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A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD) (2011)

Chapter: Appendix F: R and S Coefficients by Fields

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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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Suggested Citation:"Appendix F: R and S Coefficients by Fields." National Research Council. 2011. A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD). Washington, DC: The National Academies Press. doi: 10.17226/12994.
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APPENDIX F R AND S COEFFICIENTS BY FIELDS 247

248 APPENDIX F R-Based R-Based R-Based S-Based S-Based S-Based Aerospace Engineering .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.077 0.112 0.012 0.077 0.112 0.012 Cites Per Publication -0.065 0.023 0.025 -0.065 0.023 0.025 Grants per Allocated Faculty -0.005 0.035 0.013 -0.005 0.035 0.013 Percent Faculty Interdisciplinary -0.042 0.014 0.018 -0.042 0.014 0.018 percent Non-Asian Minority Faculty -0.080 0.019 0.029 -0.080 0.019 0.029 Percent Female Faculty 0.052 0.079 0.009 0.052 0.079 0.009 Awards per Allocated Faculty 0.087 0.123 0.011 0.087 0.123 0.011 Average GRE-Q -0.002 0.063 0.020 -0.002 0.063 0.020 Percent First-Year Students with Full Support -0.053 -0.006 0.014 -0.053 -0.006 0.014 Percent First-Year Students with Portable Fellowships -0.071 -0.009 0.021 -0.071 -0.009 0.021 Percent Non-Asian Minority Students -0.083 0.004 0.028 -0.083 0.004 0.028 Percent Female Students -0.020 0.012 0.013 -0.020 0.012 0.013 Percent International Students -0.116 -0.082 0.012 -0.116 -0.082 0.012 Average PhDs 2002 to 2006 0.163 0.214 0.015 0.163 0.214 0.015 Percent Completing within 6 Years -0.007 0.067 0.019 -0.007 0.067 0.019 Time to Degree Full and Part Time -0.045 0.009 0.017 -0.045 0.009 0.017 Percent Students in Academic Positions 0.011 0.082 0.021 0.011 0.082 0.021 Student Workspace -0.005 0.048 0.017 -0.005 0.048 0.017 Health Insurance 0.011 0.056 0.014 0.011 0.056 0.014 Number of Student Activities 0.006 0.065 0.020 0.006 0.065 0.020 R-Based R-Based R-Based S-Based S-Based S-Based Agricultural. And Resource Economics .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.032 0.068 0.038 0.170 0.184 0.004 Cites Per Publication 0.114 0.249 0.046 0.130 0.145 0.004 Grants per Allocated Faculty 0.024 0.100 0.027 0.105 0.118 0.004 Percent Faculty Interdisciplinary -0.037 -0.019 0.006 0.037 0.048 0.003 percent Non-Asian Minority Faculty -0.004 0.071 0.022 0.006 0.011 0.001 Percent Female Faculty -0.096 -0.011 0.031 0.006 0.010 0.001 Awards per Allocated Faculty -0.005 0.116 0.035 0.076 0.088 0.004 Average GRE-Q 0.082 0.124 0.013 0.078 0.088 0.003 Percent First-Year Students with Full Support -0.036 0.052 0.028 0.047 0.055 0.003 Percent First-Year Students with Portable Fellowships -0.017 0.043 0.018 0.025 0.031 0.002 Percent Non-Asian Minority Students -0.022 0.048 0.018 0.012 0.016 0.002 Percent Female Students -0.112 -0.049 0.023 0.008 0.012 0.001 Percent International Students -0.005 0.031 0.012 0.009 0.013 0.001 Average PhDs 2002 to 2006 0.116 0.219 0.039 0.033 0.040 0.002 Percent Completing within 6 Years -0.025 0.042 0.023 0.040 0.048 0.003 Time to Degree Full and Part Time -0.025 0.048 0.024 -0.027 -0.021 0.002 Percent Students in Academic Positions -0.032 0.022 0.016 0.089 0.098 0.003 Student Workspace -0.023 0.023 0.014 0.004 0.006 0.001 Health Insurance -0.056 0.016 0.021 0.001 0.003 0.001 Number of Student Activities -0.007 0.048 0.017 0.027 0.034 0.002

