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There is nearly equal number of male and female student enrollments in primary and secondary level of education in Bangladesh, but at the tertiary level and at the job sector, a sharp drop in the number of women is observed. This paper explores the current status of female students’ enrollment in science, technology, engineering, and mathematics (STEM) at the tertiary education system in Bangladesh. It is followed by explorations of challenges women face in technical workplace. Quantitative data for the paper come from more than 1.18 million students at tertiary level from eight public and private universities for three academic years from 2018 to 2020. In addition, a qualitative study was conducted with 48 participants in pre- and during COVID-19 eras to understand barriers hampering women in STEM-related education and jobs. The paper provides a guideline for future policies to ensure inclusive space for growth and retention for women in STEM.