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AAR was greater accuracy rate ACT Assessment score ACT Assessment test ACT English American College Testing Analytic Trigonometry Assessment score model Assessment test scores associated with course CGIS College Algebra compared to Models Comparison of Models conditional probability course level course placement decisions course success delta accsracy rate Descriptive Statistics greater AARs high school average high school courses high school subject Iowa City least one predictor logistic regression lower-level courses Maximsm AAR Max Models Across Institstions nsmber of ssss number of courses Optimsm cstoff ssre optimum cutoff scores parenthsis refer placement group Placement Models placement validity indices predictor variables probability of success rate and AAR remedial and standard remedial courses remedial English school average model school courses taken school subject area score and high single predictor models skills and knowledge smpstation ssss where AAR standard courses standard mathematics courses statistically significantly associated subject area average subject area scores valss in parenthsis