Multimodal learning analytics (MMLA) research has made significant progress in modelling collaboration quality for the purpose of understanding collaboration behaviour and building automated collaboration estimation models. Deploying these automated models in authentic classroom scenarios, however, remains a challenge. This paper presents findings…

In today's digitally interconnected world, one's ability to collaboratively create with others and compose multimodal texts is essential. Yet, high-stakes standardized assessments that value individualistic print centric conceptions influence instruction, leading schools to often undervalue the multimodal and collaborative composing processes and…