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• Artifacts, including our RPP request for proposal and scoring rubric, which we discussed extensively in our manuscript.

The Center for Analysis of Postsecondary Readiness (CAPR) was established in 2014 through a grant from the U.S. Department of Education's Institute of Education Sciences (IES) to document current practices in developmental education and to rigorously assess the effects of innovative programs. CAPR is led by the Community College Research Center (CCRC) at Teachers College, Columbia University, and social policy research organization MDRC.

CAPR's research includes a nationally representative survey of two- and four-year colleges. The survey is designed to help researchers and others better understand the approaches used by colleges and states to assess students' college readiness, deliver developmental instruction, and provide non-classroom-based student supports for students assessed as needing developmental education. The survey identifies emerging reform strategies, the extent to which colleges are scaling different practices, and the factors driving the adoption of these practices.

China's dramatic economic and educational changes over the past 20 years have stimulated concerns about the education of children in rural areas. Recent empirical studies give evidence of growing disparities in educational opportunities between urban and rural areas and socio-economic and geographic inequities in basic-level educational participation within rural areas. These studies also point to a persisting gender gap in enrollment and to the disproportionate impact of poverty on girls' educational participation (Hannum 1998b; Zhang 1998). This study focused on the influence of poverty on the schooling of 11 to 14 year-old children in rural Gansu, an interior province in Northwest China characterized by high rates of rural poverty and a substantial dropout problem. Substantively, this study was innovative in adopting an integrated approach: it focused on the community, family, and school contexts in which children are educated. Methodologically, the study combined information on children's academic performance and school characteristics, with a household-based sample that allowed examination of the academic experiences of children who have left the education system as well as those who have persisted in it. Finally, the project was the baseline wave for the first large-scale, longitudinal study devoted to education and social inequality conducted in rural China. Results of this study contribute to an understanding of basic social stratification processes and provide insights for developing intervention strategies to improve educational access and effectiveness in rural China.

Wave 1 of this study (2000) has been archived and is available for download at ICPSR-DSDR. For information about Waves 2-4 (2004, 2007, 2009), please see the Gansu Survey of Children and Families Web site.

MT21 is a cross-national study of the preparation of middle school mathematics teachers. Countries participating included Chinese Taipei (Taiwan), South Korea (Korea), Bulgaria, Germany, Mexico, and the United States. Data were collected from teachers in their first and last year of preparation by sampling institutions in each country. Future teachers were asked about their backgrounds, course-taking and program activities, knowledge relevant to their teaching (mathematical and pedagogical), and beliefs and perspectives on content and pedagogy.

The 1995 Third International Mathematics and Science Study (TIMSS) data revealed that countries with higher achievement have teachers who teach substantially different content than that of their less accomplished counterparts (see Schmidt et al., 1996; Schmidt et al., 2001). The 1996 Report of the National Commission on Teaching and America's Future argued that what teachers know and do in the classroom matters for pupil learning. It also argued that teacher education might be a viable policy tool to improve the quality of education (National Commission on Teaching and America's Future, 1996). United States reform efforts are consistent with this line of thought. They have introduced standards to measure teacher quality as it relates to student achievement. This, in turn, led to accountability concerns regarding teacher preparation programs (INTASC, 1995; Murray, 2000; Leithwood, Edge and Jantzi, 1999; NCATE, 2000).

The MT21 Project was designed to answer the following question: how shall we prepare our future teachers to teach a more rigorous curriculum to all students? Several assumptions were made going into this work: the concepts and models defining teacher preparation are not fixed across the world. Recognizing and understanding this diversity to develop a cross-national study of teacher preparation poses a complex and challenging problem. It is hoped that the resulting international data would not only serve to provide policy insights but would also bring about change by making visible contrasts with other countries in terms of teacher preparation in the United States.

The Taiwan Education Panel Survey (TEPS) is a national longitudinal project initiated by Academia Sinica and jointly funded by Ministry of Education, the National Science Council, and Academia Sinica. The objective of TEPS is to stimulate more basic research in the fields of education, sociology, economics, and psychology by employing large scale panel data on representative samples of students, and their parents, teachers, and school administrators. In a nutshell, TEPS has five distinguishing features: (1) Theory driven: The focus is on the skills, behavioral, values, and psychological consequences of schooling institutions and family environments of students. Factors that are found in the literature to affect students' learning outcomes are all included. Specifically speaking, an AOE model of learning outcomes, representing learning capabilities (Ability), learning opportunities (Opportunity), and the amount of effort made by the students (Effort), serves as a guiding framework for questionnaire development. Ability and effort are more on students themselves while opportunities covers family, teachers, and school environment, peers, and so forth.

