speculation under rational expectations. Econometrica, 50(5), 1163–1181. https://doi.org/10.2307/1911868

Tiwari, A. K., Albulescu, C. T., & Gupta, R. (2016). Time–frequency relationship between US output with commodity and asset prices. Applied Economics, 48(3), 227–242. https://doi.org/10.1080/00036846.2015.1076154

Torrence, C., & Compo, G. P. (1998). A practical guide to wavelet analysis. Bulletin of the American Meteorological Society, 79(1), 61–78. 2.0.CO;2> https://doi.org/10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2

Tucker, P. (2008). Money and credit: Banking and the macroeconomy. Bank of England Quarterly Bulletin, Q1, 48(1), 96–106.

Urasawa, S. (2018). Structural change and business cycles in Japan: Revisiting the stylized facts. Journal of Business Cycle Research, 14(2), 243–281. https://doi.org/10.1007/s41549-018-00035-2

Valcarcel, V. J. (2012). The dynamic adjustments of stock prices to inflation disturbances. Journal of Economics and Business, 64(2), 117–144. https://doi.org/10.1016/j.jeconbus.2011.11.002

Vicente, J., & Araujo, G. (2018). What does the tail of the distribution of current stock prices tell us about future economic activity? Journal of Forecasting, 37(4), 506–516. https://doi.org/10.1002/for.2516

Weale, M., & Wieladek, T. (2016). What are the macroeconomic effects of asset purchases? Journal of Monetary Economics, 79, 81–93. https://doi.org/10.1016/j.jmoneco.2016.03.010

Wei, C. (2010). Inflation and stock prices: No illusion. Journal of Money, Credit and Banking, 42(2–3), 325–345. https://doi.org/10.1111/j.1538-4616.2009.00289.x

Wen, Y.-C., & Li, B. (2020). Lagged country returns and international stock return predictability during business cycle recession periods. Applied Economics, 52(46), 5005–5019. https://doi.org/10.1080/00036846.2020.1752899

Whitcher, B., Guttorp, P., & Percival, D. B. (2000). Wavelet analysis of covariance with application to atmospheric time series. Journal of Geophysical Research: Atmospheres, 105(D11), 14941–14962. https://doi.org/10.1029/2000JD900110

Winkler, F. (2020). The role of learning for asset prices and business cycles. Journal of Monetary Economics, 114, 42–58. https://doi.org/10.1016/j.jmoneco.2019.03.002

Wu, W. N. (2018). The credit channel at the zero lower bound through the lens of equity prices. Journal of Money, Credit and Banking, 50(2–3), 435–448. https://doi.org/10.1111/jmcb.12466