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The 15th Malaysian General Election (GE-15) took place on 19 November 2022 successfully. This time the general election was held a year earlier than the 5-year maturity period on 16 July 2023, which is the date of the swearing-in of members of Parliament for the 14th term. The GE-15 results show that there is a pattern of voter support based on a specific geographic location. Therefore, the purpose of writing this article is to analyze voter support patterns based on regional factors. Based on data analysis of the GE 2022 results, observations in the field and analysis of secondary sources such as journal articles and conference papers, the findings of the study show that PH continues to dominate the West Coast region of Peninsular Malaysia as well as in Sabah and Sarawak in urban and semi-urban areas with ethnic mix and Chinese majority, PN controls the East and North Coast regions as well as a small part in the West and South of Peninsular Malaysia in the rural areas of the Malay majority, namely in the East Coast Peninsular zone, namely Kelantan, Terengganu and East Pahang and Central Pahang; North of the peninsula, which is Perlis and Kedah and Penang Seberang Prai North and Central, North Perak, Central Perak; the western part of Peninsular namely North Selangor and West Selangor as well as West Melaka and South Melaka while BN remains in power in the rural areas of central Peninsular Malaysia but with a shrinking number of seats. Therefore, regional influence also affects the voting pattern and needs to be taken into account by the relevant parties to implement campaign. [ABSTRACT FROM AUTHOR]