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"Penelitian ini bertujuan untuk menganalisis perubahan pola penggunaan moda transportasi pada pekerja komuter di kota metropolitan antara sebelum dan selama pandemi COVID-19. Selain itu juga untuk menganalisis pengaruh variabel sosio demografi dengan pola penggunaan moda transportasi pada pekerja komuter di kota metropolitan Indonesia. Dari data Sakernas 2019, 2020 dan 2021 memberikan hasil bahwa terjadi peningkatan penggunaan transportasi pribadi pada masa pandemi COVID-19. Penggunaan moda transportasi sebelum dan selama pandemi COVID-19 dipengaruhi oleh karakteristik seperti jenis kelamin, usia, status perkawinan, status pekerjaan, tingkat pendidikan dan pendapatan. Serta dipengaruhi juga oleh variabel konstekstual seperti sharing border, kepadatan penduduk dan PDRB.

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This research aims to analyze the changes in the pattern of using transportation modes among commuter workers in metropolitan cities between before and during the COVID-19 pandemic. In addition, to analyze the influence of socio-demographic variables with patterns of use of transportation modes on commuter workers in metropolitan cities in Indonesia. From Sakernas we could explain that there was an increase in the use of personal transportation during the COVID-19 pandemic. The use of transportation modes before and during the COVID-19 pandemic is influenced by characteristics such as gender, age, marital status, employment status, education level and income. It is also influenced by contextual variables such as sharing border, population density and GRDP."