APPENDIX F 249 American Studies R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.018 0.052 0.022 0.128 0.151 0.007 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.050 -0.016 0.011 0.019 0.034 0.004 Percent Faculty Interdisciplinary -0.060 -0.001 0.015 0.086 0.106 0.006 percent Non-Asian Minority Faculty 0.032 0.097 0.022 0.080 0.097 0.005 Percent Female Faculty -0.053 0.004 0.017 0.042 0.055 0.004 Awards per Allocated Faculty 0.083 0.131 0.015 0.070 0.093 0.007 Average GRE-Q 0.131 0.172 0.012 0.024 0.035 0.004 Percent First-Year Students with Full Support 0.012 0.049 0.010 0.074 0.087 0.004 Percent First-Year Students with Portable Fellowships -0.007 0.026 0.011 0.015 0.024 0.003 Percent Non-Asian Minority Students 0.018 0.075 0.015 0.071 0.082 0.004 Percent Female Students -0.020 0.034 0.016 0.036 0.045 0.003 Percent International Students -0.068 0.012 0.023 0.006 0.012 0.002 Average PhDs 2002 to 2006 0.104 0.145 0.014 0.018 0.027 0.003 Percent Completing within 6 Years -0.031 0.024 0.017 0.059 0.071 0.004 Time to Degree Full and Part Time -0.079 -0.025 0.015 -0.030 -0.021 0.003 Percent Students in Academic Positions 0.043 0.096 0.017 0.078 0.091 0.004 Student Workspace -0.045 0.003 0.014 0.001 0.004 0.001 Health Insurance -0.016 0.044 0.019 0.011 0.019 0.003 Number of Student Activities 0.096 0.138 0.012 0.044 0.057 0.004 Animal Science R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.026 0.105 0.026 0.150 0.159 0.003 Cites Per Publication -0.090 0.034 0.041 0.081 0.091 0.003 Grants per Allocated Faculty -0.040 0.019 0.018 0.143 0.153 0.003 Percent Faculty Interdisciplinary -0.028 0.034 0.022 0.066 0.075 0.003 percent Non-Asian Minority Faculty -0.085 -0.014 0.023 0.007 0.011 0.001 Percent Female Faculty -0.013 0.050 0.017 0.009 0.013 0.001 Awards per Allocated Faculty 0.028 0.085 0.017 0.058 0.068 0.003 Average GRE-Q 0.051 0.126 0.028 0.059 0.067 0.002 Percent First-Year Students with Full Support -0.043 0.020 0.021 0.067 0.075 0.002 Percent First-Year Students with Portable Fellowships -0.047 0.050 0.029 0.022 0.027 0.002 Percent Non-Asian Minority Students -0.077 0.031 0.029 0.014 0.017 0.001 Percent Female Students -0.014 0.074 0.030 0.014 0.018 0.001 Percent International Students 0.000 0.118 0.038 0.007 0.011 0.001 Average PhDs 2002 to 2006 0.102 0.170 0.026 0.036 0.042 0.002 Percent Completing within 6 Years -0.034 0.055 0.021 0.055 0.062 0.002 Time to Degree Full and Part Time -0.083 -0.004 0.025 -0.029 -0.024 0.001 Percent Students in Academic Positions -0.027 0.056 0.030 0.086 0.094 0.002 Student Workspace -0.080 -0.016 0.021 0.003 0.005 0.001 Health Insurance -0.020 0.061 0.027 0.005 0.007 0.001 Number of Student Activities 0.066 0.120 0.020 0.031 0.036 0.002

250 APPENDIX F Anthropology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.025 0.055 0.012 0.149 0.157 0.002 Cites Per Publication 0.025 0.062 0.016 0.076 0.084 0.002 Grants per Allocated Faculty -0.022 0.012 0.010 0.104 0.113 0.003 Percent Faculty Interdisciplinary 0.006 0.056 0.015 0.053 0.059 0.002 percent Non-Asian Minority Faculty -0.048 0.033 0.026 0.030 0.035 0.002 Percent Female Faculty -0.028 0.010 0.011 0.026 0.031 0.001 Awards per Allocated Faculty 0.108 0.143 0.017 0.059 0.066 0.002 Average GRE-Q 0.035 0.091 0.019 0.043 0.048 0.001 Percent First-Year Students with Full Support 0.003 0.040 0.012 0.063 0.069 0.002 Percent First-Year Students with Portable Fellowships 0.037 0.123 0.028 0.035 0.039 0.001 Percent Non-Asian Minority Students -0.008 0.078 0.023 0.032 0.036 0.001 Percent Female Students -0.031 0.044 0.023 0.018 0.022 0.001 Percent International Students 0.036 0.064 0.009 0.017 0.021 0.001 Average PhDs 2002 to 2006 0.107 0.153 0.012 0.021 0.024 0.001 Percent Completing within 6 Years -0.037 0.076 0.034 0.060 0.065 0.001 Time to Degree Full and Part Time -0.018 0.039 0.016 -0.028 -0.025 0.001 Percent Students in Academic Positions 0.057 0.083 0.010 0.082 0.087 0.002 Student Workspace -0.025 0.024 0.014 0.005 0.007 0.001 Health Insurance 0.043 0.111 0.019 0.008 0.010 0.001 Number of Student Activities 0.047 0.090 0.016 0.043 0.048 0.001 Applied Mathematics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.040 0.069 0.010 0.131 0.143 0.004 Cites Per Publication 0.069 0.093 0.010 0.120 0.134 0.004 Grants per Allocated Faculty 0.061 0.131 0.020 0.126 0.139 0.004 Percent Faculty Interdisciplinary 0.031 0.083 0.014 0.055 0.066 0.003 percent Non-Asian Minority Faculty -0.025 0.019 0.014 0.004 0.008 0.001 Percent Female Faculty -0.036 -0.005 0.009 0.006 0.010 0.001 Awards per Allocated Faculty 0.041 0.084 0.012 0.086 0.099 0.004 Average GRE-Q 0.061 0.093 0.013 0.062 0.071 0.003 Percent First-Year Students with Full Support -0.037 0.036 0.019 0.059 0.068 0.003 Percent First-Year Students with Portable Fellowships 0.004 0.041 0.011 0.042 0.050 0.003 Percent Non-Asian Minority Students -0.025 0.037 0.017 0.010 0.014 0.001 Percent Female Students -0.045 -0.030 0.006 0.013 0.018 0.001 Percent International Students -0.085 -0.009 0.026 0.015 0.022 0.002 Average PhDs 2002 to 2006 0.058 0.113 0.019 0.037 0.044 0.002 Percent Completing within 6 Years 0.021 0.044 0.007 0.044 0.051 0.002 Time to Degree Full and Part Time 0.011 0.073 0.017 -0.027 -0.022 0.002 Percent Students in Academic Positions -0.031 0.057 0.023 0.069 0.076 0.002 Student Workspace 0.074 0.117 0.015 0.005 0.008 0.001 Health Insurance -0.034 0.052 0.036 0.003 0.005 0.001 Number of Student Activities -0.065 0.019 0.034 0.018 0.024 0.002

