I explain changes in the wage structure favoring more skilled workers since 1980 using job task data from the Occupational Information Network and wage data from the March CPS. Using recently developed partialling out estimators including debiased machine learning, I obtain wage effects for a suite of tasks, including a novel computer task…

Performance based assessment is currently receiving renewed attention as an alternative to conventional testing. We argue that performance based assessment, supported by a microcredentialing system, is particularly well suited to corporate environments that stress strategic development of their workforce capacities. There are important…

This paper explores the concept of mutual (reciprocal) learning as an enabler of the emergence of a collective human-machine intelligence across a smart factory. The interlinking of digital profiles of humans and machines permits the identification and measurement of learning outcomes through participating in and performing of (shared) tasks. To…