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Forecasting GDP of OPEC: The role of oil price

Author

Listed:
  • Afees A. Salisu

    (Centre for Econometric and Allied Research, University of Ibadan)

  • Umar B. Ndako

    (Monetary Policy Department, Central Bank of Nigeria, Nigeria.)

  • Idris Adediran

    (Department of Economics, Obafemi Awolowo University, Nigeria.)

Abstract

In this paper, we examine the role of oil in GDP forecast of selected OPEC member countries using the Autoregressive Distributed Lag Mixed Data Sampling (ADL-MIDAS) approach. Both the in-sample and out-of-sample forecasts of this approach are evaluated and compared with some competing models namely AR(1), ARFIMA, ARIMA and ARDL models. We find that allowing for high frequency oil price data in the predictive model of GDP will enhance its forecast performance. The ADL-MIDAS is found to out-perform all the competing models for both the in-sample and out-of-sample forecast. In addition, we find that the higher the data frequency of oil price, the better the forecast performance. These results are robust to different data frequencies, multiple forecast horizons, and alternative proxies for oil price and measures of forecast performance.

Suggested Citation

  • Afees A. Salisu & Umar B. Ndako & Idris Adediran, 2018. "Forecasting GDP of OPEC: The role of oil price," Working Papers 044, Centre for Econometric and Allied Research, University of Ibadan.
    • Handle: RePEc:cui:wpaper:0044
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    References listed on IDEAS

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    More about this item

    Keywords

    Oil price; GDP; ADL-MIDAS; Linear time series models; Forecast evaluation;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • Q47 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy Forecasting

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