APPENDIX F 251 R-Based R-Based R-Based S-Based S-Based S-Based Art History .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.022 0.124 0.035 0.171 0.184 0.004 Cites Per Publication None None None None None None Grants per Allocated Faculty 0.001 0.077 0.028 0.073 0.085 0.004 Percent Faculty Interdisciplinary 0.032 0.083 0.015 0.070 0.083 0.004 percent Non-Asian Minority Faculty -0.037 0.033 0.024 0.025 0.032 0.002 Percent Female Faculty -0.010 0.064 0.025 0.034 0.042 0.003 Awards per Allocated Faculty 0.016 0.072 0.017 0.095 0.109 0.004 Average GRE-Q 0.100 0.148 0.015 0.053 0.061 0.003 Percent First-Year Students with Full Support 0.080 0.124 0.014 0.071 0.079 0.002 Percent First-Year Students with Portable Fellowships 0.028 0.066 0.012 0.022 0.028 0.002 Percent Non-Asian Minority Students 0.022 0.069 0.015 0.025 0.031 0.002 Percent Female Students -0.025 0.091 0.040 0.016 0.021 0.001 Percent International Students -0.062 -0.003 0.017 0.021 0.028 0.002 Average PhDs 2002 to 2006 0.138 0.223 0.033 0.026 0.033 0.002 Percent Completing within 6 Years -0.002 0.039 0.015 0.064 0.072 0.002 Time to Degree Full and Part Time -0.031 0.015 0.016 -0.029 -0.023 0.002 Percent Students in Academic Positions 0.022 0.081 0.019 0.085 0.093 0.002 Student Workspace -0.051 0.031 0.029 0.003 0.005 0.001 Health Insurance 0.027 0.078 0.017 0.006 0.010 0.001 Number of Student Activities -0.018 0.028 0.015 0.042 0.050 0.002 Astrophysics and Astronomy R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.058 0.102 0.012 0.126 0.139 0.004 Cites Per Publication 0.012 0.042 0.010 0.146 0.159 0.004 Grants per Allocated Faculty 0.035 0.074 0.013 0.144 0.155 0.004 Percent Faculty Interdisciplinary 0.002 0.054 0.017 0.016 0.023 0.002 percent Non-Asian Minority Faculty 0.006 0.037 0.010 0.003 0.006 0.001 Percent Female Faculty -0.007 0.028 0.012 0.018 0.023 0.002 Awards per Allocated Faculty 0.104 0.149 0.016 0.080 0.092 0.003 Average GRE-Q 0.099 0.117 0.006 0.059 0.066 0.002 Percent First-Year Students with Full Support -0.016 0.056 0.025 0.050 0.058 0.002 Percent First-Year Students with Portable Fellowships 0.026 0.048 0.008 0.038 0.046 0.002 Percent Non-Asian Minority Students -0.036 -0.007 0.009 0.007 0.010 0.001 Percent Female Students -0.050 -0.017 0.011 0.024 0.030 0.002 Percent International Students -0.004 0.030 0.010 0.007 0.010 0.001 Average PhDs 2002 to 2006 0.152 0.176 0.011 0.022 0.027 0.002 Percent Completing within 6 Years -0.054 -0.005 0.016 0.052 0.059 0.002 Time to Degree Full and Part Time 0.051 0.091 0.013 -0.032 -0.027 0.002 Percent Students in Academic Positions 0.021 0.097 0.025 0.078 0.085 0.002 Student Workspace -0.025 0.017 0.012 0.006 0.009 0.001 Health Insurance -0.062 -0.008 0.020 0.004 0.007 0.001 Number of Student Activities 0.019 0.058 0.011 0.025 0.031 0.002

252 APPENDIX F Biochemistry, Biophysics, and Structural R-Based R-Based R-Based S-Based S-Based S-Based Biology .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.071 0.116 0.013 0.138 0.144 0.002 Cites Per Publication 0.108 0.123 0.008 0.098 0.104 0.002 Grants per Allocated Faculty 0.011 0.056 0.015 0.167 0.172 0.002 Percent Faculty Interdisciplinary -0.035 0.057 0.032 0.041 0.046 0.002 percent Non-Asian Minority Faculty -0.034 0.007 0.015 0.008 0.010 0.001 Percent Female Faculty -0.044 0.036 0.025 0.014 0.016 0.001 Awards per Allocated Faculty 0.109 0.149 0.012 0.058 0.063 0.002 Average GRE-Q 0.054 0.102 0.017 0.077 0.082 0.002 Percent First-Year Students with Full Support -0.017 0.051 0.022 0.054 0.059 0.001 Percent First-Year Students with Portable Fellowships 0.029 0.087 0.019 0.043 0.047 0.001 Percent Non-Asian Minority Students -0.021 0.011 0.011 0.019 0.022 0.001 Percent Female Students -0.071 -0.039 0.011 0.016 0.019 0.001 Percent International Students -0.052 -0.012 0.014 0.008 0.010 0.001 Average PhDs 2002 to 2006 0.077 0.120 0.013 0.025 0.028 0.001 Percent Completing within 6 Years -0.046 0.029 0.025 0.053 0.057 0.001 Time to Degree Full and Part Time -0.006 0.052 0.018 -0.033 -0.030 0.001 Percent Students in Academic Positions -0.053 0.029 0.025 0.075 0.079 0.001 Student Workspace -0.068 0.005 0.021 0.004 0.005 0.000 Health Insurance -0.014 0.029 0.014 0.004 0.006 0.000 Number of Student Activities 0.035 0.076 0.014 0.032 0.035 0.001 Biomedical Engineering and Bioengineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.096 0.141 0.011 0.123 0.132 0.003 Cites Per Publication 0.012 0.053 0.016 0.099 0.109 0.003 Grants per Allocated Faculty 0.032 0.063 0.012 0.153 0.161 0.002 Percent Faculty Interdisciplinary -0.021 0.023 0.012 0.058 0.065 0.002 percent Non-Asian Minority Faculty -0.021 -0.006 0.005 0.009 0.013 0.001 Percent Female Faculty -0.040 -0.018 0.006 0.010 0.014 0.001 Awards per Allocated Faculty 0.040 0.071 0.009 0.056 0.063 0.002 Average GRE-Q 0.069 0.101 0.009 0.065 0.071 0.002 Percent First-Year Students with Full Support 0.069 0.097 0.008 0.060 0.066 0.002 Percent First-Year Students with Portable Fellowships -0.006 0.030 0.009 0.053 0.059 0.002 Percent Non-Asian Minority Students -0.035 0.017 0.015 0.019 0.023 0.001 Percent Female Students 0.032 0.068 0.014 0.016 0.019 0.001 Percent International Students -0.052 -0.028 0.012 0.006 0.009 0.001 Average PhDs 2002 to 2006 0.141 0.177 0.011 0.038 0.043 0.002 Percent Completing within 6 Years -0.002 0.056 0.014 0.047 0.052 0.002 Time to Degree Full and Part Time 0.058 0.092 0.009 -0.026 -0.022 0.001 Percent Students in Academic Positions 0.022 0.086 0.014 0.074 0.080 0.002 Student Workspace -0.038 -0.014 0.006 0.006 0.008 0.001 Health Insurance -0.005 0.035 0.012 0.004 0.006 0.001 Number of Student Activities 0.024 0.059 0.014 0.029 0.033 0.001

