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Forecasting inflation under uncertainty: The forgotten dog and the frisbee

机译:在不确定性下预测通货膨胀:被遗忘的狗和飞盘

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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.
机译:本研究致力于分析遵守简单性而不是复杂性的努力,当一个人努力制定预测并面临前所未有的不确定性。有关汇率通过的大量证据,同样充足的证据表明复杂模型的简单解决方案和启发式卓越。在这种情况下,似乎英格兰的银行的BREXIT预测是在面对不确定的潮汐的方面复杂模型的次优性能的一个例子。为了说明这一点,本研究采用了1989年1月至2019年6月的消费者价格指数的数据,并将英格兰银行与阿玛玛模型的Brexit通胀预测与基于银行的简单规则进行了比较英格兰由于汇率转移而导致的通过,与BREXIT相关的幅度相似。结果表明,随着折旧开始踢的影响,通胀的实际通胀路径与英格兰央行的预测分歧。它暗示在BREXIT的高度不确定的环境中,通过分配一些重量,可以获得更好的预测事实上,尖锐折旧的影响是判断和简单的问题。

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