This study aimed to evaluate whether green human resources management (GHRM) practice encourages prospective candidates to join environmentally responsible enterprises through organizational reputation and corporate social responsibility. The information was gathered from 402 students from various universities in Bangladesh using a pre-structured questionnaire. The link between the latent components has been explained by analyzing the obtained data using the Partial Least Squares Method (PLSM) of Structural Equation Modeling (SEM). The findings indicated that green human resources management has a positive relationship with job pursuit intention (JPI) and organizational reputation (OR), and that corporate social responsibility (CSR) plays a significant mediating role in this relationship. Students studying in universities in Bangladesh reported having higher job pursuit intentions towards organizations that practice environmental responsibility. The results also show that green HRM is a source for luring graduated students to pursue careers in green firms and will enable practitioners to combine green HRM with their conventional HR practices to employ qualified applicants. The results provide valuable insights into the nature of GHRM and how the top management is committed to green initiatives in an emerging economy like Bangladesh. Also, the results will help the top management understand how to use GHRM projects to create CSR initiatives and an excellent corporate reputation and attract highly qualified, socially responsible employees to improve environmental performance. The national policymakers may also get input in designing a GHRM policy for the economy. Bangladesh is a climate-vulnerable country with a minimal practice of GHRM in the economy, so the empirical findings of this study will attract researchers, academicians, and practitioners of HRM to carry out further research in the economy of this area. Finally, this study contributes to the body of knowledge in the still-emerging subject of green human resource management by empirically showing worthy outcomes.