I research noncognitive constructs like self-efficacy and engagement using computational psychometrics. Drawing on intensive, multi-modal data this research offers individual-level insights and also, in aggregate, informs teaching and policy. These practice-embedded learning analytics foregrounds the needs of teachers and students, with a critical SES perspective.