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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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 |
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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 |
work_keys_str_mv |
AT morokend anapplicationofboxjenkinstransferfunctionanalysistoconsumptionincomerelationshipinsouthafricandmoroke AT morokend applicationofboxjenkinstransferfunctionanalysistoconsumptionincomerelationshipinsouthafricandmoroke |
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