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The potential of online professional learning communities (PLCs) to foster sustained, informal professional development (PD) among in-service teachers remains debated. This study examined an eight-year Facebook-based PLC (2015-2022) comprising 2,900 posts and 55,821 keywords contributed by 296 active in-service teachers. Using Shulman’s framework of teacher knowledge and a two-cycle qualitative coding approach, we categorized the content into five thematic areas: person-based perception, person-based knowledge, environment-based perception, environment-based knowledge, and professional development programs. Results revealed the enduring prominence of curriculum-related knowledge and reflective discourse, highlighting the community’s role in supporting continuous teacher learning. These findings offer evidence of how informal, online PLCs can sustain meaningful professional growth over time and contribute to evolving models of teacher PD in digitally mediated environments.