Share:


Money, credit, house prices and quantitative easing – the wavelet perspective from 1970 to 2016

    Maciej Ryczkowski   Affiliation

Abstract

This paper investigates the relationship between money/credit growth and house price inflation for a sample of twelve developed countries. The novel application of the continuous wavelet transform showed significant but time-varying linkages between these two variables. During quantitative easing in the United States and the United Kingdom, growth of respectively broad money and bank credit was leading house price inflation for the 2-8 years cycle. In contrast to this, the Bank of Japan and the European Central Bank either did not assign a separate role to house prices in their reaction functions or the two central banks were not capable to significantly increase house prices by extending money/credit during the business cycle. The significant co-movements of financial variables and house prices around booming episodes warn us that a new asset price boom might appear within the length of a business cycle as a consequence of overly expansionary monetary policy. In the euro area, the significant, long run, and close to a one-for-one link between growth of M3 and house price inflation is an argument for the monetary pillar of the European Central Bank. The present study contributes significantly to the literature by introducing a novel application of a continuous wavelet transform to study the housing prices in relation to money, credit and quantitative easing. The article uses a long-term dataset covering a period of almost half a century to analyse their varying relationship in the short-run to the long-run and from the historical perspective.

Keyword : money and house prices, credit and house prices, wavelets, historical co-movements, quantitative easing, asset price booms

How to Cite
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
Published in Issue
May 2, 2019
Abstract Views
2426
PDF Downloads
1389
Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

References

Adalid, R., & Detken, C. (2007). Liquidity shocks and asset price boom/bust cycles (ECB Working Paper No. 732). Retrieved from http://conference.iza.org/conference_files/pada2009/detken_c5129.pdf

Aguiar-Conraria, L., & Soares, M. J. (2013). 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

Ahmad, A. H., & Brown, S. (2016). Re-examining the ECB’s two-pillar monetary policy strategy: are there any deviations during and the pre-financial crisis periods?. Empirica, 44(3), 585-607. https://doi.org/10.1007/s10663-016-9339-1

Anundsen, A. K., & Jansen, E. S. (2013). Self-reinforcing effects between housing prices and credit. Journal of Housing Economics, 22(3), 192-212. https://doi.org/10.1016/j.jhe.2013.07.001

Aoki, K., Proudman, J., & Vlieghe, G. (2004). House prices, consumption, and monetary policy: a financial accelerator approach. Journal of Financial Intermediation, 13(4), 414-435. https://doi.org/10.1016/j.jfi.2004.06.003

Baharumshah, A., & Soon, S. (2015). Demand for broad money in Singapore: does wealth matter?. Journal of Economics & Finance, 39(3), 557-573. https://doi.org/10.1007/s12197-013-9267-x

Barthélemy, J., Clerc, L., & Marx, M. (2011). A two-pillar DSGE monetary policy model for the euro area. Economic Modelling, 28(3), 1303-1316. https://doi.org/10.1016/j.econmod.2011.01.010

Beckworth, D. (2017). The monetary policy origins of the eurozone crisis. International Finance, 20(2), 114-134. https://doi.org/10.1111/infi.12110

Belke, A., Orth, W., & Setzer, R. (2008). Sowing the seeds for the subprime crisis: does global liquidity matter for housing and other asset prices?. International Economics & Economic Policy, 5(4), 403-424. https://doi.org/10.1007/s10368-008-0123-y

Berentsen, A., Kraenzlin, S., & Müller, B. (2018). Exit strategies for monetary policy. Journal of Monetary Economics, 99, 20-40. https://doi.org/10.1016/j.jmoneco.2018.05.002

Bernanke, B. (2005). The global saving glut and the US current account deficit (No. 77). Board of Governors of the Federal Reserve System (US). Retrieved from https://www.federalreserve.gov/boarddocs/speeches/2005/200503 102/

Bernanke, B. S., Gertler, M., & Gilchrist, S. (1999). Chapter 21 The financial accelerator in a quantitative business cycle framework. In Handbook of Macroeconomics (pp. 1341-1393). Elsevier. https://doi.org/10.1016/s1574-0048(99)10034-x

Bjørnland, H. C., & Jacobsen, D. H. (2010). The role of house prices in the monetary policy transmission mechanism in small open economies. Journal of Financial Stability, 6(4), 218-229. https://doi.org/10.1016/j.jfs.2010.02.001

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. (2004). Securing sustainable price stability: should credit come back from the wilderness? (BIS Working Paper No. 157). Retrieved from https://www.bis.org/publ/work157.htm

Bruzda, J. (2013). Wavelet analysis in economics applications, Toruń: Nicolaus Copernicus University Press.

