A Data Based Assessment of Research Doctorate Programs in the United States

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1 A Data Based Assessment of Resear rch Doctorate Programs in the United States National Research Council Initial Analysis for University of California, Davis Graduat te Program in Neuroscience

2 Table of Contents About the NRC Study... 1 UC Davis Coordination... 1 Rankings by Lead Dean... S Rankings by Lead Dean... R Rankings by Lead Dean... Dimensional Measures... Research Activity by Lead Dean... Student Support & Outcomes by Lead Dean... 5 Diversity by Lead Dean... 6 Neuroscience (GNES)... 7 Distribution of Range of Rankings by Percentile within the NRC Field... 9 Key to Distribution of Range of Rankings Tables... 9 Distribution of Range of Rankings... 9 Graphs of Program Rankings All NRC Rankings, by Program S Rankings by Field R Rankings by Field... 1 Dimensional Measures... Research Activity by Field... Student Support & Outcomes by Field... Diversity by Field... NRC Tables... 1 Dimensional Measures... 6 Page ii

3 About the NRC Study The National Research Council (NRC) has reported the results of its latest project to assess U.S. research doctorate programs. This is the most comprehensive survey of research doctorate programs in the United States. The NRC has reported data for 5000 programs at 1 different institutions across 6 fields of study. Each participating university provided data at an institutional level, at the program level and at the faculty level. Additionally, students in five selected fields were invited to complete questionnaires regarding their programs. The assessment offers data for each program on 0 characteristic variables: Publications per allocated faculty member Citations per publication Percent faculty with grants Percent faculty Interdisciplinary Percent non Asian minority faculty Percent female faculty Awards per allocated faculty Average GRE Q Percent 1st yr. students with full support Percent 1st yr. students with external funding Percent non Asian minority students Percent female students Percent international students Average PhDs 00 to 006 Percent completing within 6 years Time to degree Percent students in academic positions Student work space Health insurance Number of student activities offered The assessment also illustrates how the data can be used to rank the quality of programs based on the importance of particular characteristics to various users. It does not include an authoritative declaration of the 'best programs' in given fields, as the study committee concluded that no single such ranking can be produced in an unambiguous and rigorous way. Rather, to illustrate how the data can be used to assess and compare the quality of programs, the report offers five sets of rankings of programs in each field. These illustrative rankings should not be interpreted as definitive conclusions about the relative quality of doctoral programs, nor are they endorsed as such by the National Research Council. Rather, they demonstrate how the data can be used to rank programs based on the importance of particular characteristics to various users in this case, to faculty at participating institutions. The approach used to generate the illustrative rankings incorporates both data on program characteristics and faculty values. For each program, the study analyzed data on 0 characteristics, "weighing" the data according to the characteristics valued most by faculty in that field. The rankings are given in broad ranges rather than as single numbers, to reflect some of the uncertainties inherent in any effort to rank programs by quality. The full set of illustrative rankings includes overall rankings based on weights of characteristic variables determined from a direct survey that asked faculty to rate the importance of the 0 different program characteristics in determining the quality of a program (S weights). In addition, a second set of rankings is based on an indirect way of determining the importance faculty attach to various characteristics. First, groups of randomly selected faculty were asked to rate the quality of a sample of representative programs in their field. Based on the sample program ratings, weights were assigned to each of the 0 characteristics using statistical techniques (R weights). Additional rankings are based on research activity, student support and outcomes and diversity of the academic environment. UC Davis Coordination Jeffery Gibeling, Dean of Graduate Studies, was designated to serve as the UC Davis Institutional Coordinator (IC) for this project. In that capacity, he is the campus liaison to the NRC. Helen Frasier, Director of Analysis and Policy, Office of Graduate Studies, is the principal technical coordinator and contact person for the NRC Assessment Survey on the Davis campus. In July 006, each eligible program was asked to name a Program Responder (faculty or staff) who will serve as the principal contact person for that program. Page 1

4 Rankings by Lead Dean S Rankings by Lead Dean SOM & SOVM L&S: SS L&S: MPS L&S: HARCS Engineering CA&ES Biological Sciences Population Biology (n=9) Plant Biology (1) 5 9 Molecular, Cellular & Integrative Physiology (6) Neuroscience (9) Genetics (65) 56 Biophysics (9) Biochemistry & Molecular Biology (9) Cell & Developmental Biology (1) Animal Behavior (9) 51 Entomology () 1 7 Agricultural & Resource Economics () Nutritional Biology () Food Science () Ecology (9) 5 Plant Pathology (1) 7 Geography (9) 10 Ecology (w/ SDSU) (9) 56 Pharmacology & Toxicology (1) Agricultural & Environmental Chemistry () Soils & Biogeochemistry (9) Civil & Environmental Engineering (1) 6 Materials Science and Engineering () 7 Chemical Engineering (106) 1 1 Computer Science (16) 51 Biomedical Engineering (7) 6 5 Transportation Technology & Policy (1) Electrical & Computer Engineering (16) 5 Mechanical & Aeronautical Engineering () 55 Applied Science Engineering (1) Spanish (60) 1 6 Performance Studies (7) Music (6) 1 Comparative Literature (6) 1 French () English (1) Applied Mathematics () Mathematics () 9 Statistics (61) 1 Chemistry () Physics (1) Geology (10) 6 Anthropology () 7 1 Political Science (105) 7 6 Psychology (6) 1 57 Economics (1) 9 History (1) 0 Sociology (1) Philosophy (90) 5 Microbiology (7) Immunology (7) 56 Comparative Pathology (7) Epidemiology () Page

