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This study investigated female pre-service elementary teachers’ (PSETs) (N = 138) conceptions of engineers and engineering with the focus on their K-12 education settings (rural, suburban, and urban contexts). Analysis of PSETs’ drawings of engineers and narratives of drawings indicated a diversity of unique, similar, and different conceptions of engineers and engineering across context, and thus, illuminated the nature of the relationship between K-12 education settings and participants’ prior knowledge of engineers and engineering. The diversity expressed by the uniqueness, similarities, and differences across does not normalize one context over the other or relegate any one context to a position of deficit and thus advertently and/or inadvertently make harmful connections between K-12 education settings and conceptions of engineers and engineering.