Lagged Effect Of Macroeconomic Variables On Stock Returns: A Case Of Firm Size

Authors

  • Faisal Khan City University College of Ajman, UAE
  • Sharif Ullah Jan FATA University, FR Kohat, Pakistan
  • Hashim Khan COMSATS University Islamabad, Pakistan

DOI:

https://doi.org/10.31384/jisrmsse/2021.19.1.1

Keywords:

Lagged Effect, Macroeconomic Variables, Firm Size, UAE Markets

Abstract

The evidence of lagged effect regarding firm size between macroeconomic factors and stock returns is found with GARCH model for the UAE firms. More precisely, the exchange rate significantly affected stock returns irrespective of size group and lag level. However, a positive effect is observed at lag four and a negative impact on lag five and two for small and large firms. For the majority of the firms in small size, the risk-free rate showed a negative lagged effect on stock returns; however, for the majority of the firms in large size, it showed a positive lagged effect on stock returns. Inflation also showed a significant effect on stock returns on each lag level except for large firms where at lag fiveit is insignificant. Moreover, as the lags increase from 1- 4 and size from small to large, the negative effect of inflation converts to a positive effect on stock returns. The lag effect of real activity showed both positive and
negative impacts on small firms’ relatively larger stock returns than big firms. Money supply showed a significant positive impact on stock returns of all firms irrespective of the size group; however, this relationship is even more prominent at lag five. Finally, the oil prices showed a positive effect on stock returns (large size) which further maximizes at lag two; whereas, a negative maximization takes place at lag three. Hence, investors can make informed and effective decisions, and UAE policymakers developed effective measures to control and promote macroeconomic growth and stability.

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References

Abdulkarim, F. M., Akinlaso, M. I., Hamid, B. A., & Ali, H. S. (2020). The nexus between oil price and Islamic stock markets in Africa: A wavelet and Multivariate-GARCH approach. Borsa Istanbul Review, 20(2), 108-120. https://doi.org/10.1016/j.bir.2019.11.001 DOI: https://doi.org/10.1016/j.bir.2019.11.001

Abdullah, F., Shah, A. and Khan, S. U. (2012). Firm Performance and The Nature Of Agency Problems In Insiders-Controlled Firms: Evidence From Pakistan. Paper presented at the 28th Annual General Meeting and Conference of Pakistan Society of Development Economists, Islamabad Pakistan. DOI: https://doi.org/10.30541/v51i4IIpp.161-183

Agrawal, G., Srivastav, A. K. and Srivastava, A. (2010). A Study of Exchange Rates Movement and Stock Market Volatility. International Journal of Business and Management, 5(12), 62-73. DOI: https://doi.org/10.5539/ijbm.v5n12p62

Ahinful, G. S., Boakye, J. D., & Osei Bempah, N. D. (2021). Determinants of SMEs’ financial performance: evidence from an emerging economy. Journal of Small Business & Entrepreneurship. https://doi.org/10.1080/08276331.2021.1885247 DOI: https://doi.org/10.1080/08276331.2021.1885247

Al-Malkawi, H. A. N., & Javaid, S. (2018). Corporate social responsibility and financial performance in Saudi Arabia. Managerial Finance, 44(6), 648-664. https://doi.org/10.1108/MF-12-2016-0366 DOI: https://doi.org/10.1108/MF-12-2016-0366

Almumani, M. A. (2014). Determinants of equity share prices of the listed banks in Amman stock exchange: Quantitative approach. International Journal of Business and Social Science, 5(1), 91-104

Al-Tamimi, H. A. H., Alwan, A. A., & Abdel Rahman, A. A. (2011). Factors affecting stock prices in the UAE financial markets. Journal of Transnational Management, 16(1), 3-19. https://doi.org/10.1080/15475778.2011.549441 DOI: https://doi.org/10.1080/15475778.2011.549441

Arnold, I. and Vrugt, E. (2006). Stock Market Volatility and Macroeconomic Uncertainty: Evidence from Survey Data. BRG Working Paper No: 06-08. DOI: https://doi.org/10.2139/ssrn.896720

