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The Utility Value Intervention (UVI) Study in Postsecondary Gateway Science Courses, funded by Institute of Education Sciences (IES) as a large-scale intervention study, aimed to assess the effectiveness of the utility value intervention in enhancing students' academic progress (reflected in course grades) and persistence (continued enrollment in science courses and sustained interest). Specifically, the study sought to determine whether the intervention had the greatest positive impact on first-generation college students (FG), underrepresented minority students (URM), first-generation underrepresented minority students (FG-URM), and students with multiple high-risk identities.

This research was conducted within physics and chemistry courses and implemented as a multi-cohort double-blind randomized controlled trial, involving a total of 7,863 undergraduate participants across six different student cohorts and two science departments. Upon entry into the study, all students were randomly assigned to either the UVI treatment group or a control group. Randomization was stratified based on underrepresented ethnic minority status, first-generation college status, and gender to ensure balanced representation of these subgroups in both treatment and control conditions.

Students remained in their assigned condition throughout the study, even if they enrolled in both physics and chemistry courses. The number of cohorts was determined to ensure an adequate sample size for assessing the intervention's effectiveness across various student subgroups with diverse socio-demographic characteristics. Given the study's implementation within the quarter system, Cohorts 1, 3, and 5 commenced in the fall quarter, while Cohorts 0, 2, and 4 began in the winter quarter.

This Innovative Technology Experiences for Students and Teachers (ITEST) project has developed, implemented, and evaluated a series of innovative Socio-Environmental Science Investigations (SESI) using a geospatial curriculum approach. It is targeted for economically disadvantaged 9th grade high school students in Allentown, PA, and involves hands-on geospatial technology to help develop STEM-related skills. SESI focuses on societal issues related to environmental science. These issues are multi-disciplinary, involve decision-making that is based on the analysis of merged scientific and sociological data, and have direct implications for the social agency and equity milieu faced by these and other school students. This project employed a design partnership between Lehigh University natural science, social science, and education professors, high school science and social studies teachers, and STEM professionals in the local community to develop geospatial investigations with Web-based Geographic Information Systems (GIS). These were designed to provide students with geospatial skills, career awareness, and motivation to pursue appropriate education pathways for STEM-related occupations, in addition to building a more geographically and scientifically literate citizenry. The learning activities provide opportunities for students to collaborate, seek evidence, problem-solve, master technology, develop geospatial thinking and reasoning skills, and practice communication skills that are essential for the STEM workplace and beyond. Despite the accelerating growth in geospatial industries and congruence across STEM, few school-based programs integrate geospatial technology within their curricula, and even fewer are designed to promote interest and aspiration in the STEM-related occupations that will maintain American prominence in science and technology.

The SESI project is based on a transformative curriculum approach for geospatial learning using Web GIS to develop STEM-related skills and promote STEM-related career interest in students who are traditionally underrepresented in STEM-related fields. This project attends to a significant challenge in STEM education: the recognized deficiency in quality locally-based and relevant high school curriculum for under-represented students that focuses on local social issues related to the environment. Environmental issues have great societal relevance, and because many environmental problems have a disproportionate impact on underrepresented and disadvantaged groups, they provide a compelling subject of study for students from these groups in developing STEM-related skills. Once piloted in the relatively challenging environment of an urban school with many unengaged learners, the results will be readily transferable to any school district to enhance geospatial reasoning skills nationally.

The goal of the Inference-Making and Reasoning in Biology (IMRB) measure was two-fold:

1. To develop a measure that is reliable, valid, and fair across male/female, Under-Represented Minority (URM)/non-URM, and first-generation college/not first-generation students.
2. To document that the measure can predict undergraduate introductory biology course grades

Two different 15-item, 1-hour forms were developed. Examinees (4-year college students planning to take or already taking introductory biology) do not need any specific preparation or knowledge before taking the assessment, as they are given all the information they need to reason with and are asked to draw valid conclusions with that information. These forms can be used in any order and may be administered by any research or course staff. They can be given on paper or on computer, to individuals or groups, once or twice per semester.

