Interesting study! For me, robot eyes have always been about self preservation. Construction robots are forced to work in a hostile environment. By making them childlike, they trigger parental instincts that make them beloved and hence increase safety/adoption.
Robot Eyes Design Strategy for Safety and Adoption
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