Aziz, T., & Hussain, A. (2021). Volatility spillovers of gold prices, oil prices, and economic policy uncertainty on the stock market of Pakistan. Global Business and Economics Review, 24(4), 344-359. https://doi.org/10.1504/GBER.2021.115806 DOI: https://doi.org/10.1504/GBER.2021.10038658

Balvers, R. J., Cosimano, T. F. and McDonald, B. (1990). Predicting Stock Returns in an Efficient Market. The Journal of Finance 45, 1109–1128. http://doi.org/10.2307/2328717 DOI: https://doi.org/10.1111/j.1540-6261.1990.tb02429.x

Barberis, N., Shleifer, A. and Vishny, R. (1998). A Model of Investor Sentiment. Journal of Financial Economics, 49, 307–343. DOI: https://doi.org/10.1016/S0304-405X(98)00027-0

Barringer, B. R. and Jones, F. F. (2004). Achieving Rapid Growth: Revisiting the Managerial Capacity Problem. Journal of Developmental Entrepreneurship, 9(1), 73–86

Baur, D. G., & Todorova, N. (2018). Automobile manufacturers, electric vehicles and the price of oil. Energy Economics, 74, 252-262. https://doi.org/10.1016/j.eneco.2018.05.034 DOI: https://doi.org/10.1016/j.eneco.2018.05.034

Bennett, P. and Kelleher, J. (1988). The International Transmission of Stock Price Disruption in October 1987. Federal Reserve Bank of New York Quarterly Review, Summer, 17–29.

Breen, W., Glosten, L. R. and Jagannathan, R. (1990). Predictable Variations in Stock Index Returns. The Journal of Finance, 44, 1177–1189. https://doi.org/10.1111/j.1540-6261.1989.tb02649.x DOI: https://doi.org/10.1111/j.1540-6261.1989.tb02649.x

Chang, C. L., McAleer, M. and Tansuchat, R. (2013). Conditional Correlations and Volatility Spillovers between Crude Oil and Stock Indexreturns. The North American Journal of Economics and Finance, 25, 116-138. https://doi.org/10.1016/j.najef.2012.06.002 DOI: https://doi.org/10.1016/j.najef.2012.06.002

Chang, K., Ding, J., Lou, Q., Li, Z., & Yang, J. (2021). The impact of capital leverage on green firms’ investment: New evidence regarding the size and age effects of Chinese green industries. Finance Research Letters, 38, 101529.

https://doi.org/10.1016/j.frl.2020.101529 DOI: https://doi.org/10.1016/j.frl.2020.101529

Chen, N.-F., Roll, R. and Ross, S. A. (1986). Economic Forces and the Stock Market. The Journal of Business, 59(3), 383-403.https://doi.org/10.1016/j.frl.2020.101529 DOI: https://doi.org/10.1086/296344

Chinzara, Z. (2011). Macroeconomic Uncertanity and Conditional Stock Market Volatility in South Africa. South African Journal of Economics, 79(1), 27-49. https://doi.org/10.1111/j.1813-6982.2011.01262.x DOI: https://doi.org/10.1111/j.1813-6982.2011.01262.x

Chun, H., Kim, J.-W., Morck, R. and Yeung, B. (2008). Creative Destruction And Firm-Specific Performance Heterogeneity. Journal of Financial Economics, 89 (2008), 109–135. https://doi.org/10.1016/j.jfineco.2007.06.005 DOI: https://doi.org/10.1016/j.jfineco.2007.06.005

Coad, A. (2018). Firm age: a survey. Journal of Evolutionary Economics, 28(1), 13-43. https://doi.org/10.1007/s00191-016-0486-0 DOI: https://doi.org/10.1007/s00191-016-0486-0

Cooley, T. F. and Quadrini, V. (2001). Financial Markets and Firm Dynamics. American Economic Review, 91(5), 1286–1310. https://doi.org/10.1257/aer.91.5.1286 DOI: https://doi.org/10.1257/aer.91.5.1286

Driesprong, G., Jacobsen, B. and Maat, B. (2008). Striking Oil: Another Puzzle? Journal of Financial Economics, 89, 307–327. https://doi.org/10.1016/j.jfineco.2007.07.008 DOI: https://doi.org/10.1016/j.jfineco.2007.07.008

