This study examined the impact of financial fragility on housing bubbles in selected ASEAN countries using the panel autoregressive distributed lag (PARDL) model and Granger causality based on quarterly data from 2010 to 2024. The findings revealed that financial system fragility influences the development of the housing bubble ratio through interest rate stimulus, stock market volatility, and bond market fluctuations. Moreover, the performance of the monetary sector has a significant positive effect on the housing bubble ratio in the short term. The causality test indicates that Singapore's housing bubble ratio significantly affects Indonesia's housing bubble ratio. Additionally, Indonesia's housing bubble increases Thailand's housing bubble ratio. Surprisingly, Thailand's housing bubble also spread to three ASEAN-5 countries, including Singapore, Malaysia, and the Philippines.
Citation: Suryati, Jaka Sriyana, Akhsyim Afandi, Abdul Hakim. Does financial fragility drive the housing bubble? Evidence from selected ASEAN countries[J]. Quantitative Finance and Economics, 2026, 10(4): 649-664. doi: 10.3934/QFE.2026025
This study examined the impact of financial fragility on housing bubbles in selected ASEAN countries using the panel autoregressive distributed lag (PARDL) model and Granger causality based on quarterly data from 2010 to 2024. The findings revealed that financial system fragility influences the development of the housing bubble ratio through interest rate stimulus, stock market volatility, and bond market fluctuations. Moreover, the performance of the monetary sector has a significant positive effect on the housing bubble ratio in the short term. The causality test indicates that Singapore's housing bubble ratio significantly affects Indonesia's housing bubble ratio. Additionally, Indonesia's housing bubble increases Thailand's housing bubble ratio. Surprisingly, Thailand's housing bubble also spread to three ASEAN-5 countries, including Singapore, Malaysia, and the Philippines.
| [1] |
Abreu D, Brunnermeier MK (2002) Synchronization risk and delayed arbitrage. J Financ Econ 66: 341–360. https://doi.org/10.1016/s0304-405x(02)00227-1 doi: 10.1016/s0304-405x(02)00227-1
|
| [2] |
Asian Development Bank (ADB) (2021) Asian economic integration report 2021 |
| [3] |
Ahmed R, Jawaid ST, Khalil S (2021) Bubble detection in housing market: Evidence from a developing country. SAGE Open 11: 1–11. https://doi.org/10.1177/21582440211006690 doi: 10.1177/21582440211006690
|
| [4] |
Alqaralleh H, Canepa A, Salah Uddin G (2023) Dynamic relations between housing markets, stock markets, and uncertainty in global cities: A time-frequency approach. N Am J Econ Financ 68: 101950. https://doi.org/10.1016/j.najef.2023.101950 doi: 10.1016/j.najef.2023.101950
|
| [5] |
Asal M (2019) Is there a bubble in the Swedish housing market? J Eur Real Estate Re 12: 32–61. https://doi.org/10.1108/JERER-03-2018-0013 doi: 10.1108/JERER-03-2018-0013
|
| [6] |
Azlan M I, Lee Y (2022) Determinants of housing prices. AJRESS 3: 91–106. https://doi.org/10.55057/ajress.2022.3.4.9 doi: 10.55057/ajress.2022.3.4.9
|
| [7] |
Bago JL, Akakpo K, Rherrad I, et al. (2021) Volatility spillover and international contagion of housing bubbles. J Risk Financ Manag 14: 1–14. https://doi.org/10.3390/jrfm14070287 doi: 10.3390/jrfm14070287
|
| [8] |
Barlevy G (2007) Economic theory and asset bubbles. Econ perspect 3: 44–59. https://ssrn.com/abstract = 1012865 |
| [9] |
Bernanke B, Gertler M (1990) Financial fragility and economic performance. Q J Econ 105: 87–114. https://doi.org/10.2307/2937820 doi: 10.2307/2937820
|
| [10] |
Bianco T, Oet MV, Ong SJ (2013) The Cleveland financial stress index. SSRN 4: 1–5. https://doi.org/10.2139/ssrn.2244555 doi: 10.2139/ssrn.2244555
|
| [11] |
Blanchard OJ, Watson MW (1982) Bubbles, rational expectations and financial markets. In NBER Working Paper Serie: 899. https://doi.org/10.3386/w0945 |
| [12] |
Brunnermeier MK, Oehmke M (2012) Bubbles, financial crises, and systemic risk. In NBER Working Paper Series 38: 152–158. https://doi.org/10.1080/01932691.2016.1147360 |
| [13] |
Chinloy P, Jiang C (2022) Spreads and volatility in house returns. J Risk Financ Manag 15: 1–16. https://doi.org/10.3390/jrfm15080369 doi: 10.3390/jrfm15080369
|
| [14] |