5 R Rankings by Lead Dean SOM & SOVM L&S: SS L&S: MPS L&S: HARCS Engineering CA&ES Biological Sciences Plant Biology (n=1) 1 5 Molecular, Cellular & Integrative Physiology (6) 7 Population Biology (9) 0 Animal Behavior (9) 9 1 Genetics (65) 1 0 Neuroscience (9) 5 Biochemistry & Molecular Biology (9) 7 Biophysics (9) Cell & Developmental Biology (1) 6 Ecology (9) 1 Nutritional Biology () 1 5 Agricultural & Resource Economics () 5 Entomology () 10 Food Science () 1 Plant Pathology (1) 11 6 Geography (9) 1 9 Pharmacology & Toxicology (1) 7 Ecology (w/ SDSU) (9) 5 71 Agricultural & Environmental Chemistry () 5 Soils & Biogeochemistry (9) Civil & Environmental Engineering (1) 11 Materials Science and Engineering () 1 Biomedical Engineering (7) 1 Mechanical & Aeronautical Engineering () 65 Chemical Engineering (106) Computer Science (16) 5 Applied Science Engineering (1) 6 Electrical & Computer Engineering (16) 5 Transportation Technology & Policy (1) 7 Performance Studies (7) 6 Music (6) 9 Comparative Literature (6) 10 6 Spanish (60) 1 French () 5 English (1) Applied Mathematics () 5 Statistics (61) Mathematics () 7 Chemistry () Physics (1) 61 Geology (10) 5 Anthropology () 1 1 Philosophy (90) 5 Political Science (105) 0 5 Psychology (6) 67 History (1) 9 50 Sociology (1) 9 60 Economics (1) 56 Microbiology (7) 1 Epidemiology () 1 5 Comparative Pathology (7) 50 Immunology (7) Page

6 Dimensional Measures Research Activity by Lead Dean SOM & SOVM L&S: SS L&S: MPS L&S: HARCS Engineering CA&ES Biological Sciences Population Biology (n=9) Plant Biology (1) Biophysics (9) Molecular, Cellular & Integrative Physiology (6) Genetics (65) Neuroscience (9) Biochemistry & Molecular Biology (9) Cell & Developmental Biology (1) Animal Behavior (9) Agricultural & Resource Economics () Entomology () Food Science () Nutritional Biology () Plant Pathology (1) Ecology (9) Geography (9) Pharmacology & Toxicology (1) Ecology (w/ SDSU) (9) Agricultural & Environmental Chemistry () Soils & Biogeochemistry (9) Materials Science and Engineering () Civil & Environmental Engineering (1) Chemical Engineering (106) Computer Science (16) Biomedical Engineering (7) Transportation Technology & Policy (1) Mechanical & Aeronautical Engineering () Electrical & Computer Engineering (16) Applied Science Engineering (1) Spanish (60) Music (6) Performance Studies (7) Comparative Literature (6) French () English (1) Applied Mathematics () Mathematics () Chemistry () Statistics (61) Physics (1) Geology (10) Political Science (105) Anthropology () Psychology (6) Economics (1) History (1) Sociology (1) Philosophy (90) Microbiology (7) Epidemiology () Immunology (7) Comparative Pathology (7) Page

7 Student Support & Outcomes by Lead Dean SOM & SOVM L&S: SS L&S: MPS L&S: HARCS Engineering CA&ES Biological Sciences Biophysics (n=9) Neuroscience (9) 51 Population Biology (9) 5 Molecular, Cellular & Integrative Physiology (6) 6 Genetics (65) Animal Behavior (9) 5 Cell & Developmental Biology (1) Plant Biology (1) Biochemistry & Molecular Biology (9) Ecology (w/ SDSU) (9) 9 Entomology () Agricultural & Resource Economics () 5 Food Science () 5 Nutritional Biology () 5 Ecology (9) 51 Geography (9) 10 Agricultural & Environmental Chemistry () 11 Pharmacology & Toxicology (1) 5 Plant Pathology (1) 6 Soils & Biogeochemistry (9) 55 Materials Science and Engineering () 5 Biomedical Engineering (7) 7 9 Transportation Technology & Policy (1) 5 Chemical Engineering (106) Computer Science (16) 0 Civil & Environmental Engineering (1) 9 Mechanical & Aeronautical Engineering () 57 Electrical & Computer Engineering (16) Applied Science Engineering (1) Comparative Literature (6) 1 1 Performance Studies (7) 10 5 Spanish (60) 11 9 French () 1 Music (6) 1 English (1) Statistics (61) 6 Applied Mathematics () 9 Physics (1) Mathematics () Geology (10) Chemistry () Political Science (105) 5 Anthropology () 1 1 Philosophy (90) History (1) 6 Sociology (1) Economics (1) 51 Psychology (6) Microbiology (7) Immunology (7) 7 Comparative Pathology (7) 55 Epidemiology () Page 5

8 Diversity by Lead Dean SOM & SOVM L&S: SS L&S: MPS L&S: HARCS Engineering CA&ES Biological Sciences Animal Behavior (n=9) Genetics (65) Neuroscience (9) Molecular, Cellular & Integrative Physiology (6) Cell & Developmental Biology (1) Biochemistry & Molecular Biology (9) Plant Biology (1) Population Biology (9) Biophysics (9) Entomology () Geography (9) Food Science () Nutritional Biology () Ecology (9) Agricultural & Resource Economics () Ecology (w/ SDSU) (9) Agricultural & Environmental Chemistry () Plant Pathology (1) Soils & Biogeochemistry (9) Pharmacology & Toxicology (1) Chemical Engineering (106) Materials Science and Engineering () Biomedical Engineering (7) Computer Science (16) Transportation Technology & Policy (1) Civil & Environmental Engineering (1) Applied Science Engineering (1) Electrical & Computer Engineering (16) Mechanical & Aeronautical Engineering () Performance Studies (7) Spanish (60) Comparative Literature (6) Music (6) French () English (1) Statistics (61) Geology (10) Applied Mathematics () Chemistry () Mathematics () Physics (1) History (1) Economics (1) Anthropology () Sociology (1) Philosophy (90) Political Science (105) Psychology (6) Microbiology (7) Immunology (7) Comparative Pathology (7) Epidemiology () Page 6