APPENDIX F 253 R-Based R-Based R-Based S-Based S-Based S-Based Cell and Developmental Biology .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.027 0.101 0.051 0.127 0.133 0.002 Cites Per Publication 0.039 0.111 0.026 0.097 0.104 0.002 Grants per Allocated Faculty -0.034 0.091 0.044 0.165 0.170 0.002 Percent Faculty Interdisciplinary 0.017 0.093 0.024 0.039 0.044 0.002 percent Non-Asian Minority Faculty -0.056 0.000 0.017 0.010 0.012 0.001 Percent Female Faculty -0.059 0.037 0.027 0.017 0.020 0.001 Awards per Allocated Faculty 0.068 0.153 0.026 0.056 0.061 0.002 Average GRE-Q 0.040 0.085 0.016 0.077 0.082 0.002 Percent First-Year Students with Full Support -0.006 0.064 0.022 0.056 0.061 0.001 Percent First-Year Students with Portable Fellowships -0.027 0.061 0.028 0.040 0.044 0.001 Percent Non-Asian Minority Students -0.042 0.016 0.022 0.023 0.026 0.001 Percent Female Students -0.005 0.069 0.021 0.018 0.022 0.001 Percent International Students -0.025 0.015 0.013 0.007 0.009 0.001 Average PhDs 2002 to 2006 0.094 0.161 0.024 0.021 0.024 0.001 Percent Completing within 6 Years 0.022 0.140 0.043 0.058 0.062 0.001 Time to Degree Full and Part Time 0.002 0.117 0.041 -0.034 -0.031 0.001 Percent Students in Academic Positions -0.044 0.010 0.017 0.077 0.081 0.001 Student Workspace -0.094 0.041 0.041 0.004 0.005 0.000 Health Insurance -0.039 0.035 0.025 0.004 0.005 0.000 Number of Student Activities -0.004 0.060 0.018 0.035 0.039 0.001 Chemical Engineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.049 0.129 0.029 0.146 0.154 0.002 Cites Per Publication 0.055 0.091 0.011 0.133 0.141 0.003 Grants per Allocated Faculty 0.029 0.054 0.007 0.136 0.143 0.002 Percent Faculty Interdisciplinary 0.017 0.066 0.015 0.037 0.044 0.002 percent Non-Asian Minority Faculty 0.002 0.048 0.015 0.005 0.008 0.001 Percent Female Faculty -0.057 0.000 0.017 0.007 0.010 0.001 Awards per Allocated Faculty 0.074 0.113 0.011 0.086 0.095 0.003 Average GRE-Q 0.028 0.088 0.021 0.062 0.068 0.002 Percent First-Year Students with Full Support 0.029 0.059 0.009 0.061 0.067 0.002 Percent First-Year Students with Portable Fellowships -0.118 -0.011 0.036 0.049 0.055 0.002 Percent Non-Asian Minority Students -0.063 -0.019 0.014 0.012 0.015 0.001 Percent Female Students -0.011 0.077 0.032 0.013 0.016 0.001 Percent International Students -0.070 0.022 0.032 0.006 0.008 0.001 Average PhDs 2002 to 2006 0.115 0.242 0.046 0.053 0.057 0.001 Percent Completing within 6 Years -0.009 0.068 0.027 0.035 0.039 0.001 Time to Degree Full and Part Time -0.026 0.028 0.017 -0.023 -0.020 0.001 Percent Students in Academic Positions -0.019 0.046 0.023 0.065 0.071 0.002 Student Workspace 0.017 0.036 0.006 0.003 0.005 0.000 Health Insurance -0.004 0.044 0.016 0.002 0.003 0.000 Number of Student Activities -0.012 0.076 0.029 0.021 0.025 0.001

