Complementing South African inflation surveys: A suitable forecasting tool

Journal of Economic and Financial Sciences

 
 
Field Value
 
Title Complementing South African inflation surveys: A suitable forecasting tool
 
Creator van Heerden, Chris Heymans, Andre Seetharam, Yudhvir
 
Subject inflation expectations; forecasting; Holt-Winters; SARIMA; neural networks
Description Central banks currently perform inflation expectation surveys in order to better align their inflation expectations with that of the general public. However, surveys are time-consuming, complicated, expensive and not always accurate, thus compromising the credibility of these expectations. The complexity of inflation targeting and the difficulty of forecasting in real time can also cause policymakers to consider more basic models, which can lead to inexact forecasts. This article employs less complicated models, such as the seasonally adjusted autoregressive integrated moving average and Holt-Winters exponential smoothing models, to provide equally reliable forecasts. A more complex approach in the form of a non-linear autoregressive neural network process was also employed to model the strategic and rational manner in which the general public formulates their expectations. Overall, the forecast estimates provided by these models were superior when compared with the inflation expectations provided by the International Monetary Fund, South African Reserve Bank and Bureau for Economic Research.
 
Publisher AOSIS
 
Contributor
Date 2018-04-30
 
Type info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion —
Format text/html application/epub+zip application/xml application/pdf
Identifier 10.4102/jef.v11i1.191
 
Source Journal of Economic and Financial Sciences; Vol 11, No 1 (2018); 14 pages 2312-2803 1995-7076
 
Language eng
 
Relation
The following web links (URLs) may trigger a file download or direct you to an alternative webpage to gain access to a publication file format of the published article:

https://jefjournal.org.za/index.php/jef/article/view/191/264 https://jefjournal.org.za/index.php/jef/article/view/191/263 https://jefjournal.org.za/index.php/jef/article/view/191/265 https://jefjournal.org.za/index.php/jef/article/view/191/262
 
Rights Copyright (c) 2018 Chris Van Heerden, Andre Heymans, Yudhvir Seetharam https://creativecommons.org/licenses/by/4.0
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