Ehrmann, M. (2000). Firm Size and Monetary Policy Mechanism: Evidence From German Business Survey Data. European Central Bank Working Paper No. 1. https://doi.org/10.1007/3-7908-1605-1_7 DOI: https://doi.org/10.1007/3-7908-1605-1_7

El-Masry, A. A. (2006). The Exchange Rate Exposure of Uk Non-Financial Companies: Industry Level Analysis. Managerial Finance, 32(2), 115-136. https://doi.org/10.1108/0307435061064190 DOI: https://doi.org/10.1108/0307435061064190

Elyasiani, E., Mansur, I. and Odusami, B. (2011). Oil Price Shocks and Industry Stock Returns. Energy Economics, 33 (1), 966-974. https://doi.org/10.1016/j.eneco.2011.03.013 DOI: https://doi.org/10.1016/j.eneco.2011.03.013

Elyasiani, E., Mansur, I. and Pagano, M. S. (2007). Convergence and Risk-Return Linkages Across Financial Service Firms. Journal of Banking & Finance, 31 (2007), 1167–1190. https://doi.org/10.1016/j.jbankfin.2006.10.006 DOI: https://doi.org/10.1016/j.jbankfin.2006.10.006

Fah, L. W., Nassir, A. B. M. and Chowdhury, T. H. S. (2011). Insider Trading and Market Volatility: Evidence from Malaysia. Interdisciplinary Journal of Research in Business, 1(6), 18-43. https://doi.org/10.1108/13552550710780885 DOI: https://doi.org/10.1108/13552550710780885

Fama, E. F. (1981). Stock Returns, Real Activity, Inflation, and Money. The American Economic Review, 71(4), 545-565.

Fama, E. F. and French, K. R. (1989). Business Conditions And Expected Returns on Stocks and Bonds. Journal of Financial Economics 25, 23–49. https://doi.org/10.1016/0304-405X(89)90095-0 DOI: https://doi.org/10.1016/0304-405X(89)90095-0

Fama, E. F. and French, K. R. (2004). New Lists: Fundamentals and Survival Rates. Journal of Financial Economics 73, 229–269. https://doi.org/10.1016/j.jfineco.2003.04.001 DOI: https://doi.org/10.1016/j.jfineco.2003.04.001

Filis, G., Degiannakis, S. and Floros, C. (2011). Dynamic Correlation between Stock Market and Oil Prices: The Case of Oil-Importing and Oil-Exporting Countries. International Review of Financial Analysis 20, 152–164. https://doi.org/10.1016/j.irfa.2011.02.014 DOI: https://doi.org/10.1016/j.irfa.2011.02.014

Fullwood, J., James, J., & Marsh, I. W. (2021). Volatility and the cross-section of returns on FX options. Journal of Financial Economics. https://doi.org/10.1016/j.jfineco.2021.04.030 DOI: https://doi.org/10.1016/j.jfineco.2021.04.030

Hong, H., Torous, W. and Valkanov, R. (2007). Do Industries Lead Stock Markets? Journal of Financial Economics, ,83,367–396. https://doi.org/10.1016/j.jfineco.2005.09.010 DOI: https://doi.org/10.1016/j.jfineco.2005.09.010

Hoque, M. E., & Low, S. W. (2020). Industry Risk Factors and Stock Returns of Malaysian Oil and Gas Industry: A New Look with Mean Semi-Variance Asset Pricing Framework. Mathematics, 8(10), 1732. https://doi.org/10.3390/math8101732 DOI: https://doi.org/10.3390/math8101732

Huynh, K. P. and J.Petrunia, R. (2010). Age Effects, Leverage and Firm Growth. Journal of Economic Dynamics & Control, 34, 1003–1013. https://doi.org/10.1016/j.jedc.2010.01.007 DOI: https://doi.org/10.1016/j.jedc.2010.01.007

James, C. M. and Wier, P. (1990). Borrowing Relationships, Intermediation, and the Cost of Issuing Public Securities. Journal of Financial Economics, 28, 149-171. https://doi.org/10.1016/0304-405X(90)90051-Z DOI: https://doi.org/10.1016/0304-405X(90)90051-Z

Jan, S. U., Khan, H., & Khan, F. (2018). Return Volatility and Macroeconomic Factors: A Comparison of US and Pakistani Firms. Journal of Business and Economic Review, 10(2), 1-28. https://doi.org/10.22547/BER/10.2.1