(2) Student centered and multidimensional and multi-levels: Central to the project were questionnaire surveys of students. The data collection extends to cover the most influential actors in their learning environment: parents, teachers, and schools. It covered nested multiple levels of data - individual students, classes, and schools, etc.

(3) Panel surveys covering multiple programs and multiple cohorts: Students in junior high (G7 to G9), senior high (G10 to G12), vocational (G10 to G12), and junior college (G10 to G14) programs were administered for data collection. All students were followed at least twice. A portion of them were followed four times at G7, G9, G11, and G12. In light of the ongoing transformation of the Taiwanese educational system in 1990s, the project started with two cohorts of approximately 40,000 students, making it possible to employ a quasi-experimental design in future analysis.

(4) National representative samples of the students: Students under data collection were representative samples of the 1984/85 and 1988/89 birth cohorts. Weighting is provided according to the probabilistic sampling design.

(5) Public goods: Data are made available to the public as soon as the data collection and data cleaning is completed, thereby providing an important resource for both academic and policy research.

The Teacher Quality Grants Texas project is a broad, ongoing evaluative study with the goal of better understanding the professional growth in teachers who have self-selected to participate in focused, long-term professional development in mathematics or science provided by the Teacher Quality Granting Program (TQGP). The TQGP, funded through No Child Left Behind (NCLB), aims to improve the quality of teaching which, in turn, leads to improved student achievement.

The 2012-2014 cycle of this study includes administrative and qualitative data, much of which contain observation notes and comments from trained raters observing teachers in their classroom environments. The data include ratings on classroom activities, organization, student attention, type of student cognition, instructional inquiry demonstrated by teacher, and types of assessment. Teachers in the classroom were also rated on instructional, discourse, assessment, and curriculum factors. Additionally, the data contain pre- and post-scores of content tests taken by teachers at the high school level. Administrative data on teachers includes academic degree type, college hours in project topic area, whether teacher had an alternative emergency certificate, grade level(s) taught, teaching assignments related to grant topic area, certification exams passed before and after the grant project, teaching assignment after grant project, reason for leaving grant project, and number of project days and hours by year.

Additional qualitative data in this study includes participant reflective writings and interview transcripts. Teachers responded to a series of eight reflective prompts designed to elicit participant growth in subject matter, pedagogy, use of instructional technology, and development within a professional community of practice. A subset of teacher-participants were also interviewed by phone, during the summer following a year of grant participation.

The Teacher Quality Grants Texas project was a broad, evaluative study with the goal of better understanding the professional growth in teachers who self-selected to participate in focused, long-term professional development in mathematics or science provided by the Teacher Quality Granting Program (TQGP). The TQGP, funded through No Child Left Behind (NCLB), aimed to improve the quality of teaching which, in turn, leads to improved student achievement.

The 2014-2016 cycle of this study includes administrative and qualitative data, much of which contain observation notes and comments from trained raters observing teachers in their classroom environments. The data also include ratings on classroom activities, organization, student attention, type of student cognition, instructional inquiry demonstrated by teacher, and types of assessment. Teachers in the classroom were also rated on instructional, discourse, assessment, and curriculum factors. Additional, the data contain pre- and post-scores of content tests taken by teachers at the high school level. Administrative data on teachers includes academic degree type, college hours in project topic area, whether teacher had an alternative emergency certificate, grade level(s) taught, teaching assignments related to grant topic area, certification exams passed before and after the grant project, teaching assignment after grant project, reason for leaving grant project, and number of project days and hours by year.

Additional qualitative data in this study includes participant reflective writings and interview transcripts. Teachers responded to a series of eight reflective prompts designed to elicit participant growth in subject matter, pedagogy, use of instructional technology, and development within a professional community of practice. A subset of teacher-participants were also interviewed by phone, during the summer following a year of grant participation.