Learner Dashboard

Low High

High

Low

ArousalAnxiety Flow

Worry

Apathy

Control

RelaxationBoredom

Cha

lleng

e le

vel

Abilities level

Flow level

ReccomendationsFLOW

Continue

Take care

Take a break

PRODUCTIVITY

STRESS

Indicators

Predictors

VisualVisualWEATHER DATA

D. Di Mitri, M. Scheffel, H. Drachsler, D. Börner, S. Ternier, M. Specht

WEARABLE BIOSENSOR

Learning Record Store

xAP

I

PredictiveLearning Analytics

Learning PulsePredictions, Recommendations, and Feedback Visualisation to

Raise Awareness and Develop Self-Regulation in Learning

SOFTWARE ANALYTICS

Predictions