Duwith EM, Aloo S (2023) Market performance and returns comparison in Asia. RAMP 1: 1–8. https://doi.org/10.58784/ramp.74 doi: 10.58784/ramp.74
|
| [15] |
Fama EF (1970) American finance association efficient capital markets : A review of theory and empirical work. Papers and Proceedings of the Twenty-Eighth Annual Meeting of the American Finance Association New York 25: 383–417. https://doi.org/https://doi.org/10.2307/2325486 doi: 10.2307/2325486
|
| [16] |
Froot KA, Obstfeld M (1991) Intrinsic bubbles : The case of stock prices. Am Econ Rev 81: 1189–1214. https://www.jstor.org/stable/2006913 |
| [17] |
Gamber E, Seliski J (2019) The effect of government debt on short-term real interest rates: Comment on Findlay. In Congressional Budget Office: 37. https://doi.org/10.2307/3867233 |
| [18] |
Glindro ET, Delloro V (2010) Examining asset price bubbles in the Philippines. BSP Working Paper Series of National Convention on Statistics (NCS). Available from: https://www.bsp.gov.ph/Sites/researchsite/Publications/BSP-Working-PaperSeries/WPS201002.pdf |
| [19] |
Granger CWJ (1969) Investigating causal relations by econometric models and cross-spectral methods. Econometrica 37: 424–438. https://doi.org/10.2307/1912791 doi: 10.2307/1912791
|
| [20] |
Greenwald B, Stiglitz J (1997) New and old Keynesians. A Macroeconomics Reader 7: 23–44. https://doi.org/10.4324/9780203443965.ch22 doi: 10.4324/9780203443965.ch22
|
| [21] |
Hamid N, Razali MN, Azmi FA, et al. (2022) Prospecting housing bubbles in Malaysia. Real Estate Manag Valuat 30: 74–88. https://doi.org/10.2478/remav-2022-0030 doi: 10.2478/remav-2022-0030
|
| [22] |
Hamilton JD (1996) Stock market volatility and the business cycle. J Appl Econ 11: 573–593. https://doi.org/10.1002/(SICI)1099-1255(199609)11:5<573::AID-JAE413>3.0.CO;2-T doi: 10.1002/(SICI)1099-1255(199609)11:5<573::AID-JAE413>3.0.CO;2-T
|
| [23] |
Hinch M, McCord M, McGreal S (2019) LIBOR and interest rate spread: Sensitivities of the Australian housing market. Pac Rim Prop Res J 25: 73–99. https://doi.org/10.1080/14445921.2019.1610594 doi: 10.1080/14445921.2019.1610594
|
| [24] |
Hollo D, Kremer M, Lo Duca M (2012) CISS-A composite indicator of systemic stress in the financial system. In Working Paper Series: 1426. https://doi.org/10.2139/ssrn.1611717 |
| [25] |
Illing M, Liu Y (2006) Measuring financial stress in a developed country: An application to Canada. J Financ Stabil 2: 243–265. https://doi.org/10.1016/j.jfs.2006.06.002 doi: 10.1016/j.jfs.2006.06.002
|
| [26] |
Jarrow RA (2015) Asset price bubbles. Annu Rev Financ Econ 7: 201–218. https://doi.org/10.1146/annurev-financial-030215-035912 doi: 10.1146/annurev-financial-030215-035912
|
| [27] |
Kader SA, Zayed NM, Uddin MS, et al. (2022) Factors affecting demand and supply in the housing market : A study on three major cities in Turkey. Computation 10: 1–11. https://doi.org/10.3390/computation10110196 doi: 10.3390/computation10110196
|
| [28] |
Keen S (2013) A bubble so big we can't even see it. Real-World Econ Rev 64: 3-10. https://www.paecon.net/PAEReview/issue64/Keen64.pdf |
| [29] |
Kok SH, Ismail NW, Lee C (2018) The sources of house price changes in Malaysia. Int J Hous Mark Anal 11: 335–355. https://doi.org/10.1108/IJHMA-04-2017-0039 doi: 10.1108/IJHMA-04-2017-0039
|
| [30] |
Kubicová I, Komárek L (2011) The classification and identification of asset price bubbles. Finance Uver-Czech J Econ. Finance 61: 34–48. |
| [31] |
Laurent SB, Brittany W, Version P (2020) Bernanke and Kindleberger on financial crises, 1978–2002. Oxf Econ Pap 76: 314–329. https://doi.org/10.1093/oep/gpad010 doi: 10.1093/oep/gpad010
|
| [32] |
Lee C, Park J (2022) The time-varying effect of interest rates on housing prices. Land 11: 1–16. https://doi.org/10.3390/land11122296 doi: 10.3390/land11122296
|
| [33] |
Leombroni M, Piazzesi M, Schneider M, et al. (2020) Inflation and the price of real assets (NBER Working Paper 26740). Available from: http://www.nber.org/papers/w26740 |
| [34] |
Liow KH (2006) Dynamic relationship between stock and property markets. Appl Financ Econ 16: 371–376. https://doi.org/10.1080/09603100500390885 doi: 10.1080/09603100500390885
|
| [35] |
Liu HH, Chen SH (2016) Nonlinear relationships and volatility spillovers among house prices, interest rates and stock market prices. Int J Strateg Prop M 20: 371–383. https://doi.org/10.3846/1648715X.2016.1191557 doi: 10.3846/1648715X.2016.1191557
