JPPUMA: Jurnal Ilmu Pemerintahan dan Sosial Politik Universitas Medan Area
Vol. 11 No. 2 (2023): JPPUMA: Jurnal Ilmu Pemerintahan dan Sosial Politik UMA (Journal of Governance

Machine Perception of Political Manifestos in Predicting Performance of Public Office Holders

Olajide Ajayi, Olusola (Unknown)
Akinrolabu , Olatunde David (Unknown)



Article Info

Publish Date
30 Dec 2023

Abstract

Electorates expect politicians seeking public office to make known in advance, their intended programs in form of proposal. This is usually presented in speech in form of manifesto. Times within number, manifestos have always precede voting proper whereby the electorates evaluate politicians based on their manifestos. While intention is socially difficult to measure, this study adopts artificial neural network machine learning approach to map-measure the manifestos of politicians and their eventual performance in office. Due to changes in political names and structure, the study could only utilized the manifesto data of the two most popular political parties in Nigeria, from 2007 to 2019. The result of the empirical analysis shows that the model evaluation accuracy stood at 67%. With more adequate data, this result can be improved upon by subsequent research work.

Copyrights © 2023






Journal Info

Abbrev

jppuma

Publisher

Subject

Social Sciences

Description

JPPUMA: Jurnal Ilmu Pemerintahan dan Sosial Politik UMA (Journal of Governance and Political UMA), publish by Universitas Medan Area, for information and communication resources for academics, and observers of Governance Sciences, Social Sciences, Political Sciences, Methodology of Social Sciences ...