9 Neuroscience (GNES) Program ID: 0067 Broad Field: Biological and Health Sciences Field: Neuroscience and Neurobiology Website: # Programs: 9 Size Quartile: 5 th Percentile: 95 th Percentile: Width of Rankings Band: R Rankings: 5 5 S Rankings: 69 6 DIMENSIONAL RANKINGS: Research Activity: 1 5 Student Support & Outcomes: 51 Diversity: DATA: RESEARCH ACTIVITY: Average Number of Publications ( ) per Allocated Faculty, 006: 1. Average Citations per Publication:.9 Percent of Faculty with Grants, 006:.% Awards per Allocated Faculty Member, 006: 0.51 DATA: STUDENT SUPPORT & OUTCOMES: Percent of First Year Students with Full Financial Support, Fall 005: 100.0% Average Completion Ratio, 6 Years or Less: 56.7% Median Time to Degree (Full and Part Time Graduates), 006: 6. Percent with Academic Plans: 0.9% Collects Data About Post Graduation Employment: Yes DATA: DIVERSITY: Non Asian Minority Faculty as a Percent of Total Core and New Faculty, 006: 9.5% Female Faculty as a Percent of Total Core and New Faculty, 006: 5.% Non Asian Minority Students as a Percent of Total Students, Fall 005:.0% Female Students as a Percent of Total Students, Fall 005: 55.% International Students as a Percent of Total Students, Fall 005: 1.% DATA: OTHER OVERALL RANKING MEASURES: Average Number of Ph.D.s Graduated, :.0 Percent of Interdisciplinary Faculty, 006: 7.% Average GRE Scores, : 707 Percent of Students with External Fellowships, 005: 0.0% Is Student Work Space Provided? Yes Is Health Insurance Provided? Yes Number of Student Activities (Max=): Page 7

10 DATA: NOT USED IN RANKING: Total Faculty, Number of Allocated Faculty, Assistant Professors as a Percent of Total Faculty, % Tenured Faculty as a Percent of Total Faculty, % Number of Core and New Faculty, 006 Number of Students Enrolled, Fall 005 Average Annual First Year Enrollment, Percent of Students with Research Assistantships, Fall % Percent of Students with Teaching Assistantships, Fall 005 0% DATA: STUDENT ACTIVITIES: KEY: 1=provided for by institution; =program support only; =both institutional and program support; =neither institutional nor program support. Orientation for New Graduate Students International Student Orientation 1 Language Screening / Support Prior to Teaching 1 Instruction in Writing 1 Instruction in Statistics 1 Prizes / Awards for Teaching or Research Assistance / Training in Proposal Writing On campus Graduate Research Conferences Formal Training in Academic Integrity Active Graduate Student Association Staff Assigned to the Graduate Student Association 1 Financial Support for the Graduate Student Association 1 Posted Academic Grievance Procedure Dispute Resolution Procedure Regular Graduate Programs Directors / Coordinators Meetings Annual Review of All Enrolled Doctoral Students Organized Training to Help Students Improve Teaching Skills 1 Travel Support to Attend Professional Meetings Count of Student Activities 1 Page

11 Distribution of Range of Rankings by Percentile within the NRC Field Key to Distribution of Range of Rankings Tables KEY: NRC Broad Field Example NRC Broad Field NRC Field UCD Program [program range of rankings] NRC Field. VALUES = Cut off of percentile rankings YELLOW = Range of rankings in top 5% of field overall BLUE = Range of rankings in top 10% of field overall PINK = Range of rankings in top 5% (or 1 st Quartile) of field overall GREEN, program name not highlighted Range of rankings as high as nd Quartile overall PURPLE, program name not highlighted Range of rankings as high as rd Quartile overall GREY, program name not highlighted Range of rankings as high as th Quartile overall MIXED SCORES: The range of rankings for a program does not always fall within the same set of percentiles within the distribution. In such instances, the program's range can only be reported in terms of the highest range in which both rankings fall. For example: Mixed 5% and 10% scores = range in top 10% of field overall Mixed Q and Q1 scores = range in nd Quartile of field overall NRC s 5th Percentile Ranking Percentile Distribution of Rankings in Field Top Top 1st nd rd th 5% 10% Q Q Q Q NRC s 95th Percentile Ranking Percentile Distribution of Rankings in Field Top Top 1st nd rd th 5% 10% Q Q Q Q x x x x x x x x x x x x x x x x x x x x x x x x x Distribution of Range of Rankings Biological and Health Sciences: Neuroscience and Neurobiology 5th Percentile Ranking 95th Percentile Ranking NRC Field UCD Program [program range of rankings] 5% 10% 1st Q nd Q rd Q th Q 5% 10% 1st Q nd Q rd Q th Q S Rankings UCD: Neuroscience [ 69] x x R Rankings UCD: Neuroscience [ 5] x x Research Activity UCD: Neuroscience [ 1] x x Student Support & Outcomes UCD: Neuroscience [ 51] x x Diversity UCD: Neuroscience [ ] x x Page 9