254 APPENDIX F Chemistry R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.022 0.156 0.070 0.146 0.151 0.002 Cites Per Publication 0.018 0.076 0.017 0.125 0.130 0.002 Grants per Allocated Faculty 0.053 0.110 0.017 0.163 0.167 0.001 Percent Faculty Interdisciplinary -0.022 0.059 0.031 0.033 0.036 0.001 percent Non-Asian Minority Faculty -0.007 0.043 0.014 0.007 0.009 0.000 Percent Female Faculty -0.049 0.001 0.014 0.011 0.013 0.001 Awards per Allocated Faculty 0.074 0.142 0.021 0.081 0.086 0.001 Average GRE-Q -0.017 0.054 0.022 0.066 0.070 0.001 Percent First-Year Students with Full Support 0.041 0.080 0.013 0.053 0.057 0.001 Percent First-Year Students with Portable Fellowships -0.049 -0.007 0.014 0.043 0.047 0.001 Percent Non-Asian Minority Students -0.051 0.045 0.024 0.015 0.017 0.001 Percent Female Students -0.044 0.019 0.019 0.016 0.018 0.001 Percent International Students -0.074 -0.030 0.013 0.007 0.009 0.001 Average PhDs 2002 to 2006 0.096 0.222 0.039 0.038 0.041 0.001 Percent Completing within 6 Years -0.056 -0.002 0.018 0.045 0.048 0.001 Time to Degree Full and Part Time -0.021 0.038 0.021 -0.025 -0.023 0.001 Percent Students in Academic Positions 0.005 0.085 0.026 0.067 0.069 0.001 Student Workspace 0.022 0.076 0.019 0.005 0.006 0.000 Health Insurance 0.011 0.078 0.020 0.003 0.004 0.000 Number of Student Activities 0.031 0.096 0.020 0.022 0.024 0.001 Civil and Environmental Engineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.059 0.125 0.021 0.148 0.155 0.002 Cites Per Publication -0.047 0.033 0.029 0.096 0.102 0.002 Grants per Allocated Faculty 0.011 0.060 0.015 0.140 0.146 0.002 Percent Faculty Interdisciplinary 0.010 0.097 0.029 0.047 0.052 0.002 percent Non-Asian Minority Faculty -0.031 0.029 0.019 0.008 0.011 0.001 Percent Female Faculty -0.044 0.008 0.016 0.010 0.013 0.001 Awards per Allocated Faculty -0.022 0.056 0.029 0.077 0.083 0.002 Average GRE-Q 0.020 0.082 0.023 0.065 0.071 0.002 Percent First-Year Students with Full Support -0.026 0.024 0.016 0.068 0.072 0.002 Percent First-Year Students with Portable Fellowships -0.043 0.000 0.014 0.047 0.052 0.002 Percent Non-Asian Minority Students -0.052 0.000 0.016 0.015 0.018 0.001 Percent Female Students -0.007 0.063 0.022 0.015 0.018 0.001 Percent International Students -0.024 0.040 0.021 0.009 0.012 0.001 Average PhDs 2002 to 2006 0.267 0.334 0.025 0.055 0.059 0.001 Percent Completing within 6 Years -0.070 0.007 0.024 0.034 0.038 0.001 Time to Degree Full and Part Time 0.043 0.104 0.019 -0.021 -0.018 0.001 Percent Students in Academic Positions -0.013 0.078 0.029 0.072 0.076 0.001 Student Workspace -0.012 0.057 0.022 0.007 0.009 0.001 Health Insurance -0.092 -0.051 0.015 0.003 0.004 0.000 Number of Student Activities 0.029 0.070 0.014 0.026 0.030 0.001

APPENDIX F 255 R-Based R-Based R-Based S-Based S-Based S-Based Classics .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.103 0.168 0.021 0.172 0.189 0.005 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.038 0.022 0.020 0.047 0.062 0.004 Percent Faculty Interdisciplinary -0.037 0.084 0.036 0.066 0.082 0.005 percent Non-Asian Minority Faculty -0.045 0.019 0.021 0.004 0.007 0.001 Percent Female Faculty 0.024 0.106 0.025 0.026 0.037 0.003 Awards per Allocated Faculty 0.006 0.069 0.020 0.100 0.117 0.005 Average GRE-Q 0.109 0.160 0.021 0.066 0.079 0.004 Percent First-Year Students with Full Support 0.079 0.157 0.024 0.084 0.096 0.004 Percent First-Year Students with Portable Fellowships -0.031 0.068 0.030 0.019 0.026 0.002 Percent Non-Asian Minority Students -0.028 0.015 0.017 0.010 0.015 0.002 Percent Female Students -0.024 0.020 0.018 0.020 0.026 0.002 Percent International Students -0.027 0.037 0.019 0.019 0.028 0.003 Average PhDs 2002 to 2006 0.129 0.181 0.016 0.030 0.040 0.003 Percent Completing within 6 Years -0.008 0.050 0.019 0.067 0.080 0.004 Time to Degree Full and Part Time -0.061 0.010 0.020 -0.041 -0.032 0.003 Percent Students in Academic Positions 0.009 0.101 0.028 0.093 0.106 0.004 Student Workspace -0.033 0.043 0.028 0.003 0.006 0.001 Health Insurance 0.032 0.092 0.020 0.006 0.011 0.002 Number of Student Activities -0.036 0.024 0.018 0.039 0.049 0.003 Communication R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.064 0.096 0.048 0.164 0.172 0.002 Cites Per Publication -0.114 0.129 0.078 0.091 0.099 0.003 Grants per Allocated Faculty -0.035 0.122 0.053 0.065 0.072 0.002 Percent Faculty Interdisciplinary 0.000 0.123 0.042 0.058 0.065 0.002 percent Non-Asian Minority Faculty -0.038 0.091 0.040 0.030 0.035 0.002 Percent Female Faculty -0.081 0.100 0.055 0.024 0.028 0.001 Awards per Allocated Faculty -0.049 0.093 0.041 0.081 0.089 0.002 Average GRE-Q -0.066 0.114 0.057 0.062 0.067 0.002 Percent First-Year Students with Full Support -0.056 0.152 0.067 0.053 0.057 0.001 Percent First-Year Students with Portable Fellowships -0.067 0.049 0.033 0.011 0.014 0.001 Percent Non-Asian Minority Students -0.090 0.031 0.037 0.035 0.039 0.001 Percent Female Students -0.053 0.130 0.060 0.018 0.021 0.001 Percent International Students -0.074 0.085 0.049 0.012 0.014 0.001 Average PhDs 2002 to 2006 -0.112 0.082 0.055 0.026 0.029 0.001 Percent Completing within 6 Years -0.082 0.091 0.047 0.063 0.068 0.001 Time to Degree Full and Part Time -0.088 0.052 0.044 -0.027 -0.023 0.001 Percent Students in Academic Positions -0.041 0.097 0.042 0.083 0.088 0.002 Student Workspace -0.066 0.110 0.060 0.003 0.005 0.000 Health Insurance -0.081 0.102 0.057 0.008 0.010 0.001 Number of Student Activities -0.076 0.107 0.056 0.043 0.048 0.002

