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Forecasting inflation under uncertainty: The forgotten dog and the frisbee

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  • Nasir, Muhammad Ali

Abstract

This study is an endeavour to analyse the aspect of adhering to simplicity instead of complexity when one is striving to make a forecast and facing an unprecedented amount of uncertainty. There is substantial evidence on the exchange rate pass-through and equally ample evidence to suggest that the complex models are outperformed by simple solutions and heuristics. In this context, it seems that the Bank of England's post-Brexit forecast is an example of the sub-optimal performance of complex models in the face of high tides of uncertainty. To illustrate this point further, this study employed the data on the consumer price index from January 1989 to June 2019 and compared the post-Brexit inflation forecast by the Bank of England with an ARIMA model and a simple rule which was based on the Bank of England's estimates on pass-through due to exchange rate movements, similar in magnitude to the ones associated with Brexit. It showed that the actual path of inflation substantially diverged from the Bank of England's forecast as the effects of depreciation started to kick in. It implied that in the highly uncertain environment post-Brexit, a better prediction could have been possible by allocating some weights to the effects of sharp depreciation, indeed, that would have been a matter of judgment and simplicity.

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  • Nasir, Muhammad Ali, 2020. "Forecasting inflation under uncertainty: The forgotten dog and the frisbee," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
  • Handle: RePEc:eee:tefoso:v:158:y:2020:i:c:s0040162520309987
    DOI: 10.1016/j.techfore.2020.120172
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    Cited by:

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    2. Nasir, Muhammad Ali & Huynh, Toan Luu Duc & Yarovaya, Larisa, 2020. "Inflation targeting & implications of oil shocks for inflation expectations in oil-importing and exporting economies: Evidence from three Nordic Kingdoms," International Review of Financial Analysis, Elsevier, vol. 72(C).
    3. Sun, Weixin & Zhang, Xuantao & Li, Minghao & Wang, Yong, 2023. "Interpretable high-stakes decision support system for credit default forecasting," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    4. Abraham Deka & Behiye Cavusoglu, 2022. "Examining the role of renewable energy on the foreign exchange rate of the OECD economies with dynamic panel GMM and Bayesian VAR model," SN Business & Economics, Springer, vol. 2(9), pages 1-19, September.
    5. Chang, Ming-Jen & Matsuki, Takashi, 2022. "Exchange rate forecasting with real-time data: Evidence from Western offshoots," Research in International Business and Finance, Elsevier, vol. 59(C).
    6. Ding, Shusheng & Zheng, Dandan & Cui, Tianxiang & Du, Min, 2023. "The oil price-inflation nexus: The exchange rate pass- through effect," Energy Economics, Elsevier, vol. 125(C).
    7. Mirza, Nawazish & Naqvi, Bushra & Rizvi, Syed Kumail Abbas & Boubaker, Sabri, 2023. "Exchange rate pass-through and inflation targeting regime under energy price shocks," Energy Economics, Elsevier, vol. 124(C).
    8. Pham, Thu Anh Thi & Nguyen, Thong Trung & Nasir, Muhammad Ali & Duc Huynh, Toan Luu, 2023. "Exchange rate pass-through: A comparative analysis of inflation targeting & non-targeting ASEAN-5 countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 158-167.
    9. Huynh, Toan Luu Duc & Foglia, Matteo & Nasir, Muhammad Ali & Angelini, Eliana, 2021. "Feverish sentiment and global equity markets during the COVID-19 pandemic," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 1088-1108.
    10. Yang, Tianle & Dong, Qingyuan & Du, Min & Du, Qunyang, 2023. "Geopolitical risks, oil price shocks and inflation: Evidence from a TVP–SV–VAR approach," Energy Economics, Elsevier, vol. 127(PB).
    11. Tanin, Tauhidul Islam & Sarker, Ashutosh & Hammoudeh, Shawkat & Shahbaz, Muhammad, 2021. "Do volatility indices diminish gold's appeal as a safe haven to investors before and during the COVID-19 pandemic?," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 214-235.
    12. Lin Liu, 2022. "Economic Uncertainty and Exchange Market Pressure: Evidence From China," SAGE Open, , vol. 12(1), pages 21582440211, January.
    13. Gobbi, Lucio & Lucarelli, Stefano, 2022. "Pound Sterling depreciation and the UK's trade balance versus the USA's: Industry-level estimates," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 206-220.

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    More about this item

    Keywords

    Complexity; Forecasting; Uncertainty; Exchange rate; Inflation Forecasting; Heuristics;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E3 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles
    • F17 - International Economics - - Trade - - - Trade Forecasting and Simulation
    • F31 - International Economics - - International Finance - - - Foreign Exchange
    • O2 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy

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