<![CDATA[This study investigates how community-based apprenticeship functions as a pedagogical mechanism for developing learners’ uncertainty preparedness and examines its scalability within non-formal education systems in emerging contexts. Adopting a qualitative case study design, this research analyses a community-based apprenticeship program implemented through the collaboration between PKBM Alam Jingga and Rumah Magang Hebat in Indonesia. Data were drawn from a corpus of program documents, including implementation reports, learning modules, and prior empirical studies, and analyzed using reflexive thematic analysis to identify core learning mechanisms. The findings demonstrate that uncertainty preparedness is developed through three interrelated mechanisms: (1) situated experiential learning within authentic work environments under practitioner mentorship, (2) active engagement in dynamic community-based economic and social practices, and (3) iterative reflective processes that enable learners to interpret and adapt to unpredictable situations. These mechanisms collectively foster adaptive capacity, decision-making competence, social communication, and critical thinking as integrated dimensions of preparedness. The study offers a context-sensitive and resource-efficient model that can be adopted by non-formal education providers, particularly in regions with limited access to formal vocational training, by leveraging local community ecosystems as learning environments. This research advances the conceptualization of apprenticeship by repositioning it from a formal vocational pathway to a flexible, community-embedded pedagogical model, and by operationalizing uncertainty preparedness as a measurable outcome of experiential learning processes. By bridging experiential learning theory with community-based education practices, this study provides an empirically grounded and scalable framework for designing apprenticeship models that respond to the challenges of uncertainty in contemporary education, particularly in developing country contexts.]]>
