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Detection and Forecasting of Islamic Calendar Effects in Time Series Data: Revisited

Author

Listed:
  • Syed Kalim Hyder Bukhari

    (State Bank of Pakistan)

  • Abdul Jalil
  • Nasir Hamid Rao

Abstract

This paper is an attempt to revisit the pioneering work of Riazuddin and Khan (2002). A complete business cycle has been elapsed (2002-2010) since their study, so there is need to review the results with additional information. This revisited attempt, based on a theoretically specified framework, arrived at similar results and found significant impact of Islamic calendar. The Islamic months of Ramadan and Zilhaj have positive impact on currency holdings and negative impact on deposits. Although stylized facts indicate that consumer prices are significantly higher during Ramadan but econometric investigation rejects the upward exogenous shifts in prices during Ramadan. Therefore, structural relationship analyzed in co-integration framework has shown that inflation is not directly impacted by the Ramadan but indirectly through increase in its determinants. Inflationary tendencies during Ramadan are not due to exogenous increase by producers and retailers but possibly due to demand surge in the wake of redistribution of income. The months of June and December have positive effects on deposits and negative effects on currency in circulation indicating the presence of window dressing. Finally, as seasonal factors have important role in determining economic time series, therefore, ignoring those in monthly time series models will lead to omitted variable bias and inappropriate forecasts.

Suggested Citation

  • Syed Kalim Hyder Bukhari & Abdul Jalil & Nasir Hamid Rao, 2011. "Detection and Forecasting of Islamic Calendar Effects in Time Series Data: Revisited," SBP Working Paper Series 39, State Bank of Pakistan, Research Department.
  • Handle: RePEc:sbp:wpaper:39
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    References listed on IDEAS

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    1. Franses, Philip Hans, 1991. "Seasonality, non-stationarity and the forecasting of monthly time series," International Journal of Forecasting, Elsevier, vol. 7(2), pages 199-208, August.
    2. Hylleberg, Svend & Jorgensen, Clara & Sorensen, Nils Karl, 1993. "Seasonality in Macroeconomic Time Series," Empirical Economics, Springer, vol. 18(2), pages 321-335.
    3. K. Hristov & Nikolay Nenovsky, 2000. "Currency in Circulation after Currency Board Introduction in Bulgaria (transaction demand, hoarding and hidden economy)," Post-Print halshs-00260089, HAL.
    4. Canova, Fabio & Ghysels, Eric, 1994. "Changes in seasonal patterns : Are they cyclical?," Journal of Economic Dynamics and Control, Elsevier, vol. 18(6), pages 1143-1171, November.
    5. Alberto Cabrero & Gonzalo Camba-Mendez & Astrid Hirsch & Fernando Nieto, 2009. "Modelling the daily banknotes in circulation in the context of the liquidity management of the European Central Bank," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 28(3), pages 194-217.
    6. J. Joseph Beaulieu & Jeffrey K. MacKie-Mason & Jeffrey A. Miron, 1992. "Why Do Countries and Industries with Large Seasonal Cycles Also Have Large Business Cycles?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 621-656.
    7. Pami Dua & Lokendra Kumawat, 2005. "Modelling and Forecasting Seasonality in Indian Macroeconomic Time Series," Working papers 136, Centre for Development Economics, Delhi School of Economics.
    8. Birchenhall, C R, et al, 1989. "A Seasonal Model of Consumption," Economic Journal, Royal Economic Society, vol. 99(397), pages 837-843, September.
    9. repec:zbw:bofrdp:2003_009 is not listed on IDEAS
    10. Zoran Stavreski, 1998. "Currency in curculation," Working Papers 1998-01, National Bank of the Republic of North Macedonia.
    11. Muhammad Akmal & Muhammad Usman Abbasi, 2010. "Ramadan Effect on Price Movements: Evidence from Pakistan," SBP Working Paper Series 32, State Bank of Pakistan, Research Department.
    12. Abeysinghe, Tilak, 1994. "Deterministic seasonal models and spurious regressions," Journal of Econometrics, Elsevier, vol. 61(2), pages 259-272, April.
    13. Franses, Philip Hans & Hylleberg, Svend & Lee, Hahn S., 1995. "Spurious deterministic seasonality," Economics Letters, Elsevier, vol. 48(3-4), pages 249-256, June.
    14. Abeysinghe, Tilak, 1991. "Inappropriate use of seasonal dummies in regression," Economics Letters, Elsevier, vol. 36(2), pages 175-179, June.
    15. Wells, J. M., 1997. "Modelling seasonal patterns and long-run trends in U.S. time series," International Journal of Forecasting, Elsevier, vol. 13(3), pages 407-420, September.
    16. Osborn, Denise R., 1990. "A survey of seasonality in UK macroeconomic variables," International Journal of Forecasting, Elsevier, vol. 6(3), pages 327-336, October.
    17. Riaz Riazuddin & Mahmood ul Hasan Khan, 2002. "Detection and Forecasting of Islamic Calendar Effects in Time series Data," SBP Working Paper Series 02, State Bank of Pakistan, Research Department.
    18. Boughton, James M & Wicker, Elmus R, 1979. "The Behavior of the Currency-Deposit Ratio during the Great Depression," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(4), pages 405-418, November.
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    Cited by:

    1. Moayedi, Vafa, 2012. "Detecting Islamic Calendar Effects on U.S. Meat Consumption: Is the Muslim Population Larger than Widely Assumed?," MPRA Paper 41554, University Library of Munich, Germany.
    2. Riaz Riazuddin, 2012. "Construction and Seasonal Patterns of Islamic Hijri Calendar Monthly Time Series: An Application to Consumer Price Index (CPI) in Pakistan," SBP Working Paper Series 50, State Bank of Pakistan, Research Department.
    3. Nida Shah & Muhammad Nadeem Qureshi & Yasra Aslam, 2017. "An Empirical Investigation of Islamic Calendar Effect in Global Islamic Equity Indices," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(6), pages 57-68, June.
    4. Riaz Riazuddin, 2012. "Construction and Seasonal Patterns of Islamic Hijri Calendar Monthly Time Series: An Application to Consumer Price Index (CPI) in Pakistan," Working Papers id:4927, eSocialSciences.

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    More about this item

    Keywords

    Currency in circulation; deposits; cointegration; seasonal factors;
    All these keywords.

    JEL classification:

    • E3 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles
    • E4 - Macroeconomics and Monetary Economics - - Money and Interest Rates
    • E5 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit

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