256 APPENDIX F Comparative Literature. R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.033 0.108 0.027 0.150 0.166 0.005 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.048 0.000 0.017 0.030 0.041 0.003 Percent Faculty Interdisciplinary 0.001 0.060 0.022 0.097 0.112 0.005 percent Non-Asian Minority Faculty 0.061 0.103 0.017 0.038 0.048 0.003 Percent Female Faculty -0.056 0.059 0.043 0.033 0.043 0.003 Awards per Allocated Faculty 0.064 0.314 0.097 0.079 0.095 0.005 Average GRE-Q -0.060 0.020 0.028 0.038 0.049 0.003 Percent First-Year Students with Full Support -0.006 0.077 0.028 0.073 0.083 0.003 Percent First-Year Students with Portable Fellowships 0.030 0.075 0.018 0.022 0.030 0.002 Percent Non-Asian Minority Students 0.048 0.123 0.028 0.036 0.044 0.002 Percent Female Students 0.034 0.110 0.026 0.026 0.033 0.002 Percent International Students -0.075 -0.038 0.014 0.036 0.046 0.003 Average PhDs 2002 to 2006 -0.024 0.003 0.009 0.023 0.029 0.002 Percent Completing within 6 Years -0.079 -0.031 0.015 0.064 0.073 0.003 Time to Degree Full and Part Time -0.063 -0.015 0.017 -0.030 -0.023 0.002 Percent Students in Academic Positions 0.021 0.066 0.017 0.085 0.095 0.003 Student Workspace -0.034 0.054 0.035 0.002 0.004 0.001 Health Insurance 0.004 0.038 0.011 0.010 0.016 0.002 Number of Student Activities -0.013 0.023 0.011 0.045 0.054 0.003 Computer Science R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.096 0.193 0.023 0.157 0.166 0.002 Cites Per Publication None None None None None None Grants per Allocated Faculty 0.005 0.089 0.023 0.153 0.160 0.002 Percent Faculty Interdisciplinary 0.017 0.063 0.014 0.051 0.056 0.002 percent Non-Asian Minority Faculty 0.024 0.074 0.015 0.006 0.008 0.001 Percent Female Faculty 0.029 0.073 0.014 0.009 0.012 0.001 Awards per Allocated Faculty 0.084 0.130 0.014 0.122 0.130 0.003 Average GRE-Q 0.052 0.135 0.025 0.069 0.074 0.002 Percent First-Year Students with Full Support -0.011 0.015 0.007 0.078 0.082 0.001 Percent First-Year Students with Portable Fellowships -0.058 -0.025 0.010 0.050 0.055 0.001 Percent Non-Asian Minority Students -0.061 0.005 0.020 0.013 0.015 0.001 Percent Female Students -0.065 0.007 0.027 0.017 0.020 0.001 Percent International Students -0.031 0.006 0.012 0.011 0.014 0.001 Average PhDs 2002 to 2006 0.065 0.155 0.029 0.044 0.048 0.001 Percent Completing within 6 Years 0.019 0.050 0.009 0.043 0.047 0.001 Time to Degree Full and Part Time -0.001 0.059 0.017 -0.021 -0.019 0.001 Percent Students in Academic Positions 0.054 0.092 0.012 0.082 0.086 0.001 Student Workspace -0.009 0.026 0.011 0.009 0.011 0.000 Health Insurance -0.027 0.040 0.019 0.003 0.004 0.000 Number of Student Activities 0.033 0.088 0.020 0.027 0.030 0.001

