Over half of community college students place into developmental education, resulting in significant financial costs. We extend previous research demonstrating that using placement tests to assign students into developmental courses results in frequent misplacement. We use Florida data to explore the extent to which students are misplaced into their first college course by more than one level. Results suggest moving away from placement tests and toward other metrics (like high school GPA) may not be as beneficial in Florida as was demonstrated in prior studies. Rather, it may be preferable to choose cutoffs that minimize misplacement than to use new metrics. States should consider their own unique contexts and examine whether they can improve placement accuracy by changing cut scores. [The paper will be published in "Educational Evaluation and Policy Analysis."]