Estimating cognitive load from speech gathered in a complex real-life training exercise.

•Exploration of cognitive load estimation techniques on real-world dataset.•Cognitive load classifiers built from speech that was self-labelled during tasks.•Exploration of speaker dependence for addressing speaker variability within tasks.•Demonstration of technique robustness by evaluating benchmarked lab-based dataset.