Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia

In today's highly dynamic socio-economic environment, the high degree of non-communicable diseases (NCDs) poses both direct and indirect health problems for nations. This study constructed a composite Non-Communicable Diseases Risk Indicator (NCDRI) that comprises leading characteristics to pre...

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Main Authors: Grace Chee-Yao, Lee, Shirly Siew Ling, Wong, Puah, Chin-Hong
Format: Article
Language:English
Published: Macrothink Institute 2021
Subjects:
Online Access:http://ir.unimas.my/id/eprint/37344/1/indicator1.pdf
http://ir.unimas.my/id/eprint/37344/
https://www.macrothink.org/journal/index.php/ber/article/view/18647
https://doi.org/10.5296/ber.v11i3.18647
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spelling my.unimas.ir.373442021-12-19T09:28:07Z http://ir.unimas.my/id/eprint/37344/ Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia Grace Chee-Yao, Lee Shirly Siew Ling, Wong Puah, Chin-Hong HC Economic History and Conditions TX Home economics In today's highly dynamic socio-economic environment, the high degree of non-communicable diseases (NCDs) poses both direct and indirect health problems for nations. This study constructed a composite Non-Communicable Diseases Risk Indicator (NCDRI) that comprises leading characteristics to predict the movement of NCDs’ prevalence, which serves as an early signaling tool for policymakers and public health sectors. A weighting scheme for both non-weighted and principal component analysis (PCA)-weighted was applied from the PCA loading factor. The findings verified that the constructed PCA-weighted approach had a remarkable lead time, which also produced better lead times and was consistent in predicting the direction of change in the fluctuations caused by NCDs prevalence. An appropriate regime for policymaking and implementation is required, followed by periodic monitoring and rapid action, to reduce the deadly diseases. The findings of this study demonstrate that the cost indicator marked the most significant risk factor to indicate the prevalence of NCDs; therefore, policymakers should converge on this indicator so that cost-effective interventions can result in more valuable outcomes. Macrothink Institute 2021 Article PeerReviewed text en http://ir.unimas.my/id/eprint/37344/1/indicator1.pdf Grace Chee-Yao, Lee and Shirly Siew Ling, Wong and Puah, Chin-Hong (2021) Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia. Business and Economic Research, 11 (3). pp. 35-42. ISSN 2162-4860 https://www.macrothink.org/journal/index.php/ber/article/view/18647 https://doi.org/10.5296/ber.v11i3.18647
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic HC Economic History and Conditions
TX Home economics
spellingShingle HC Economic History and Conditions
TX Home economics
Grace Chee-Yao, Lee
Shirly Siew Ling, Wong
Puah, Chin-Hong
Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
description In today's highly dynamic socio-economic environment, the high degree of non-communicable diseases (NCDs) poses both direct and indirect health problems for nations. This study constructed a composite Non-Communicable Diseases Risk Indicator (NCDRI) that comprises leading characteristics to predict the movement of NCDs’ prevalence, which serves as an early signaling tool for policymakers and public health sectors. A weighting scheme for both non-weighted and principal component analysis (PCA)-weighted was applied from the PCA loading factor. The findings verified that the constructed PCA-weighted approach had a remarkable lead time, which also produced better lead times and was consistent in predicting the direction of change in the fluctuations caused by NCDs prevalence. An appropriate regime for policymaking and implementation is required, followed by periodic monitoring and rapid action, to reduce the deadly diseases. The findings of this study demonstrate that the cost indicator marked the most significant risk factor to indicate the prevalence of NCDs; therefore, policymakers should converge on this indicator so that cost-effective interventions can result in more valuable outcomes.
format Article
author Grace Chee-Yao, Lee
Shirly Siew Ling, Wong
Puah, Chin-Hong
author_facet Grace Chee-Yao, Lee
Shirly Siew Ling, Wong
Puah, Chin-Hong
author_sort Grace Chee-Yao, Lee
title Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
title_short Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
title_full Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
title_fullStr Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
title_full_unstemmed Take the Initiative, Stop Being Passive to NCDs: A PCA-Weighted Composite Indicator towards Prevalence of NCDs in Malaysia
title_sort take the initiative, stop being passive to ncds: a pca-weighted composite indicator towards prevalence of ncds in malaysia
publisher Macrothink Institute
publishDate 2021
url http://ir.unimas.my/id/eprint/37344/1/indicator1.pdf
http://ir.unimas.my/id/eprint/37344/
https://www.macrothink.org/journal/index.php/ber/article/view/18647
https://doi.org/10.5296/ber.v11i3.18647
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score 13.18916