APPENDIX F 257 R-Based R-Based R-Based S-Based S-Based S-Based Earth Sciences .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.018 0.057 0.023 0.138 0.144 0.002 Cites Per Publication 0.101 0.160 0.017 0.118 0.126 0.002 Grants per Allocated Faculty -0.053 0.007 0.020 0.138 0.144 0.002 Percent Faculty Interdisciplinary 0.015 0.077 0.019 0.053 0.059 0.002 percent Non-Asian Minority Faculty -0.043 0.037 0.026 0.006 0.008 0.001 Percent Female Faculty -0.057 0.012 0.021 0.014 0.017 0.001 Awards per Allocated Faculty 0.053 0.102 0.015 0.066 0.072 0.002 Average GRE-Q 0.089 0.180 0.026 0.063 0.068 0.002 Percent First-Year Students with Full Support -0.016 0.044 0.020 0.067 0.072 0.001 Percent First-Year Students with Portable Fellowships -0.075 0.020 0.028 0.038 0.042 0.001 Percent Non-Asian Minority Students 0.011 0.063 0.016 0.011 0.014 0.001 Percent Female Students -0.033 0.028 0.019 0.018 0.021 0.001 Percent International Students -0.100 -0.054 0.014 0.007 0.010 0.001 Average PhDs 2002 to 2006 0.051 0.101 0.015 0.037 0.040 0.001 Percent Completing within 6 Years -0.007 0.068 0.022 0.048 0.052 0.001 Time to Degree Full and Part Time 0.002 0.059 0.018 -0.028 -0.025 0.001 Percent Students in Academic Positions 0.047 0.121 0.021 0.076 0.081 0.001 Student Workspace 0.010 0.065 0.017 0.005 0.006 0.000 Health Insurance -0.044 0.040 0.025 0.004 0.005 0.000 Number of Student Activities 0.035 0.072 0.011 0.028 0.032 0.001 Ecology and Evolutionary Biology. R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.034 0.072 0.015 0.139 0.146 0.002 Cites Per Publication 0.044 0.062 0.007 0.102 0.110 0.002 Grants per Allocated Faculty -0.026 0.023 0.021 0.129 0.136 0.002 Percent Faculty Interdisciplinary -0.061 -0.041 0.008 0.054 0.061 0.002 percent Non-Asian Minority Faculty -0.061 -0.031 0.013 0.010 0.013 0.001 Percent Female Faculty 0.055 0.075 0.008 0.022 0.025 0.001 Awards per Allocated Faculty 0.067 0.087 0.007 0.054 0.061 0.002 Average GRE-Q 0.086 0.108 0.014 0.056 0.061 0.002 Percent First-Year Students with Full Support -0.016 0.044 0.024 0.067 0.073 0.002 Percent First-Year Students with Portable Fellowships -0.052 -0.023 0.010 0.047 0.052 0.001 Percent Non-Asian Minority Students -0.012 0.024 0.017 0.020 0.023 0.001 Percent Female Students 0.040 0.052 0.005 0.020 0.023 0.001 Percent International Students -0.029 0.005 0.013 0.008 0.011 0.001 Average PhDs 2002 to 2006 0.098 0.155 0.024 0.026 0.029 0.001 Percent Completing within 6 Years -0.018 -0.002 0.007 0.050 0.054 0.001 Time to Degree Full and Part Time -0.026 -0.019 0.009 -0.026 -0.022 0.001 Percent Students in Academic Positions 0.080 0.105 0.011 0.078 0.082 0.001 Student Workspace -0.072 -0.044 0.010 0.007 0.009 0.001 Health Insurance -0.027 0.032 0.024 0.005 0.007 0.001 Number of Student Activities 0.055 0.078 0.009 0.038 0.043 0.001

258 APPENDIX F Economics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.032 0.068 0.038 0.200 0.207 0.002 Cites Per Publication 0.114 0.249 0.046 0.198 0.205 0.002 Grants per Allocated Faculty 0.024 0.100 0.027 0.075 0.081 0.002 Percent Faculty Interdisciplinary -0.037 -0.019 0.006 0.016 0.020 0.001 percent Non-Asian Minority Faculty -0.004 0.071 0.022 0.005 0.006 0.001 Percent Female Faculty -0.096 -0.011 0.031 0.006 0.008 0.001 Awards per Allocated Faculty -0.005 0.116 0.035 0.089 0.096 0.002 Average GRE-Q 0.082 0.124 0.013 0.080 0.084 0.001 Percent First-Year Students with Full Support -0.036 0.052 0.028 0.055 0.059 0.001 Percent First-Year Students with Portable Fellowships -0.017 0.043 0.018 0.028 0.032 0.001 Percent Non-Asian Minority Students -0.022 0.048 0.018 0.007 0.009 0.001 Percent Female Students -0.112 -0.049 0.023 0.006 0.007 0.000 Percent International Students -0.005 0.031 0.012 0.015 0.018 0.001 Average PhDs 2002 to 2006 0.116 0.219 0.039 0.021 0.023 0.001 Percent Completing within 6 Years -0.025 0.042 0.023 0.036 0.039 0.001 Time to Degree Full and Part Time -0.025 0.048 0.024 -0.032 -0.029 0.001 Percent Students in Academic Positions -0.032 0.022 0.016 0.075 0.079 0.001 Student Workspace -0.023 0.023 0.014 0.005 0.006 0.000 Health Insurance -0.056 0.016 0.021 0.001 0.002 0.000 Number of Student Activities -0.007 0.048 0.017 0.017 0.019 0.001 Electrical and Computer Engineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.098 0.140 0.017 0.138 0.144 0.002 Cites Per Publication 0.032 0.063 0.010 0.125 0.131 0.002 Grants per Allocated Faculty 0.009 0.064 0.021 0.135 0.141 0.002 Percent Faculty Interdisciplinary 0.039 0.075 0.013 0.041 0.045 0.001 percent Non-Asian Minority Faculty -0.041 0.002 0.014 0.006 0.008 0.001 Percent Female Faculty -0.040 -0.019 0.007 0.006 0.008 0.000 Awards per Allocated Faculty 0.024 0.122 0.033 0.088 0.094 0.002 Average GRE-Q 0.037 0.096 0.022 0.065 0.069 0.001 Percent First-Year Students with Full Support -0.019 0.053 0.028 0.071 0.075 0.001 Percent First-Year Students with Portable Fellowships 0.015 0.054 0.015 0.045 0.049 0.001 Percent Non-Asian Minority Students -0.025 0.005 0.011 0.012 0.014 0.001 Percent Female Students -0.058 -0.018 0.012 0.011 0.013 0.001 Percent International Students -0.037 0.005 0.015 0.011 0.014 0.001 Average PhDs 2002 to 2006 0.137 0.182 0.019 0.055 0.058 0.001 Percent Completing within 6 Years 0.028 0.097 0.026 0.038 0.041 0.001 Time to Degree Full and Part Time 0.014 0.074 0.021 -0.020 -0.018 0.001 Percent Students in Academic Positions -0.071 -0.019 0.016 0.071 0.075 0.001 Student Workspace -0.043 0.008 0.017 0.006 0.008 0.000 Health Insurance 0.001 0.032 0.009 0.002 0.003 0.000 Number of Student Activities 0.051 0.095 0.016 0.022 0.024 0.001