The Longitudinal Study of American Youth (LSAY) is a project that was funded by the National Science Foundation in 1985 and was designed to examine the development of: (1) student attitudes toward and achievement in science, (2) student attitudes toward and achievement in mathematics, and (3) student interest in and plans for a career in science, mathematics, or engineering, during middle school, high school, and the first four years post-high school. The relative influence parents, home, teachers, school, peers, media, and selected informal learning experiences had on these developmental patterns was considered as well.

The older LSAY cohort, Cohort One, consisted of a national sample of 2,829 tenth-grade students in public high schools throughout the United States. These students were followed for an initial period of seven years, ending four years after high school in 1994. Cohort Two, consisted of a national sample of 3,116 seventh-grade students in public schools that served as feeder schools to the same high schools in which the older cohort was enrolled. These students were followed for an initial period of seven years, concluding with a telephone interview approximately one year after the end of high school in 1994.

Beginning in the fall of 1987, the LSAY collected a wide array of information including: (1) a science achievement test and a mathematics achievement test each fall, (2) an attitudinal and experience questionnaire at the beginning and end of each school year, (3) reports about education and experience from all science and math teachers in each school, (4) reports on classroom practice by each science and math teacher serving a LSAY student, (5) an annual 25-minute telephone interview with one parent of each student, and (6) extensive school-level information from the principal of each study school.

In 2006, the NSF funded a proposal to re-contact the original LSAY students (then in their mid-30's) to resume data collection to determine their educational and occupational outcomes. Through an extensive tracking activity which involved: (1) online tracking, (2) newsletter mailing, (3) calls to parents and other relatives, (4) use of alternative online search methods, and (5) questionnaire mailing, more than 95 percent of the original sample of 5,945 LSAY students were located or accounted for. In addition to re-contacting the students, the proposal defined a new eligible sample of approximately 5,000 students and these young adults were asked to complete a survey in 2007. A second survey was conducted in the fall of 2008 that sought to gather updated information about occupational and education outcomes and to measure the civic scientific literacy of these young adults, in which to date more than 3,200 participants have responded. A third survey was conducted in the fall of 2009 that sought to gather updated information about occupational and education outcomes and to measure the participants' use of selected informal science education resources, in which to date more than 3,200 participants have responded. A fourth survey was conducted in the fall of 2010 that sought to gather updated information about occupational and education outcomes, as well as provided questions about the participants' interactions with their children, in which to date more than 3,200 participants have responded. Finally, a fifth survey was conducted in the fall of 2011 that sought to gather updated information about education outcomes and included an expanded occupation battery for all participants, as well as an expanded spousal information battery for all participants. The 2011 questionnaire also included items about the 2011 Fukushima incident in Japan along with attitudinal items about nuclear power and global climate change. To date approximately 3,200 participants responded to the 2011 survey.

There were no surveys conducted in 2012 or 2013. Beginning in 2014 the LSAY was funded by the National Institute on Aging for five years. This data release adds the 2017 data to the previous data release that included data through 2016.

The public release data files include information collected from the national probability sample students, their parents, and the science and mathematics teachers in the students' schools. The data covers the initial seven years, beginning in the fall of 1987, as well as the data collected in the 2007, 2008, 2009, 2010, 2011, 2014, 2015, 2016, and 2017 questionnaires.

Part 1: LSAY Merged Cohort (Base File) contains student and parent data from both cohorts of the LSAY from 1987-1994 and student follow-up data from 2007-2011 and 2014-2017. Additionally, Parts 2 - 5 contain information gathered from two teacher background questionnaires and two principal questionnaires from 1987-1994.

