18th IAA Humans in Space Symposium (2011) Developing Real-time Tools for In-Situ Human Performance Assessment R. McCann. NASA In next-generation deep-space missions, astronauts are going to have to perform many more operations autonomously than they do in today’s missions, where ground support is available virtually instantaneously. Crew roles, activities, and workload will have to be carefully monitored and evaluated in order to flexibly adjust and allocate operational functions and responsibilities among mixed teams of crewmembers and intelligent software agents. I will discuss the results of an iterative research and development project that is building a predictive human modeling and simulation tool from empirical measures of operator performance, such as eye movement recordings and manual key presses, collected while the operators perform representative spacecraft tasks in a parttask ground-based simulation. I will discuss how the program could be directed to support the development of a robust, noninvasive performance-measurement tool suite that would provide a validated, real-time operator performance assessment capability. 2284.pdf