12 Graphs of Program Rankings All NRC Rankings, by Program Neuroscience S Ranking 69 R Ranking 5 DM: Research Activity 1 DM: Student Support & Outcomes 51 DM: Diversity Programs Ranked = 9 Page 10

13 S Rankings by Field NRC S Rankings by Field: Neuroscience and Neurobiology (page 1) MASS. INSTITUTE OF TECHNOLOGY HARVARD UNIV. STANFORD UNIV. UNIV. OF CALIFORNIA SAN DIEGO JOHNS HOPKINS UNIV. UNIV. OF CALIFORNIA IRVINE BRANDEIS UNIV. UNIV. OF CALIFORNIA SAN FRANCISCO YALE UNIV. UNIV. OF CALIFORNIA BERKELEY UNIV. OF TEXAS SOUTHWESTERN MEDICAL COLUMBIA UNIV. IN THE CITY OF NEW Y CALIFORNIA INSTITUTE OF TECHNOLOGY UNIV. OF CALIFORNIA LOS ANGELES UNIV. OF CALIFORNIA IRVINE WASHINGTON UNIV. IN ST. LOUIS UNIV. OF PENNSYLVANIA CASE WESTERN RESERVE UNIV. UNIV. OF MICHIGAN ANN ARBOR EMORY UNIV. WAKE FOREST UNIV. UNIV. OF PITTSBURGH PITTSBURGH CAMP GEORGETOWN UNIV. STATE UNIV. OF NEW YORK AT STONY BR UNIV. OF WASHINGTON NEW YORK UNIV. VANDERBILT UNIV. NEW YORK UNIV. UNIV. OF COLORADO AT BOULDER UNIV. OF NORTH CAROLINA AT CHAPEL H BROWN UNIV. UNIV. OF IOWA DUKE UNIV. UNIV. OF MINNESOTA TWIN CITIES BOSTON UNIV. UNIV. OF ROCHESTER UNIV. OF VIRGINIA UNIV. OF WISCONSIN MADISON UNIV. OF CONNECTICUT CORNELL UNIV. UNIV. OF ARIZONA BAYLOR COLLEGE OF MEDICINE OREGON HEALTH AND SCIENCE UNIV. UCD: Neuroscience TUFTS UNIV. UNIV. OF CINCINNATI MAIN CAMPUS CORNELL UNIV Programs Ranked = 9 Page 11

14 NRC S Rankings by Field: Neuroscience and Neurobiology (page ) UNIV. OF FLORIDA UNIV. OF SOUTHERN CALIFORNIA UNIV. OF CHICAGO UNIV. OF CONNECTICUT GEORGIA STATE UNIV. UNIV. OF MIAMI PURDUE UNIV. MAIN CAMPUS UNIV. OF CHICAGO GEORGE WASHINGTON UNIV. OREGON HEALTH AND SCIENCE UNIV. UNIV. OF MARYLAND COLLEGE PARK NORTHWESTERN UNIV. WAKE FOREST UNIV. DREXEL UNIV. UNIV. OF COLORADO DENVER (UNIV. OF STATE UNIV. OF NEW YORK AT BUFFALO UNIV. OF HOUSTON UNIV. OF KENTUCKY PENN STATE UNIV. UNIV. OF TEXAS AT AUSTIN TULANE UNIV. BOSTON UNIV. UNIV. OF TOLEDO UNIV. OF ILLINOIS AT URBANA CHAMPAI STATE UNIV. OF NEW YORK HEALTH SCIE COLORADO STATE UNIV. UNIV. OF ALABAMA AT BIRMINGHAM WASHINGTON STATE UNIV. STATE UNIV. OF NEW YORK UPSTATE MED INDIANA UNIV. PURDUE UNIV. INDIANAP MICHIGAN STATE UNIV. UNIV. OF TEXAS HLTH SCI CNTR. AT HO FLORIDA STATE UNIV. UNIV. OF VERMONT UNIV. OF MASSACHUSETTS AT WORCESTER UNIV. OF LOUISVILLE UNIV. OF MASSACHUSETTS AMHERST OHIO STATE UNIV. MAIN CAMPUS LOYOLA UNIV. CHICAGO UNIV. OF UTAH IOWA STATE UNIV. INDIANA UNIV. AT BLOOMINGTON UNIV. OF ALABAMA AT BIRMINGHAM UNIFORMED SERVICES UNIV. OF THE HEA UNIV. OF CONNECTICUT FLORIDA ATLANTIC UNIV. KENT STATE UNIV. MAIN CAMPUS Programs Ranked = 9 Page 1

