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36 ACT Assessment ACT Assessment cutoff ACT Assessment score ACT scale score ACT score Assessment cutoff score College Course Outcome course outcome data Course Outcome Placement cutoff score estimated Distribution of ACT Effects of Soft effects of truncation enroll Estimated Conditional Probability estimated optimal cutoff Estimated Success Rate estimated validity statistics estimates of PN Flat slope FlGURE Group 1 steep Group and Truncation hard truncation condition high skewness Joint Distribution logistic curve logistic regression curve maximum mean AP medium skewness negative skewness observations occurred for Placement optimal ACT Assessment optimal cutoff score Outcome Placement Group Probability of Success proportions of true random variable Rate Placement Group remedial course scale score point Score and College simulated placement groups simulating soft truncation soft truncation conditions standard course outcome Steep slope Students who score Success Placement Group truncation 20 truncation 40 truncation Hard truncation Truncation on Estimated Truncation Placement group zero skewness