The AP Science Impact Study, which is funded by the National Science Foundation, seeks to understand the impact of Advanced Placement Biology and Chemistry classes on the high school students who take them. It examines the effects of the updated inquiry-based curriculum on students' confidence in scientific inquiry skills and their post-high school plans, including college type, selectivity, and major. This study has policy implications for science curriculum and the next generation STEM workforce. For more information, see https://evans.uw.edu/ap-science-impact-study

Data users can find the latest version of the entire Longitudinal Study of American Youth data collection, including years 1988-1994 and 2007-2014 on ICPSR's website. See ICPSR 30263. Also, data users may explore NADAC's Longitudinal Study of American Youth (LSAY), Seventh Grade Data, 1987-1988; 2015-2016.

The Longitudinal Study of American Youth (LSAY) is a project that was funded by the National Science Foundation in 1985 and was designed to examine the development of: (1) student attitudes toward and achievement in science, (2) student attitudes toward and achievement in mathematics, and (3) student interest in and plans for a career in science, mathematics, or engineering, during middle school, high school, and the first four years post-high school. The relative influence parents, home, teachers, school, peers, media, and selected informal learning experiences had on these developmental patterns were considered as well.

The older LSAY cohort, Cohort One, consisted of a national sample of 2,829 tenth-grade students in public high schools throughout the United States. These students were followed for an initial period of seven years, ending four years after high school in 1994. Cohort Two, consisted of a national sample of 3,116 seventh-grade students in public schools that served as feeder schools to the same high schools in which the older cohort was enrolled. These students were followed for an initial period of seven years, concluding with a telephone interview approximately one year after the end of high school in 1994.

Beginning in the fall of 1987, the LSAY collected a wide array of information including: (1) a science achievement test and a mathematics achievement test each fall, (2) an attitudinal and experience questionnaire at the beginning and end of each school year, (3) reports about education and experience from all science and math teachers in each school, (4) reports on classroom practice by each science and math teacher serving a LSAY student, (5) an annual 25-minute telephone interview with one parent of each student, and (6) extensive school-level information from the principal of each study school.

In 2006, the NSF funded a proposal to re-contact the original LSAY students (then in their mid-30's) to resume data collection to determine their educational and occupational outcomes. Through an extensive tracking activity which involved: (1) online tracking, (2) newsletter mailing, (3) calls to parents and other relatives, (4) use of alternative online search methods, and (5) questionnaire mailing, more than 95 percent of the original sample of 5,945 LSAY students were located or accounted for. In addition to re-contacting the students, the proposal defined a new eligible sample of approximately 5,000 students and these young adults were asked to complete a survey in 2007. A second survey was conducted in the fall of 2008 that sought to gather updated information about occupational and education outcomes and to measure the civic scientific literacy of these young adults, in which to date more than 3,200 participants have responded. A third survey was conducted in the fall of 2009 that sought to gather updated information about occupational and education outcomes and to measure the participants' use of selected informal science education resources, in which to date more than 3,200 participants have responded. A fourth survey was conducted in the fall of 2010 that sought to gather updated information about occupational and education outcomes, as well as provided questions about the participants' interactions with their children, in which to date more than 3,200 participants have responded. Finally, a fifth survey was conducted in the fall of 2011 that sought to gather updated information about education outcomes and included an expanded occupation battery for all participants, as well as an expanded spousal information battery for all participants. The 2011 questionnaire also included items about the 2011 Fukushima incident in Japan along with attitudinal items about nuclear power and global climate change. To date approximately 3,200 participants responded to the 2011 survey.

The Longitudinal Study of American Youth (LSAY) is a project that was originally funded by the National Science Foundation in 1985 and was designed to examine the development of: (1) student attitudes toward and achievement in science, (2) student attitudes toward and achievement in mathematics, and (3) student interest in and plans for a career in science, mathematics, or engineering, during middle school, high school, and the first four years post-high school. The relative influence parents, home, teachers, school, peers, media, and selected informal learning experiences had on these developmental patterns was considered as well.