15 R Rankings by Field NRC R Rankings by Field: Neuroscience and Neurobiology (page 1) HARVARD UNIV. STANFORD UNIV. MASS. INSTITUTE OF TECHNOLOGY UNIV. OF CALIFORNIA SAN FRANCISCO JOHNS HOPKINS UNIV. UNIV. OF CALIFORNIA SAN DIEGO COLUMBIA UNIV. IN THE CITY OF NEW Y WASHINGTON UNIV. IN ST. LOUIS YALE UNIV. UNIV. OF CALIFORNIA BERKELEY UNIV. OF CALIFORNIA LOS ANGELES UNIV. OF PENNSYLVANIA CALIFORNIA INSTITUTE OF TECHNOLOGY OREGON HEALTH AND SCIENCE UNIV. BRANDEIS UNIV. UNIV. OF CALIFORNIA IRVINE BROWN UNIV. UNIV. OF PITTSBURGH PITTSBURGH CAMP UNIV. OF WASHINGTON UNIV. OF TEXAS SOUTHWESTERN MEDICAL CORNELL UNIV. NORTHWESTERN UNIV. UNIV. OF MICHIGAN ANN ARBOR DUKE UNIV. NEW YORK UNIV. UNIV. OF MINNESOTA TWIN CITIES UNIV. OF VIRGINIA BOSTON UNIV. EMORY UNIV. UNIV. OF NORTH CAROLINA AT CHAPEL H CASE WESTERN RESERVE UNIV. BAYLOR COLLEGE OF MEDICINE GEORGETOWN UNIV. UNIV. OF CHICAGO UNIV. OF WISCONSIN MADISON VANDERBILT UNIV. UNIV. OF ROCHESTER UCD: Neuroscience NEW YORK UNIV. WAKE FOREST UNIV. STATE UNIV. OF NEW YORK AT STONY BR UNIV. OF TEXAS AT AUSTIN UNIV. OF CHICAGO UNIV. OF CINCINNATI MAIN CAMPUS UNIV. OF COLORADO DENVER (UNIV. OF CORNELL UNIV. UNIV. OF ARIZONA Programs Ranked = 9 Page 1

16 NRC R Rankings by Field: Neuroscience and Neurobiology (page ) UNIV. OF MIAMI UNIV. OF FLORIDA UNIV. OF CALIFORNIA IRVINE UNIV. OF SOUTHERN CALIFORNIA OREGON HEALTH AND SCIENCE UNIV. UNIV. OF ILLINOIS AT URBANA CHAMPAI UNIV. OF UTAH TULANE UNIV. INDIANA UNIV. PURDUE UNIV. INDIANAP UNIV. OF IOWA UNIV. OF MARYLAND COLLEGE PARK UNIV. OF ALABAMA AT BIRMINGHAM UNIV. OF KENTUCKY BOSTON UNIV. TUFTS UNIV. UNIV. OF COLORADO AT BOULDER PENN STATE UNIV. COLORADO STATE UNIV. UNIV. OF TEXAS HLTH SCI CNTR. AT HO UNIV. OF MASSACHUSETTS AT WORCESTER UNIV. OF CONNECTICUT GEORGE WASHINGTON UNIV. UNIV. OF HOUSTON OHIO STATE UNIV. MAIN CAMPUS STATE UNIV. OF NEW YORK HEALTH SCIE PURDUE UNIV. MAIN CAMPUS FLORIDA STATE UNIV. UNIV. OF MASSACHUSETTS AMHERST UNIV. OF VERMONT UNIV. OF CONNECTICUT INDIANA UNIV. AT BLOOMINGTON DREXEL UNIV. UNIV. OF ALABAMA AT BIRMINGHAM UNIV. OF TOLEDO GEORGIA STATE UNIV. IOWA STATE UNIV. MICHIGAN STATE UNIV. STATE UNIV. OF NEW YORK UPSTATE MED WASHINGTON STATE UNIV. STATE UNIV. OF NEW YORK AT BUFFALO UNIV. OF LOUISVILLE WAKE FOREST UNIV. FLORIDA ATLANTIC UNIV. UNIFORMED SERVICES UNIV. OF THE HEA KENT STATE UNIV. MAIN CAMPUS LOYOLA UNIV. CHICAGO UNIV. OF CONNECTICUT Programs Ranked = 9 Page 1

17 Dimensional Measures Research Activity by Field NRC Research Activity Rankings by Field: Neuroscience and Neurobiology (page 1) MASS. INSTITUTE OF TECHNOLOGY STANFORD UNIV. HARVARD UNIV. UNIV. OF CALIFORNIA SAN DIEGO CALIFORNIA INSTITUTE OF TECHNOLOGY UNIV. OF CALIFORNIA SAN FRANCISCO BRANDEIS UNIV. UNIV. OF CALIFORNIA IRVINE UNIV. OF TEXAS SOUTHWESTERN MEDICAL COLUMBIA UNIV. IN THE CITY OF NEW Y JOHNS HOPKINS UNIV. UNIV. OF CALIFORNIA LOS ANGELES YALE UNIV. UNIV. OF PENNSYLVANIA WASHINGTON UNIV. IN ST. LOUIS UNIV. OF CALIFORNIA BERKELEY VANDERBILT UNIV. STATE UNIV. OF NEW YORK AT STONY BR NEW YORK UNIV. EMORY UNIV. UNIV. OF PITTSBURGH PITTSBURGH CAMP UNIV. OF MICHIGAN ANN ARBOR UNIV. OF IOWA CASE WESTERN RESERVE UNIV. OREGON HEALTH AND SCIENCE UNIV. NEW YORK UNIV. OREGON HEALTH AND SCIENCE UNIV. CORNELL UNIV. UNIV. OF WASHINGTON BROWN UNIV. UNIV. OF CALIFORNIA IRVINE TUFTS UNIV. NORTHWESTERN UNIV. DUKE UNIV. UNIV. OF CINCINNATI MAIN CAMPUS UNIV. OF ROCHESTER UNIV. OF NORTH CAROLINA AT CHAPEL H UNIV. OF ARIZONA UNIV. OF WISCONSIN MADISON UNIV. OF MIAMI BOSTON UNIV. UNIV. OF TEXAS AT AUSTIN CORNELL UNIV. UNIV. OF MINNESOTA TWIN CITIES GEORGETOWN UNIV. UNIV. OF VIRGINIA DREXEL UNIV Programs Ranked = 9 Page

