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Until recently, computer science (CS) has been predominantly taught at upper-secondary or tertiary levels. Lately, however, CS curricula have been introduced into school systems from the very first year of school. In this paper, we undertake a participatory research approach, using focus group discussions between a group of experts in the field of evaluation and assessment at the primary level (K-5). The group considered the evaluation and assessment measures they have used, what their current needs are and how the CS education community can move towards meeting those needs. We present the discussion results as a position paper, situated in the context of broader education research. The experts identified three key priorities for the education research community: creating a universal taxonomy of assessment in the primary grades (K-5), creating measurements of student progression and growth over time, and creating culturally relevant evaluations and assessments. Through identifying key priorities, this work provides direction for urgently needed resource development and research directions for K-5 evaluation and assessment.