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

Campbell, J. Y., & Cocco, J. F. (2007). How do house prices affect consumption? Evidence from micro data. Journal of Monetary Economics, 54(3), 591-621. https://doi.org/10.1016/j.jmoneco.2005.10.016

Canova, F., & Menz, T. (2010). Japan’s lost decade: does money have a role?. Journal of the Japanese & International Economies, 24(2), 178-195. https://doi.org/10.1016/j.jjie.2009.12.001

Cesa-Bianchi, A., Cespedes, L. F., & Rebucci, A. (2015). Global liquidity, house prices, and the macroeconomy: evidence from advanced and emerging economies. Journal of Money, Credit and Banking, 47(S1), 301-335. https://doi.org/10.1111/jmcb.12204

Chen, M.-C., Chang, C.-O., Yang, C.-Y., & Hsieh, B.-M. (2012). Investment demand and housing prices in an emerging economy. Journal of Real Estate Research, 34(3), 345-373.

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

De Grauwe, P., & Ji, Y. (2014). The fragility of two monetary regimes: the European Monetary System and the Eurozone. International Journal of Finance & Economics, 20(1), 1-15. https://doi.org/10.1002/ijfe.1500

Del Negro, M., & Otrok, C. (2007). 99 Luftballons: Monetary policy and the house price boom across U.S. states. Journal of Monetary Economics, 54(7), 1962-1985. https://doi.org/10.1016/j.jmoneco.2006.11.003

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, March, 65-81. Retrieved from https://www.bis.org/publ/qtrpdf/r_qt1303h.htm

Duca, J. V., Muellbauer, J., & Murphy, A. (2011). House prices and credit constraints: making sense of the US experience. The Economic Journal, 121(552), 533-551. https://doi.org/10.1111/j.1468-0297.2011.02424.x

Dursun-de Neef, H. Ö. (2018). The transmission of bank liquidity shocks: evidence from house prices. Review of Finance. rfy001. https://doi.org/10.1093/rof/rfy001

Engle, R. (2002). Dynamic conditional correlation. Journal of Business & Economic Statistics, 20(3), 339-350. https://doi.org/10.1198/073500102288618487

Ernst, E., & Saliba, F. (2018). Are house prices responsible for unemployment persistence? Open Economies Review, 29(4), 795-833. https://doi.org/10.1007/s11079-018-9494-z

European Central Bank. (2010). Enhancing monetary analysis, Frankfurt: European Central Bank.

Fairchild, J., Ma, J., & Wu, S. (2015). Understanding housing market volatility. Journal of Money, Credit and Banking, 47(7), 1309-1337. https://doi.org/10.1111/jmcb.12246

Fan, Y., & Gençay, R. (2010). Unit root tests with wavelets. Econometric Theory, 26(05), 1305-1331. https://doi.org/10.1017/s0266466609990594

Ferrero, A. (2015). House price booms, current account deficits, and low interest rates. Journal of Money, Credit and Banking, 47(S1), 261-293. https://doi.org/10.1111/jmcb.12202

Finocchiaro, D., & Von Heideken, V. Q. (2013). Do central banks react to house prices?. Journal of Money, Credit and Banking, 45(8), 1659-1683. https://doi.org/10.1111/jmcb.12065

Flor, M. A., & Klarl, T. (2017). On the cyclicity of regional house prices: new evidence for U.S. metropolitan statistical areas. Journal of Economic Dynamics & Control, 77, 134-156. https://doi.org/10.1016/j.jedc.2017.02.001

Gerdesmeier, D., Reimers, H., & 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

Gete, P. (2015). Discussion of Sá and Wieladek. Journal of Money, Credit and Banking, 47(S1), 257-260. https://doi.org/10.1111/jmcb.12201

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

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, 561-566. https://doi.org/10.5194/npg-11-561-2004

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

Gu, C., Mattesini, F., & Wright, R. (2016). Money and credit redux. Econometrica, 84(1), 1-32. https://doi.org/10.3982/ecta12798

Gunn, C. M. (2018). Overaccumulation, interest, and prices. Journal of Money, Credit and Banking, 50(2-3), 479-511. https://doi.org/10.1111/jmcb.12468

Gupta, R., Jurgilas, M., & Kabundi, A. (2010). The effect of monetary policy on real house price growth in South Africa: a factor-augmented vector autoregression (FAVAR) approach. Economic Modelling, 27(1), 315-323. https://doi.org/10.1016/j.econmod.2009.09.011

Hedlund, A. (2018). Credit constraints, house prices, and the impact of life cycle dynamics. Economics Letters, 171, 202-207. https://doi.org/10.1016/j.econlet.2018.07.028

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

Honda, Y. (2014). The effectiveness of nontraditional monetary policy: the case of Japan. Japanese Economic Review, 65(1), 1-23. https://doi.org/10.1111/jere.12036

Jin, Y., & Zeng, Z. (2004). Residential investment and house prices in a multi-sector monetary business cycle model. Journal of Housing Economics, 13(4), 268-286. https://doi.org/10.1016/j.jhe.2004.08.001

Jordà, Ò., Schularick, M., & Taylor, A. M. (2015). Sovereigns versus banks: credit, crises, and consequences. Journal of the European Economic Association, 14(1), 45-79. https://doi.org/10.1111/jeea.12144