18 NRC Research Activity Rankings by Field: Neuroscience and Neurobiology (page ) GEORGE WASHINGTON UNIV. UNIV. OF FLORIDA UNIV. OF COLORADO AT BOULDER UNIV. OF CONNECTICUT UNIV. OF COLORADO DENVER (UNIV. OF UNIV. OF ALABAMA AT BIRMINGHAM UCD: Neuroscience MICHIGAN STATE UNIV. INDIANA UNIV. PURDUE UNIV. INDIANAP BOSTON UNIV. UNIV. OF MASSACHUSETTS AT WORCESTER WASHINGTON STATE UNIV. UNIV. OF SOUTHERN CALIFORNIA UNIV. OF VERMONT WAKE FOREST UNIV. BAYLOR COLLEGE OF MEDICINE UNIV. OF ILLINOIS AT URBANA CHAMPAI UNIV. OF CHICAGO WAKE FOREST UNIV. TULANE UNIV. UNIV. OF CHICAGO UNIV. OF KENTUCKY UNIV. OF MARYLAND COLLEGE PARK COLORADO STATE UNIV. UNIV. OF TEXAS HLTH SCI CNTR. AT HO GEORGIA STATE UNIV. PENN STATE UNIV. STATE UNIV. OF NEW YORK HEALTH SCIE STATE UNIV. OF NEW YORK UPSTATE MED LOYOLA UNIV. CHICAGO FLORIDA STATE UNIV. UNIV. OF HOUSTON STATE UNIV. OF NEW YORK AT BUFFALO UNIV. OF UTAH INDIANA UNIV. AT BLOOMINGTON UNIV. OF MASSACHUSETTS AMHERST OHIO STATE UNIV. MAIN CAMPUS PURDUE UNIV. MAIN CAMPUS IOWA STATE UNIV. UNIFORMED SERVICES UNIV. OF THE HEA UNIV. OF CONNECTICUT UNIV. OF LOUISVILLE UNIV. OF TOLEDO UNIV. OF ALABAMA AT BIRMINGHAM FLORIDA ATLANTIC UNIV. UNIV. OF CONNECTICUT KENT STATE UNIV. MAIN CAMPUS Programs Ranked = 9 Page

19 Student Support & Outcomes by Field NRC Student Support & Outcomes by Field: Neuroscience and Neurobiology (page 1) UNIV. OF CONNECTICUT UNIV. OF CALIFORNIA IRVINE WAKE FOREST UNIV. STATE UNIV. OF NEW YORK AT BUFFALO UNIV. OF FLORIDA UNIV. OF CONNECTICUT UNIV. OF LOUISVILLE UNIV. OF CHICAGO UNIV. OF HOUSTON UNIV. OF WISCONSIN MADISON UNIV. OF CALIFORNIA BERKELEY UNIV. OF COLORADO AT BOULDER MASS. INSTITUTE OF TECHNOLOGY WAKE FOREST UNIV. GEORGIA STATE UNIV. UNIV. OF CINCINNATI MAIN CAMPUS UNIV. OF CHICAGO JOHNS HOPKINS UNIV. CORNELL UNIV. UNIV. OF ARIZONA GEORGETOWN UNIV. UNIV. OF TEXAS SOUTHWESTERN MEDICAL PENN STATE UNIV. UNIV. OF MINNESOTA TWIN CITIES BAYLOR COLLEGE OF MEDICINE STATE UNIV. OF NEW YORK HEALTH SCIE UCD: Neuroscience KENT STATE UNIV. MAIN CAMPUS UNIV. OF MARYLAND COLLEGE PARK VANDERBILT UNIV. BRANDEIS UNIV. EMORY UNIV. UNIV. OF NORTH CAROLINA AT CHAPEL H WASHINGTON UNIV. IN ST. LOUIS TUFTS UNIV. TULANE UNIV. BROWN UNIV. UNIV. OF IOWA COLORADO STATE UNIV. FLORIDA STATE UNIV. UNIV. OF VIRGINIA YALE UNIV. NEW YORK UNIV. LOYOLA UNIV. CHICAGO CASE WESTERN RESERVE UNIV. STATE UNIV. OF NEW YORK UPSTATE MED BOSTON UNIV Programs Ranked = 9 Page

20 NRC Student Support & Outcomes by Field: Neuroscience and Neurobiology (page ) HARVARD UNIV. GEORGE WASHINGTON UNIV. UNIV. OF CALIFORNIA IRVINE UNIV. OF CALIFORNIA SAN DIEGO UNIV. OF SOUTHERN CALIFORNIA UNIV. OF MASSACHUSETTS AMHERST STATE UNIV. OF NEW YORK AT STONY BR OREGON HEALTH AND SCIENCE UNIV. UNIV. OF TOLEDO CALIFORNIA INSTITUTE OF TECHNOLOGY PURDUE UNIV. MAIN CAMPUS STANFORD UNIV. UNIV. OF VERMONT UNIV. OF CALIFORNIA LOS ANGELES DUKE UNIV. DREXEL UNIV. WASHINGTON STATE UNIV. UNIV. OF PENNSYLVANIA UNIV. OF ROCHESTER FLORIDA ATLANTIC UNIV. UNIV. OF CALIFORNIA SAN FRANCISCO UNIV. OF COLORADO DENVER (UNIV. OF UNIV. OF MICHIGAN ANN ARBOR NEW YORK UNIV. UNIV. OF KENTUCKY OHIO STATE UNIV. MAIN CAMPUS CORNELL UNIV. UNIFORMED SERVICES UNIV. OF THE HEA UNIV. OF CONNECTICUT UNIV. OF ALABAMA AT BIRMINGHAM UNIV. OF UTAH COLUMBIA UNIV. IN THE CITY OF NEW Y UNIV. OF MIAMI NORTHWESTERN UNIV. UNIV. OF TEXAS AT AUSTIN MICHIGAN STATE UNIV. UNIV. OF WASHINGTON INDIANA UNIV. AT BLOOMINGTON UNIV. OF ILLINOIS AT URBANA CHAMPAI UNIV. OF PITTSBURGH PITTSBURGH CAMP IOWA STATE UNIV. OREGON HEALTH AND SCIENCE UNIV. BOSTON UNIV. UNIV. OF TEXAS HLTH SCI CNTR. AT HO UNIV. OF ALABAMA AT BIRMINGHAM INDIANA UNIV. PURDUE UNIV. INDIANAP UNIV. OF MASSACHUSETTS AT WORCESTER Programs Ranked = 9 Page

