During college many students switch from their planned major to another, particularly so when that planned major was in a Science, Technology, Engineering, or Mathematics (STEM) field. A worrying statistic shows that persistence in one of these majors is much lower for women and minorities, suggesting that this may be a leaky joint in the STEM pipeline for these two groups of students. This paper uses restricted-use data from the National Longitudinal Survey of Freshmen (NLSF) and the National Education Longitudinal Study of 1988 (NELS:88) to examine which factors contribute to persistence of all students in STEM field majors, and in particular the persistence of women and minorities. Although descriptive statistics show that a smaller percentage of women and minorities persist in a STEM field major as compared to male and nonminority students, regression analysis shows that differences in preparation and the educational experiences of these students explains much of the differences in persistence rates. Students at selective institutions with a large graduate to undergraduate student ratio and that devote a significant amount of spending to research have lower rates of persistence in STEM fields. A higher percentage of female STEM field graduate students positively impacts on the persistence of female students. However, there is little evidence that having a larger percentage of STEM field faculty members that are female increases the likelihood of persistence for women in STEM majors. These results suggest that the sorting of women and minorities into different types of undergraduate programs, as well as differences in their backgrounds have a significant impact on persistence rates.
Writing Committee for the REMAP-CAP Investigators IMPORTANCE The evidence for benefit of convalescent plasma for critically ill patients with COVID-19 is inconclusive.OBJECTIVE To determine whether convalescent plasma would improve outcomes for critically ill adults with COVID-19. DESIGN, SETTING, AND PARTICIPANTSThe ongoing Randomized, Embedded, Multifactorial, Adaptive Platform Trial for Community-Acquired Pneumonia (REMAP-CAP) enrolled and randomized 4763 adults with suspected or confirmed COVID-19 between March 9, 2020, and January 18, 2021, within at least 1 domain; 2011 critically ill adults were randomized to open-label interventions in the immunoglobulin domain at 129 sites in 4 countries. Follow-up ended on April 19, 2021. INTERVENTIONSThe immunoglobulin domain randomized participants to receive 2 units of high-titer, ABO-compatible convalescent plasma (total volume of 550 mL ± 150 mL) within 48 hours of randomization (n = 1084) or no convalescent plasma (n = 916). MAIN OUTCOMES AND MEASURESThe primary ordinal end point was organ support-free days (days alive and free of intensive care unit-based organ support) up to day 21 (range, −1 to 21 days; patients who died were assigned -1 day). The primary analysis was an adjusted bayesian cumulative logistic model. Superiority was defined as the posterior probability of an odds ratio (OR) greater than 1 (threshold for trial conclusion of superiority >99%). Futility was defined as the posterior probability of an OR less than 1.2 (threshold for trial conclusion of futility >95%). An OR greater than 1 represented improved survival, more organ support-free days, or both. The prespecified secondary outcomes included in-hospital survival; 28-day survival; 90-day survival; respiratory support-free days; cardiovascular support-free days; progression to invasive mechanical ventilation, extracorporeal mechanical oxygenation, or death; intensive care unit length of stay; hospital length of stay; World Health Organization ordinal scale score at day 14; venous thromboembolic events at 90 days; and serious adverse events. RESULTS Among the 2011 participants who were randomized (median age, 61 [IQR, 52 to 70] years and 645/1998 [32.3%] women), 1990 (99%) completed the trial. The convalescent plasma intervention was stopped after the prespecified criterion for futility was met. The median number of organ support-free days was 0 (IQR, -1 to 16) in the convalescent plasma group and 3 (IQR, -1 to 16) in the no convalescent plasma group. The in-hospital mortality rate was 37.3% (401/1075) for the convalescent plasma group and 38.4% (347/904) for the no convalescent plasma group and the median number of days alive and free of organ support was 14 (IQR, 3 to 18) and 14 (IQR, 7 to 18), respectively. The median-adjusted OR was 0.97 (95% credible interval, 0.83 to 1.15) and the posterior probability of futility (OR <1.2) was 99.4% for the convalescent plasma group compared with the no convalescent plasma group. The treatment effects were consistent across the primary outcome and the 11...
The annual U.S. News and World Report (USNWR) Guide to America's Best Colleges is a much anticipated magazine among both high-ability prospective students and college and university administrators. In this paper we use a decade of Colgate University Admitted Student Questionnaire surveys to estimate the influence of changes in a school's USNWR rank on the probability of matriculation of high-ability students. We find that the school choice of students is more responsive to changes in rank the higher (better) a school is ranked. This sensitivity to rank is independent of other objective measures of quality. As a group, women (aided and full-pay) are slightly less sensitive to the rankings than men, minorities (full-pay) are less sensitive to the rankings than non-minorities, and the rankings themselves have become more important over time for aided students. In terms of financial factors, the net cost of attendance along with the packaging of the aid matters for aided students. Finally, merit aid in general does not appear to influence high-ability full-pay students. Our results suggest that it is rational for college administrators (especially those at the highest ranked institutions) to pay attention to their USNWR rank because it is an important influence in yielding accepted students.
The annual U.S. News and World Report (USNWR) Guide to America's Best Colleges is a much anticipated magazine among both high-ability prospective students and college and university administrators. In this paper we use a decade of Colgate University Admitted Student Questionnaire surveys to estimate the influence of changes in a school's USNWR rank on the probability of matriculation of high-ability students. We find that the school choice of students is more responsive to changes in rank the higher (better) a school is ranked. This sensitivity to rank is independent of other objective measures of quality. As a group, women (aided and fullpay) are slightly less sensitive to the rankings than men, minorities (full-pay) are less sensitive to the rankings than non-minorities, and the rankings themselves have become more important over time for aided students. In terms of financial factors, the net cost of attendance along with the packaging of the aid matters for aided students. Finally, merit aid in general does not appear to influence high-ability full-pay students. Our results suggest that it is rational for college administrators (especially those at the highest ranked institutions) to pay attention to their USNWR rank because it is an important influence in yielding accepted students. AbstractThe annual U.S. News and World Report (USNWR) Guide to America's Best Colleges is a much anticipated magazine among both high-ability prospective students and college and university administrators. In this paper we use a decade of Colgate University Admitted Student Questionnaire surveys to estimate the influence of changes in a school's USNWR rank on the probability of matriculation of high-ability students. We find that the school choice of students is more responsive to changes in rank the higher (better) a school is ranked. This sensitivity to rank is independent of other objective measures of quality. As a group, women (aided and fullpay) are slightly less sensitive to the rankings than men, minorities (full-pay) are less sensitive to the rankings than non-minorities, and the rankings themselves have become more important over time for aided students. In terms of financial factors, the net cost of attendance along with the packaging of the aid matters for aided students. Finally, merit aid in general does not appear to influence high-ability full-pay students. Our results suggest that it is rational for college administrators (especially those at the highest ranked institutions) to pay attention to their USNWR rank because it is an important influence in yielding accepted students. JEL Codes: I2, I21, I22
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