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This qualitative case study investigated how unplugged activities with robots provide young children with opportunities to develop concepts related to computational thinking in naturalistic settings. The participants were 5-year-old children (N=18) enrolled in a child care center located in South Korea. Participation observations and informal interviews with the teachers over five weeks indicate that incorporating unplugged robotics curriculum in an early childhood classroom created a developmentally appropriate and playful environment for children to collectively learn the basic concepts of computational thinking through teacher and peer scaffolding. The findings suggest that screen-free, unplugged robotics can help children learn the foundational concepts and skills they need for our increasingly digital and technological society.