21 Diversity by Field NRC Diversity Rankings by Field: Neuroscience and Neurobiology (page 1) PURDUE UNIV. MAIN CAMPUS UNIV. OF COLORADO AT BOULDER UNIV. OF CALIFORNIA IRVINE CASE WESTERN RESERVE UNIV. GEORGETOWN UNIV. UNIV. OF MASSACHUSETTS AMHERST BRANDEIS UNIV. UNIV. OF NORTH CAROLINA AT CHAPEL H UNIV. OF HOUSTON MICHIGAN STATE UNIV. WAKE FOREST UNIV. UNIV. OF MARYLAND COLLEGE PARK DUKE UNIV. UNIV. OF CALIFORNIA IRVINE GEORGIA STATE UNIV. OHIO STATE UNIV. MAIN CAMPUS UNIV. OF CONNECTICUT BOSTON UNIV. LOYOLA UNIV. CHICAGO FLORIDA STATE UNIV. TUFTS UNIV. UNIV. OF ALABAMA AT BIRMINGHAM MASS. INSTITUTE OF TECHNOLOGY UNIV. OF VIRGINIA UNIV. OF CONNECTICUT IOWA STATE UNIV. UNIV. OF ILLINOIS AT URBANA CHAMPAI UCD: Neuroscience UNIV. OF MASSACHUSETTS AT WORCESTER NORTHWESTERN UNIV. EMORY UNIV. UNIV. OF CHICAGO UNIV. OF TEXAS AT AUSTIN WASHINGTON STATE UNIV. UNIV. OF SOUTHERN CALIFORNIA UNIV. OF MICHIGAN ANN ARBOR DREXEL UNIV. UNIV. OF CALIFORNIA LOS ANGELES GEORGE WASHINGTON UNIV. COLORADO STATE UNIV. CORNELL UNIV. UNIV. OF TOLEDO CORNELL UNIV. UNIV. OF ALABAMA AT BIRMINGHAM NEW YORK UNIV. UNIV. OF TEXAS SOUTHWESTERN MEDICAL STATE UNIV. OF NEW YORK AT STONY BR Programs Ranked = 9 Page

22 NRC Diversity Rankings by Field: Neuroscience and Neurobiology (page ) UNIV. OF CONNECTICUT STATE UNIV. OF NEW YORK AT BUFFALO UNIV. OF KENTUCKY UNIV. OF MIAMI UNIV. OF ROCHESTER UNIV. OF PITTSBURGH PITTSBURGH CAMP UNIV. OF CALIFORNIA SAN FRANCISCO STANFORD UNIV. UNIV. OF MINNESOTA TWIN CITIES UNIFORMED SERVICES UNIV. OF THE HEA UNIV. OF WISCONSIN MADISON COLUMBIA UNIV. IN THE CITY OF NEW Y VANDERBILT UNIV. UNIV. OF COLORADO DENVER (UNIV. OF WAKE FOREST UNIV. OREGON HEALTH AND SCIENCE UNIV. UNIV. OF TEXAS HLTH SCI CNTR. AT HO UNIV. OF CALIFORNIA SAN DIEGO STATE UNIV. OF NEW YORK HEALTH SCIE UNIV. OF PENNSYLVANIA UNIV. OF CINCINNATI MAIN CAMPUS UNIV. OF UTAH STATE UNIV. OF NEW YORK UPSTATE MED UNIV. OF LOUISVILLE UNIV. OF FLORIDA YALE UNIV. HARVARD UNIV. PENN STATE UNIV. BAYLOR COLLEGE OF MEDICINE BROWN UNIV. FLORIDA ATLANTIC UNIV. OREGON HEALTH AND SCIENCE UNIV. TULANE UNIV. UNIV. OF ARIZONA KENT STATE UNIV. MAIN CAMPUS UNIV. OF IOWA UNIV. OF VERMONT JOHNS HOPKINS UNIV. UNIV. OF CALIFORNIA BERKELEY BOSTON UNIV. INDIANA UNIV. PURDUE UNIV. INDIANAP INDIANA UNIV. AT BLOOMINGTON WASHINGTON UNIV. IN ST. LOUIS UNIV. OF WASHINGTON CALIFORNIA INSTITUTE OF TECHNOLOGY NEW YORK UNIV. UNIV. OF CHICAGO Programs Ranked = 9 Page 0