The LSAY was designed to select and follow two cohorts of students in 1987. Cohort One was a national sample of approximately 3,000 tenth grade students in public high schools throughout the United States. Cohort Two, consisted of a national sample of 3,116 seventh grade students in public schools that served as feeder schools to the same high schools in which the older cohort was enrolled. Data collection continues for Cohorts One and Two, 31 years after the study began.

In the fall of 2015, data collection began on a third cohort: Cohort Three. Cohort Three consisted of 3,721 students in the seventh grade in public schools throughout the United States. The data in this release provides seventh grade comparison data across a 28-year timespan: Cohort Two (1987-1988) and Cohort Three (2015-2016).

This study includes arts-related variables about student and parent participation in music, art, literary, dance, and theatrical pursuits. For a more details please see Description of Variables.

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.

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.

Psychology is one of the most popular undergraduate majors in American universities, despite the fact that the discipline still has many unsettled questions regarding fundamental philosophical and methodological issues. These issues may be associated with a lack of clarity regarding an accurate conception of science and the nature of the relationship between psychology and science with respect to these controversies. Kuhn (1967) has suggested that scientific paradigms are transmitted in textbooks.

To understand how the scientific status of psychology is depicted, 30 undergraduate textbooks were examined. Textbooks were examined on the following categories:

1. What constitutes science is controversial
2. Bad (Pseudo) science
3. Second demarcation problem
4. Deductive stance
5. Inductive stance
6. Verisimilitude/tentativeness of science
7. Theory ladenness of facts
8. The role of theory in hypothesis formation
9. The role of competing theories (i.e. Laudan)
10. Social constructionism (vs. natural kinds)
11. Rhetorical views of science
12. Science and biases (e.g., political influences)
13. The role of ad hoc hypotheses
14. Evolutionary epistemology
15. Recognition of conceptual problems (i.e. is it important for science to address conceptual problems or only empirical ones?)
16. Kuhnian paradigms
17. Mature vs pre-paradigm sciences
18. Strict method vs "anything goes" (i.e. Feyerabend).

Introductory, cognitive, social, and abnormal textbooks were examined.

The Early Childhood Longitudinal Study Kindergarten Class of 1998-1999, Kindergarten-Eighth Grade Full Sample includes the kindergarten, first, third, fifth, and eighth grade data collections for the Early Childhood Longitudinal Study, Kindergarten Class of 1998-1999 (ECLS-K). Unlike the public-use longitudinal files released in previous rounds, this file contains all data for all ECLS-K sample cases that have been publicly released in any of the rounds. Thus, it can be used for within-year (cross-sectional) analyses of any round of data collection and cross-year (longitudinal) analyses of combinations of rounds. It focuses on children's early school experiences beginning with kindergarten through eighth grade. It is a nationally representative sample that collects information from children, their families, their teachers, and their schools. ECLS-K provides data about the effects of a wide range of family, school, community, and individual variables on children's cognitive, social, emotional, and physical development, their early learning and early performance in school, as well as their home environment, home educational practices, school environment, classroom environment, classroom curriculum, and teacher qualifications. The list below summarizes each wave of this study.

• 1998-1999 (the Kindergarten year-Rounds 1 and 2): The ECLS-K child assessments, parent interviews, and teacher questionnaires were conducted in the fall. Children, parents, and teachers participated again in the spring, along with school administrators.

• 1999-2000 (the First grade year-Rounds 3 and 4): The ECLS-K conducted child assessments and parent interviews for a 30 percent sub-sample in the fall. The full sample of children, parents, teachers, and school administrators participated in the spring.

• 2002 (the Third grade year-Round 5): The ECLS-K conducted child assessments and parent interviews in the spring. Teachers and school administrators completed questionnaires.

• 2004 (the Fifth grade year-Round 6): The ECLS-K conducted child assessments and parent interviews in the spring. Teachers and school administrators completed questionnaires.

• 2007 (the Eighth grade year-Round 7): The ECLS-K followed the children into middle school. Information was collected from the children, their parents, teachers, and school administrators.

For more detailed information about this data collection, please refer to the user guide.