For the past 5 years, my work has focused on large-scale analysis of online discourse, particularly disinformation and hate speech. To facilitate that interest, I spent my PhD developing novel methodologies for constructing, annotating and analysing large-scale multimodal discourse as it tends to appear on social media. The result is constituent analysis, an automated approach to analysing social media in its multimodal entirety while retaining both scale and context.