23 NRC Tables TABLE 1: Standardized Program Values and Range of Regression-Based (R) and Survey-Based (S) Coefficients Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) (Col 7) (Col ) Program Program Value Regression Coefficients Survey-Based Coefficients Description Variable Value* Standardized** Minus 1 SD*** Plus 1 SD*** Minus 1 SD*** Plus 1 SD*** Publications per Allocated Faculty V to to 0.1 Cites per Publication V to to Percent Faculty with Grants V.% to to 0.9 Percent Faculty Interdisciplinary V 7.7% to to 0.05 Percent Non-Asian Minority Faculty V5 9.5% to to Percent Female Faculty V6 5.% to to 0.0 Awards per Allocated Faculty V to to 0.06 Average GRE V to to 0.07 Percent 1st yr. Students with Full Support V % to to 0.0 Percent 1st yr. Students with External Funding V10 0% to to 0.0 Percent Non-Asian Minority Students V11.00% to to 0.0 Percent Female Students V1 55.6% to to 0.0 Percent International Students V1 1.% to to 0.00 Average PhDs 00 to 006 V to to 0.0 Percent Completing within 6 Years V 56.67% to to 0.06 Time to Degree Full and Part Time V to to -0.0 Percent Students in Academic Positions V 0.% to to 0.0 Student Work Space V to to Health Insurance V to to Number of Student Activities Offered V to to 0.05 * Col shows data submitted by the program or calculated from these data. ** Col shows the standardized program value across all program values in the field, with mean of 0 and variance of 1. *** Col 5 shows Minus 1 Standard Deviation from the Mean for the regression-based coefficients for the field as a whole *** Col 6 shows Plus 1 Standard Deviation from the Mean for the regression-based coefficients for the field as a whole *** Col 7 shows Minus 1 Standard Deviation from the Mean for the survey-based coefficients for the field as a whole *** Col shows Plus 1 Standard Deviation from the Mean for the survey-based coefficients for the field as a whole Page 1

24 TABLE a: 5th Percentile for the Regression-Based (R) Ranking Calculation Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Regression Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Percent Faculty Interdisciplinary V 7.7% Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Awards per Allocated Faculty V Average GRE V Percent 1st yr. Students with Full Support V % Percent 1st yr. Students with External Funding V10 0% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Average PhDs 00 to 006 V Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Student Work Space V Health Insurance V Number of Student Activities Offered V Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 5th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the regression-based weight for each variable Page

25 TABLE b: 95th Percentile for the Regression-Based (R) Ranking Calculation Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Regression Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Percent Faculty Interdisciplinary V 7.7% Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Awards per Allocated Faculty V Average GRE V Percent 1st yr. Students with Full Support V % Percent 1st yr. Students with External Funding V10 0% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Average PhDs 00 to 006 V Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Student Work Space V Health Insurance V Number of Student Activities Offered V Program Ranking: 5 of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 95th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the regression-based weights for each variable (See Appendix A). Page

26 TABLE a: 5th Percentile for the Survey-Based (S) Ranking Calculation Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Percent Faculty Interdisciplinary V 7.7% Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Awards per Allocated Faculty V Average GRE V Percent 1st yr. Students with Full Support V % Percent 1st yr. Students with External Funding V10 0% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Average PhDs 00 to 006 V Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Student Work Space V Health Insurance V Number of Student Activities Offered V Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 5th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable Page

27 TABLE b: 95th Percentile for the Survey-Based (S) Ranking Calculation Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Percent Faculty Interdisciplinary V 7.7% Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Awards per Allocated Faculty V Average GRE V Percent 1st yr. Students with Full Support V % Percent 1st yr. Students with External Funding V10 0% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Average PhDs 00 to 006 V Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Student Work Space V Health Insurance V Number of Student Activities Offered V Program Ranking: 69 of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 95th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable Page 5

28 Dimensional Measures TABLE a: 5th Percentile Dimensional Ranking Calculation: Research Activity UNIVERSITY OF CALIFORNIA- Institution Name: DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Awards per Allocated Faculty V Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 5th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. TABLE b: 95th Percentile Dimensional Ranking Calculation: Research Activity UNIVERSITY OF CALIFORNIA- Institution Name: DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Publications per Allocated Faculty V Cites per Publication V Percent Faculty with Grants V.% Awards per Allocated Faculty V Program Ranking: 1 of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 95th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. Page 6

29 TABLE 5a: 5th Percentile Dimensional Ranking Calculation: Student Support and Outcomes UNIVERSITY OF CALIFORNIA- Institution Name: DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Percent 1st yr. Students w/ Full Support V % Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Program Collects Outcomes Data V Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 5th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. TABLE 5b: 95th Percentile Dimensional Ranking Calculation: Student Support and Outcomes UNIVERSITY OF CALIFORNIA- Institution Name: DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Percent 1st yr. Students with Full Support V % Percent Completing within 6 Years V 56.67% Time to Degree Full and Part Time V Percent Students in Academic Positions V 0.% Program Collects Outcomes Data V Program Ranking: 51 of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 95th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. Page 7

30 TABLE 6a: 5th Percentile Dimensional Ranking Calculation: Diversity of the Academic Environment Institution Name: UNIVERSITY OF CALIFORNIA-DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 5th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. TABLE 6b: 95th Percentile Dimensional Ranking Calculation: Diversity of the Academic Environment UNIVERSITY OF CALIFORNIA- Institution Name: DAVIS Program: Neuroscience Program ID: 0067 (Col 1) (Col ) (Col ) (Col ) (Col 5) (Col 6) Standardized Program Program Value Survey-Based Product of Description Variable Value* with Variation Coefficient Col X Col 5 Percent Non-Asian Minority Faculty V5 9.5% Percent Female Faculty V6 5.% Percent Non-Asian Minority Students V11.00% Percent Female Students V1 55.6% Percent International Students V1 1.% Program Ranking: of 9 programs * Col is based on data submitted by the program or calculated from these data. Col is standardized value for the set of perturbed program values that produced the 95th percentile ranking. Standardized values have a mean of 0 and variance of 1. Col 5 is the survey-based weights for each variable. Page

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