Jiang, C. X., Chua, R. Y., Kotabe, M. and Murray, a. J. Y. (2011). Effects of Cultural Ethnicity, Firm Size, and Firm Age on Senior Executives’ Trust in Their Overseas Business Partners: Evidence From China. Journal of International Business Studies, 42, 1150–1173. https://doi.org/10.1057/jibs.2011.35 DOI: https://doi.org/10.1057/jibs.2011.35

Jones, C. M. and Kaul, G. (1996). Oil and Stock Markets. The Journal of Finance, 51, 463–491. https://doi.org/10.1111/j.1540-6261.1996.tb02691.x DOI: https://doi.org/10.1111/j.1540-6261.1996.tb02691.x

Khan, F., & Jan, S. U. (2020). New Evidence on the Role of Size Effect in Determining the Pricing of Risk, Volatility Dynamics, and Economic Exposure of Firm Returns. International Journal of Applied Behavioral Economics (IJABE), 9(3), 1-25. https://doi.org/10.4018/IJABE.2020070101 DOI: https://doi.org/10.4018/IJABE.2020070101

Khan, F., Khan, S. U. R., & Khan, H. (2016). Pricing of Risk, Various Volatility Dynamics and Macroeconomic Exposure of Firm Returns: New Evidence on Age Effect. International Journal of Economics and Financial Issues, 6(2). https://doi.org/10.22547/BER/10.2.1 DOI: https://doi.org/10.22547/BER/10.2.1

Khan, F., Muneer, S. and Anuar, M. A. (2013). Relationship between Stock Prices and Economic Variables: Sectoral Analysis. Actual Problems of Economics, 143(5), :544-553. https://doi.org/10.1063/1.4887696 DOI: https://doi.org/10.1063/1.4887696

Le, T.-H. and Youngho, C. (2011). The Impact of Oil Price Fluctuations on Stock Markets in Developed and Emerging Economies. Economic Growth Centre Papers 2011/03, Nanyang Technological University, Singapore.

Lee, S. K., Nguyen, L. T., & Sy, M. O. (2017). Comparative study of volatility forecasting models: the case of Malaysia, Indonesia, Hong Kong and Japan stock markets. Economics, 5(4), 299-310. https://doi.org/10.17265/2328-7144/2017.04.002 DOI: https://doi.org/10.17265/2328-7144/2017.04.002

Lin, B., & Su, T. (2020). The linkages between oil market uncertainty and Islamic stock markets: Evidence from quantile-on-quantile approach. Energy Economics, 88, 104759. https://doi.org/10.1016/j.eneco.2020.104759 DOI: https://doi.org/10.1016/j.eneco.2020.104759

Loderer, C. and Waelchli, U. (2010). Firm Age and Performance. Working Paper University of Bern, Switzerland. Retrieved from Online at http://mpra.ub.uni-muenchen.de/26450/ DOI: https://doi.org/10.2139/ssrn.1342248

Loderer, C., Stulz, R. and Waelchli, U. (2013). Limited Managerial Attention and Corporate Aging. NBER Working Paper Series NO. 19428. DOI: https://doi.org/10.3386/w19428

Ma, Y. R., Zhang, D., Ji, Q., & Pan, J. (2019). Spillovers between oil and stock returns in the US energy sector: does idiosyncratic information matter?. Energy Economics, 81, 536-544. https://doi.org/10.1016/j.eneco.2019.05.003 DOI: https://doi.org/10.1016/j.eneco.2019.05.003

Mandimika, N. Z. and Chinzara, Z. (2012). Risk- Returns Trade-Off And Behaviour of Volatility on the South African Stock Market: Evidence from both Aggregate and Disaggregate Data. South African Journal of Economics, 80(3), 345-366.

https://doi.org/10.1111/j.1813-6982.2012.01328.x DOI: https://doi.org/10.1111/j.1813-6982.2012.01328.x

Mazhar, U. (2020). Insecurity versus immaturity: estimating the link between organizational age and indirect risks. Journal of Economic Studies. https://doi.org/10.1108/JES-02-2020-0089 DOI: https://doi.org/10.1108/JES-02-2020-0089

