Guest lecture presentation for the AED16B course (Curriculum and Assessment in Early Childhood Education) at the National Institute of Education, Singapore. This session explores how to harmonize psychometric rigor with holistic, play-based pedagogy. Topics include authentic observational assessment, construct validity in early childhood, mitigating measurement error, and designing a continuous curriculum-assessment feedback loop.

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The goal of this assignment is to fill in the missing ratings for every movie that a survey participant left unrated because they hadn’t seen it, allowing us to generate customized recommendations for unseen titles.

USDA Agricultural Chickens Production for Pennsylvania Surrounding COVID-19 Period, across five-year span (2018-2022).