Off-site manufacturing (OSM) has been attracted much attention in the construction industry. OSM stakeholders are crucial and have a distinguished nature in their management. However, an in-depth understanding of OSM stakeholders and their coordination are still lacking. The paper intends to (a) provide a critical review and analysis of OSM stakeholders based on prior studies, and (b) develop a research framework for their future improvement and practice. The qualitative content analysis was adopted to analyse one hundred and forty-nine journal papers. The results indicated an increased interest of exploring OSM stakeholders' issues since 2007. In addition, the prior studies focused on the two research themes of perceptions and behaviours of stakeholders and stakeholder management. Eleven specific research topics were identified within the two themes, with Perceived drivers and barriers of OSM adoption being the most popular one. A research framework was also proposed for systemically articulating the developments and gaps for OSM stakeholders. The research contributes to new insights into an in-depth understanding of OSM stakeholders and their future improvement and practice in the industry.