McSweeney, E. J. and Worthington, A. C. (2008). A Comparative Analysis of Oil as a Risk Factor in Australian Industry Stock Returns, Studies in Economics and Finance, 25 (2), 131-145. https://doi.org/10.1108/10867370810879447 DOI: https://doi.org/10.1108/10867370810879447

Miroshnychenko, I., De Massis, A., Miller, D., & Barontini, R. (2021). Family business growth around the world. Entrepreneurship Theory and Practice, 45(4), 682-708. DOI: https://doi.org/10.1177/1042258720913028

Moeller, S. B., Schlingemann, F. P., & Stulz, R. M. (2004). Firm size and the gains from acquisitions. Journal of financial economics, 73(2), 201-228. https://doi.org/10.1016/j.jfineco.2003.07.002 DOI: https://doi.org/10.1016/j.jfineco.2003.07.002

Mukherjee, T. K. and Naka, A. (1995). Dynamic Relations between Macroeconomic Variables and the Japanese Stock Market: An Application af a Vector Error Correction Model. Journal of Financial Research 18(2), 223-237. https://doi.org/10.111/j.1475-6803.1995.tb00563.x DOI: https://doi.org/10.1111/j.1475-6803.1995.tb00563.x

Narayan, P. K. and Sharma, S. S. (2011). New Evidence on Oil Price and Firm Returns. Journal of Banking & Finance, 35(2011), 3253–3262. https://doi.org/10.1016/j.jbankfin.2011.05.010 DOI: https://doi.org/10.1016/j.jbankfin.2011.05.010

Obeidat, M. I. (2009). The internal financial determinants of common stock market price: Evidence from Abu Dhabi securities market. Journal of Economic and Administrative Sciences, 25(1), 21-46. https://doi.org/10.1108/10264116200900002 DOI: https://doi.org/10.1108/10264116200900002

Park, S. H. and Luo, Y. (2001). Guanxi and organizational dynamics: Organizational networking in Chinese firms. Strategic Management Journal, 22(5), 455–477. https://doi.org/10.1002/smj.167 DOI: https://doi.org/10.1002/smj.167

Pastor, L. and Veronesi, P. (2003 ). Stock Valuation and Learning about Profitability. The Journal of Finance, 58, 1749-1790. https://doi.org/10.1111/1540-6261.00587 DOI: https://doi.org/10.1111/1540-6261.00587

Pesaran, M. H. and Timmermann, A. (1995). Predictability of Stock Returns: Robustness and Economic Significance. The Journal of Finance, 50, 1201–1259.https://doi.org/10.1111/j.1540-6261.1995.tb04055.x DOI: https://doi.org/10.1111/j.1540-6261.1995.tb04055.x

Poteshman, A. M. (2001). Underreaction, Overreaction, and Increasing Misreaction to Information in the Options Market. The Journal of Finance 6, 851-876. https://doi.org/10.1111/0022-1082.00348 DOI: https://doi.org/10.1111/0022-1082.00348

Rahman, J. M., & Yilun, L. (2021). Firm Size, Firm Age, and Firm Profitability: Evidence from China. Journal of Accounting, Business and Management, 28(1), 101-115. https://doi.org/10.31966/jabminternational.v28i1.829 DOI: https://doi.org/10.31966/jabminternational.v28i1.829

Ratti, R. A. and Hasan, M. Z. (2013). Oil Price Shocks and Volatility in Australian Stock Returns. Economic Record, 89, 67-83. https://doi.org/10.1111/1475-4932.12034 DOI: https://doi.org/10.1111/1475-4932.12034

Salman, A. K. and Yazdanfar, D. (2012). Profitability in Swedish Micro Firms: A Quantile Regression Approach. International Business Research, 5(8), 94-106. https://doi.org/10.5539/ibr.v5n8p94 DOI: https://doi.org/10.5539/ibr.v5n8p94

Scholtens, B. and Yurtsever, C. (2012). Oil Price Shocks And European Industries. Energy Economics 34(4), 1187–1195. https://doi.org/10.1016/j.eneco.2011.10.012 DOI: https://doi.org/10.1016/j.eneco.2011.10.012