Joyce, M. A. S., & Tong, M. (2012). QE and the gilt market: a disaggregated analysis. The Economic Journal, 122(564), F348-F384. https://doi.org/10.1111/j.1468-0297.2012.02552.x

Kapounek, S., & Kučerová, Z. (2018). Historical decoupling in the EU: evidence from time-frequency analysis. International Review of Economics & Finance, 60, 265-280. https://doi.org/10.1016/j.iref.2018.10.018

Kelly, R., McCann, F., & O’Toole, C. (2018). Credit conditions, macroprudential policy and house prices. Journal of Housing Economics, 41, 153-167. https://doi.org/10.1016/j.jhe.2018.05.005

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

Lyonnet, V., & Werner, R. (2012). Lessons from the Bank of England on ‘quantitative easing’ and other ‘unconventional’ monetary policies. International Review of Financial Analysis, 25, 94-105. https://doi.org/10.1016/j.irfa.2012.08.001

Mallat, S. (1999). A wavelet tour of signal processing. London: Academic Press.

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

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

Muellbauer, J. (2007). Housing, credit and consumer expenditure. Paper presented at the 2007 Jackson Hole Symposium of the Federal Reserve Bank of Kansas, 31 August – 1 September 2007. Retrieved from https://www.kansascityfed.org/publicat/sympos/2007/pdf/muellbauer_0415.pdf

Muellbauer, J. (2015). Housing and the macroeconomy: inflation and the financial accelerator. Journal of Money, Credit and Banking, 47(S1), 51–58. https://doi.org/10.1111/jmcb.12190

Osińska, M., Kufel, T., Błażejowski, M., & Kufel, P. (2018). Modeling mechanism of economic growth using threshold autoregression models. Empirical Economics, 1-50. https://doi.org/10.1007/s00181-018-1560-2

Pintér, G. (2018). House prices and job losses. The Economic Journal, 129(618), 991-1013. https://doi.org/10.1111/ecoj.12613

Prieto, E., Eickmeier, S., & Marcellino, M. (2016). Time variation in macro-financial linkages. Journal of Applied Econometrics, 31(7), 1215-1233. https://doi.org/10.1002/jae.2499

Ramcharan, R., & Crowe, C. (2013). The impact of house prices on consumer credit: evidence from an internet bank. Journal of Money, Credit and Banking, 45(6), 1085-1115. https://doi.org/10.1111/jmcb.12045

Robstad, Ø. (2017). House prices, credit and the effect of monetary policy in Norway: evidence from structural VAR models. Empirical Economics, 54(2), 461-483. https://doi.org/10.1007/s00181-016-1222-1

Sá, F., & Wieladek, T. (2015). Capital inflows and the U.S. housing boom. Journal of Money, Credit and Banking, 47(S1), 221-256. https://doi.org/10.1111/jmcb.12200

Setzer, R., van den Noord, P., & Wolff, G. B. (2011). Heterogeneity in money holdings across euro area countries: the role of housing. European Journal of Political Economy, 27(4), 764-780. https://doi.org/10.1016/j.ejpoleco.2011.04.003

Sheiner, L. (1995). Housing prices and the savings of renters. Journal of Urban Economics, 38(1), 94-125. https://doi.org/10.1006/juec.1995.1024

Simionescu, M., Balcerzak, A. P., Bilan, Y., & Kotásková, A. (2018). The impact of money on output in Czech Republic and Romania. Journal of Business Economics and Management, 19(1), 20-41. https://doi.org/10.3846/Jbem.2018.1480

Su, C.-W., Yao, Z.-L., & Chang, H.-L. (2016). The relationship between output and asset prices: a time – and frequency – varying approach. Theoretical & Applied Economics, 23(1), 57-76.

Su, C.-W., Wang, X.-Q., Tao, R., & Chang, H.-L. (2019). Does money supply drive housing prices in China?. International Review of Economics and Finance, 60, 85-94. https://doi.org/10.1016/j.iref.2018.12.013

Taylor, J. B. (2009). The need to return to a monetary framework. Business Economics, 44(2), 63-72. https://doi.org/10.1057/be.2009.1

Thornton, D. L. (2010). The downside of quantitative easing. Economic Synopses, 2010(34). https://doi.org/10.20955/es.2010.34

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. https://doi.org/10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2

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

White, M. (2015). Cyclical and structural change in the UK housing market. Journal of European Real Estate Research, 8(1), 85-103. https://doi.org/10.1108/jerer-02-2014-0011

Willen, P. (2015). Discussion of Arslan, Guler, and Taskin. Journal of Money, Credit and Banking, 47(S1), 171-174. https://doi.org/10.1111/jmcb.12197

Zhang, C. (2013). Money, housing, and inflation in China. Journal of Policy Modeling, 35(1), 75-87. https://doi.org/10.1016/j.jpolmod.2012.04.006