|
| [36] |
Martínez-García E, Grossman V (2020) Explosive dynamics in house prices? An exploration of financial market spillovers in housing markets around the world. In Globalization Institute Working Paper: 342. https://doi.org/10.1016/j.jimonfin.2019.102103 |
| [37] |
Mauldin J (2013) Bubbles, bubbles everywhere. Available from: https://obj.portfolioconstructionforum.edu.au/articles_perspectives/Bubbles-bubbles-everywhere.pdf |
| [38] |
Minsky HP (1982) The financial-instability hypothesis: Capitalist processes and the behavior of the economy. In Hyman P Minsky Archive 282: 13–47. https://digitalcommons.bard.edu/hm_archive/282 |
| [39] |
Mokoginta IS, Asfari DD (2016) Fiscal stress index as an early warning system for fiscal crisis in Indonesia. Available from: https://journal.unpar.ac.id/index.php/Sosial/article/view/1669 |
| [40] |
Park D, Ryu D (2021). A machine learning-based early warning system for the housing and stock markets. IEEE Access 9: 85566–85572. https://doi.org/10.1109/ACCESS.2021.3077962 doi: 10.1109/ACCESS.2021.3077962
|
| [41] |
Pedrosa I, Lang D (2021) To what extent does aggregate leverage determine financial fragility? New insights from an agent-based stock-flow consistent model. J Evol Econ 31: 1221–1275. https://doi.org/10.1007/s00191-021-00745-4 doi: 10.1007/s00191-021-00745-4
|
| [42] |
Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16: 289–326. https://doi.org/10.1002/jae.616 doi: 10.1002/jae.616
|
| [43] |
Pesola J (2011) Financial macroeconomic shocks and banks' loan losses: evidence from Europe. In Bank of Finland Research Discussion Papers: 15. https://doi.org/10.2139/ssrn.1018637 |
| [44] |
Piazzesi BM, Schneider M (2010) Interest rate risk in credit markets. Papers and Proceedings of The One Hundred Twenty Second Annual Meeting of The American Economic Association 100: 579–584. Available from: https://www.jstor.org/stable/27805062 |
| [45] |
Priyono AF, Bustaman A (2020) Construction of the Indonesian financial system stability index. QE Journal 6: 32–47. https://doi.org/10.24114/qej.v6i1.17535 doi: 10.24114/qej.v6i1.17535
|
| [46] |
Reilly FK, Wright DJ, Gentry JA (2010) An analysis of credit risk spreads for high yield bonds. Rev Quant Finance Account 35: 179–205. https://doi.org/10.1007/s11156-009-0162-7 doi: 10.1007/s11156-009-0162-7
|
| [47] |
Sherman HJ, Meeropol MA, Sherman, PD (2018) Housing bubble and financial crisis. Principles of Macroeconomics 46: 170–180. https://doi.org/10.4324/9781351232111-14 doi: 10.4324/9781351232111-14
|
| [48] |
Shojaie A, Fox EB (2022) Granger causality : A review and recent advances. Annu Rev Stat Appl 9: 289–319. https://doi.org/10.1146/annurev-statistics-040120-010930 doi: 10.1146/annurev-statistics-040120-010930
|
| [49] |
Tay DJ, Chou CI, Li SP, et al. (2016) Bubbles are departures from equilibrium housing markets: Evidence from Singapore and Taiwan. PLoS ONE 11: 1–13. https://doi.org/10.1371/journal.pone.0166004 doi: 10.1371/journal.pone.0166004
|
| [50] |
Tikkanen J (2018) Stocks and residential real estate as investment options in Finland. Available from: https://www.theseus.fi/handle/10024/147917 |
| [51] |
United Nations (UN), Department of Economic and Social Affairs (2018) World urbanization prospects: The 2018 revision (ST/ESA/SER.A/420). Available from: https://population.un.org/wup/assets/WUP2018-Report.pdf |
| [52] |
Vercelli A (2011) A Perspective on Minsky moments: The core of the financial instability hypothesis in light of the subprime crisis. In The Levy Economics Institute Working Paper: 579. https://doi.org/10.2139/ssrn.1486128 |
| [53] |
Yang Z, Fan Y, Zhao L (2018) A reexamination of housing price and household consumption in China: The dual role of housing consumption and housing investment. J Real Estate Finance Econ 56: 472–499. https://doi.org/10.1007/s11146-017-9648-6 doi: 10.1007/s11146-017-9648-6
|
| [54] |
Yoshino N, Taghizadeh HF (2015) Japan's lost decade: Lessons for other economies. SSRN: 521. https://doi.org/10.2139/ssrn.2593714 doi: 10.2139/ssrn.2593714
|
| [55] |
Yulianti, Della S, Mokoginta IJ, et al. (2024) ASEAN-5 market performance during the global crisis Stevia. RAMP 2: 29–37. https://doi.org/10.58784/ramp.98 doi: 10.58784/ramp.98
|
Housing bubble effects among the ASEAN-5 countries