Purpose– Though prior research has recognized business skills as one of the keys to successful information system development, few studies have investigated the determinants of an IS developer’s behavioral intention to learn such skills. Based on the motivation-ability-role perception-situational factors (i.e. the MARS model), the purpose of this paper is to argue that the intention of IS developers to acquire business skills is influenced by learning motivation (M), learning self-efficacy (A), change agent role perception (R), and situational support (S).Design/methodology/approach– Data collected from 254 IS developers are analyzed using the partial least squares technique.Findings– Results show that a developer’s intention to learn business skills is positively influenced by intrinsic learning motivation and both absolute and relative learning self-efficacy. Furthermore, in comparison to two other change agent roles, the advocate role leads to a significantly higher level of learning intention. Finally, work and non-work support positively influence both extrinsic and intrinsic learning motivation. Notably, non-work support has a greater impact on both absolute and relative learning self-efficacy.Research limitations/implications– Though many of the proposed hypotheses were supported, results showed several interesting and unexpected findings. First, regarding the change agent role perception, people who perceived themselves as advocates displayed a higher level of intention to learn business skills than did those who identified with the other two roles (i.e. traditionalist and facilitator). Second, when compared to extrinsic learning motivation, intrinsic learning motivation contributed more to the intention to learn business skills. Third, the study contributes to the literature by finding that, in terms of direction and magnitude, the two types of self-efficacy have similar influence on an IS developer’s behavioral intention to learn business skills. Finally, work support was found to have a positive impact on both extrinsic and intrinsic learning motivation. However, it was interesting to note that work support did not lead to significantly higher levels of relative and absolute learning self-efficacy.Practical implications– The findings of this study provide several critical implications for practitioners seeking to encourage IS developers to learn b-skills. First, organizations should strongly encourage IS developers to take on the advocate role in ISD projects, and urge them to acquire business skills through formal education and on-the-job training. Second, organizations should also help IS developers understand how learning business skills is important for their future work and potential self-growth, rather than focusing solely on extrinsic benefits such as promotion or remuneration. Third, organizations can also make use of the strategies to enhance IS developer’s learning self-confidence and beliefs, which will, in turn, increase their intention to learn business skills. Finally, support from others is influential in the formulation of positive work attitudes and behaviors, so organizations will benefit when employees are well supported.Originality/value– While prior research has emphasized the importance of business skill possession for IS developers during the system development process, few studies have explored the factors affecting an IS developer’s behavioral intention to learn those business skills. This study intends to bridge this gap by investigating factors that drive IS developers’ intention to learn business skills. The findings of this study are useful to researchers in the development and testing theories related to IS developer learning behavior, and to practitioners to facilitate business skill learning for their IS development staff.