See-To, E. W., & Yang, Y. (2017). Market sentiment dispersion and its effects on stock return and volatility. Electronic Markets, 27(3), 283-296. https://doi.org/10.1007/s12525-017-0254-5 DOI: https://doi.org/10.1007/s12525-017-0254-5

Sharma, S. S., Narayan, P. K. and Zheng, X. (2014). An Analysis of Firm and Market Volatility. Economic Systems, 38, 205-220. https://doi.org/10.1016/j.ecosys.2013.12.003 DOI: https://doi.org/10.1016/j.ecosys.2013.12.003

Singh, D. (2010). Causal Relationship Between Macro-Economic Variables and Stock Market:A Case Study for India Pakistan. Journal of Social Sciences, 30 (2), 263-274.

Sorensen, J. B. and Stuart, T. E. (2000). Aging, obsolescence, and organizational innovation. Administrative Science Quarterly, 45(1), 81–112. http://doi/abs/10.2307/2666980 DOI: https://doi.org/10.2307/2666980

Tetteh, J. E., Adenutsi, D. E., & Amoah, A. (2019). Macroeconomic Determinants of Stock Market Volatility in Ghana and Nigeria. Journal of Applied Economic Sciences, 14(2). https://www.ceeol.com/search/article-detail?id=872351

Travlos, N. G. (1987). Corporate Takeover Bids, Method Of Payment, and Bidding Firm’s Stock Returns. The Journal of Finance, 52, 943–963. https://doi.org/10.1111/j.1540-6261.1987.tb03921.x DOI: https://doi.org/10.1111/j.1540-6261.1987.tb03921.x

Tripsas, M. and Gavetti, G. (2000). Capabilities, Cognition, and Inertia, Evidence from Digital Imaging. Strategic Management Journal 21, 1147-1161. http://doi/pdf/10.1002/1097-0266(200010/11)21:10/11<1147 DOI: https://doi.org/10.1002/1097-0266(200010/11)21:10/11<1147::AID-SMJ128>3.0.CO;2-R

Tuna, G., & Almahadin, H. A. (2021). Does interest rate and its volatility affect banking sector development? Empirical evidence from emerging market economies. Research in International Business and Finance, 58, 101436. https://doi.org/10.1016/j.ribaf.2021.101436Get rights and content DOI: https://doi.org/10.1016/j.ribaf.2021.101436

Uhlaner, L. M., Stel, A. v., Duplat, V. r. and Zhou, H. (2013). Disentangling the Effects of Organizational Capabilities, Innovation and Firm Size on Sme Sales Growth. Small Business Economics, 41, 581–607. http://doi.org/10.1007/s11187-012-9455-7 DOI: https://doi.org/10.1007/s11187-012-9455-7

Vickery, J. (2008). How and Why Do Small Firms Manage Interest Rate Risk? Journal of Financial Economics 87, 446–470. https://doi.org/10.1016/j.jfineco.2006.09.011 DOI: https://doi.org/10.1016/j.jfineco.2006.09.011

Vilkov, G. (2007). Essays in Asset Pricing. PhD in Management, Proquest.

Westhead, P. (1995). Exporting and Non-Exporting Small Firms in Great Britain A Matched Pairs Comparison. International Journal of Entrepreneurial Behaviour & Research, 1(2), 6-36. https://doi.org/10.1108/13552559510090604 DOI: https://doi.org/10.1108/13552559510090604

Winter, R. (1994). The Dynamic of Competitive Insurance Market. Journal of Financial Intermediation, 3(4), 379-415. DOI: https://doi.org/10.1006/jfin.1994.1011

Zhao, J., Huang, S., Huang, Q., Wang, H., Leng, G., & Fang, W. (2020). Time-lagged response of vegetation dynamics to climatic and teleconnection factors. Catena, 189, 104474. https://doi.org/10.1016/j.catena.2020.104474 DOI: https://doi.org/10.1016/j.catena.2020.104474

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2021-06-30

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Khan, F., Jan, S. U., & Khan, H. (2021). Lagged Effect Of Macroeconomic Variables On Stock Returns: A Case Of Firm Size. JISR Management and Social Sciences & Economics, 19(1), 1–15. https://doi.org/10.31384/jisrmsse/2021.19.1.1

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