Approaches to Learning (AtL) is an umbrella construct describing children's attitudes, habits, and learning styles as they engage in learning. First introduced by the National Education Goals Panel to indicate a child's readiness to learn in school, AtL includes openness to new tasks, initiative, task persistence, and imagination. Over the years, this construct has been studied in various ways, leading to inconsistencies in terms, operationalizations, and measurements. This paper examined the issues surrounding the inconsistencies in previous research on AtL in studies focused on prekindergarten children. One consistency included the broad set of characteristics attributed to the construct of AtL, resulting in a jingle fallacy. Another inconsistency occurred when researchers used different terms to describe similar constructs, resulting in a jangle fallacy. In this case, adjustment, behavioral engagement, and classroom participation were reported as separate constructs in the literature yet were measured using AtL measurements. The paper concluded by offering ways to reduce the conceptual clutter surrounding AtL.