An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke

Using a simple linear regression model for estimation could give misleading results about the relationship between Yt, and Xt, . Possible problems involve (1) feedback from the output series to the inputs, (2) omitted time-lagged input terms, (3) an auto correlated disturbance series and, (4) common...

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Main Author: Moroke, N.D.
Language:en
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/10394/11344
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spelling ndltd-netd.ac.za-oai-union.ndltd.org-nwu-oai-dspace.nwu.ac.za-10394-113442014-09-30T04:04:35ZAn application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. MorokeMoroke, N.D.Consumption (Economics)-Mathematical models-South AfricaEconomic forecasting-South Africa-Mathematical modelsTime series analysisBox-Jenkins forecastingPetroleum industry and trade-South AfricaEnergy consumption-South AfricaUsing a simple linear regression model for estimation could give misleading results about the relationship between Yt, and Xt, . Possible problems involve (1) feedback from the output series to the inputs, (2) omitted time-lagged input terms, (3) an auto correlated disturbance series and, (4) common autocorrelation patterns shared by Y and X that can produce spurious correlations. The primary aim of this study was therefore to use the Box-Jenkins Transfer Function analysis to fit a model that related petroleum consumption to disposable income> The final Transfer Function Model z1t=)C(1-w1 B)/((1-δ1 B) B^5 Z(t^((x) +(1-θ1 B)at significantly described the data. Forecasts generated from this model show that petroleum consumption will hit a record of up to 4.8636 in 2014 if disposable income is augmented. There is 95% confidence that the forecasted value of petroleum consumption will lie between 4.5276 and 5.1997 in 2014.Thesis (M. Com. (Statistics) North-West University, Mafikeng Campus, 20052014-09-15T12:11:03Z2014-09-15T12:11:03Z2005Thesishttp://hdl.handle.net/10394/11344en
collection NDLTD
language en
sources NDLTD
topic Consumption (Economics)-Mathematical models-South Africa
Economic forecasting-South Africa-Mathematical models
Time series analysis
Box-Jenkins forecasting
Petroleum industry and trade-South Africa
Energy consumption-South Africa
spellingShingle Consumption (Economics)-Mathematical models-South Africa
Economic forecasting-South Africa-Mathematical models
Time series analysis
Box-Jenkins forecasting
Petroleum industry and trade-South Africa
Energy consumption-South Africa
Moroke, N.D.
An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
description Using a simple linear regression model for estimation could give misleading results about the relationship between Yt, and Xt, . Possible problems involve (1) feedback from the output series to the inputs, (2) omitted time-lagged input terms, (3) an auto correlated disturbance series and, (4) common autocorrelation patterns shared by Y and X that can produce spurious correlations. The primary aim of this study was therefore to use the Box-Jenkins Transfer Function analysis to fit a model that related petroleum consumption to disposable income> The final Transfer Function Model z1t=)C(1-w1 B)/((1-δ1 B) B^5 Z(t^((x) +(1-θ1 B)at significantly described the data. Forecasts generated from this model show that petroleum consumption will hit a record of up to 4.8636 in 2014 if disposable income is augmented. There is 95% confidence that the forecasted value of petroleum consumption will lie between 4.5276 and 5.1997 in 2014. === Thesis (M. Com. (Statistics) North-West University, Mafikeng Campus, 2005
author Moroke, N.D.
author_facet Moroke, N.D.
author_sort Moroke, N.D.
title An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
title_short An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
title_full An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
title_fullStr An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
title_full_unstemmed An application of Box-Jenkins transfer function analysis to consumption-income relationship in South Africa / N.D. Moroke
title_sort application of box-jenkins transfer function analysis to consumption-income relationship in south africa / n.d. moroke
publishDate 2014
url http://hdl.handle.net/10394/11344
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