APPENDIX F 259 R-Based R-Based R-Based S-Based S-Based S-Based English Language and Literature .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.018 0.052 0.022 0.168 0.174 0.002 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.050 -0.016 0.011 0.036 0.040 0.001 Percent Faculty Interdisciplinary -0.060 -0.001 0.015 0.057 0.061 0.001 percent Non-Asian Minority Faculty 0.032 0.097 0.022 0.051 0.055 0.001 Percent Female Faculty -0.053 0.004 0.017 0.042 0.046 0.001 Awards per Allocated Faculty 0.083 0.131 0.015 0.100 0.106 0.002 Average GRE-Q 0.131 0.172 0.012 0.057 0.061 0.001 Percent First-Year Students with Full Support 0.012 0.049 0.010 0.080 0.084 0.001 Percent First-Year Students with Portable Fellowships -0.007 0.026 0.011 0.022 0.024 0.001 Percent Non-Asian Minority Students 0.018 0.075 0.015 0.046 0.049 0.001 Percent Female Students -0.020 0.034 0.016 0.030 0.032 0.001 Percent International Students -0.068 0.012 0.023 0.008 0.010 0.001 Average PhDs 2002 to 2006 0.104 0.145 0.014 0.017 0.020 0.001 Percent Completing within 6 Years -0.031 0.024 0.017 0.062 0.066 0.001 Time to Degree Full and Part Time -0.079 -0.025 0.015 -0.032 -0.029 0.001 Percent Students in Academic Positions 0.043 0.096 0.017 0.093 0.096 0.001 Student Workspace -0.045 0.003 0.014 0.003 0.004 0.000 Health Insurance -0.016 0.044 0.019 0.016 0.018 0.001 Number of Student Activities 0.096 0.138 0.012 0.051 0.054 0.001 Entomology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.057 0.157 0.028 0.159 0.173 0.004 Cites Per Publication 0.007 0.063 0.032 0.072 0.086 0.004 Grants per Allocated Faculty 0.016 0.073 0.019 0.150 0.165 0.004 Percent Faculty Interdisciplinary -0.038 0.050 0.027 0.061 0.073 0.004 percent Non-Asian Minority Faculty -0.025 0.052 0.023 0.007 0.012 0.002 Percent Female Faculty -0.064 -0.003 0.029 0.009 0.014 0.002 Awards per Allocated Faculty -0.008 0.079 0.031 0.052 0.063 0.003 Average GRE-Q 0.025 0.082 0.018 0.061 0.072 0.004 Percent First-Year Students with Full Support 0.015 0.098 0.027 0.056 0.065 0.003 Percent First-Year Students with Portable Fellowships -0.064 0.023 0.028 0.028 0.036 0.003 Percent Non-Asian Minority Students -0.020 0.027 0.015 0.015 0.021 0.002 Percent Female Students -0.002 0.055 0.015 0.013 0.019 0.002 Percent International Students -0.023 0.045 0.023 0.007 0.011 0.001 Average PhDs 2002 to 2006 0.123 0.226 0.035 0.036 0.044 0.003 Percent Completing within 6 Years 0.008 0.052 0.014 0.049 0.057 0.003 Time to Degree Full and Part Time 0.005 0.111 0.028 -0.029 -0.022 0.002 Percent Students in Academic Positions 0.008 0.058 0.015 0.082 0.091 0.003 Student Workspace -0.073 0.029 0.031 0.003 0.006 0.001 Health Insurance 0.025 0.104 0.024 0.004 0.007 0.001 Number of Student Activities 0.016 0.114 0.031 0.031 0.039 0.002

260 APPENDIX F Food Science R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.057 0.157 0.028 0.152 0.167 0.005 Cites Per Publication 0.007 0.063 0.032 0.068 0.083 0.004 Grants per Allocated Faculty 0.016 0.073 0.019 0.150 0.165 0.005 Percent Faculty Interdisciplinary -0.038 0.050 0.027 0.063 0.077 0.004 percent Non-Asian Minority Faculty -0.025 0.052 0.023 0.005 0.011 0.002 Percent Female Faculty -0.064 -0.003 0.029 0.005 0.009 0.001 Awards per Allocated Faculty -0.008 0.079 0.031 0.055 0.069 0.004 Average GRE-Q 0.025 0.082 0.018 0.055 0.066 0.003 Percent First-Year Students with Full Support 0.015 0.098 0.027 0.061 0.072 0.003 Percent First-Year Students with Portable Fellowships -0.064 0.023 0.028 0.024 0.032 0.002 Percent Non-Asian Minority Students -0.020 0.027 0.015 0.017 0.024 0.002 Percent Female Students -0.002 0.055 0.015 0.008 0.012 0.001 Percent International Students -0.023 0.045 0.023 0.007 0.013 0.002 Average PhDs 2002 to 2006 0.123 0.226 0.035 0.043 0.052 0.003 Percent Completing within 6 Years 0.008 0.052 0.014 0.046 0.057 0.003 Time to Degree Full and Part Time 0.005 0.111 0.028 -0.037 -0.028 0.003 Percent Students in Academic Positions 0.008 0.058 0.015 0.081 0.091 0.003 Student Workspace -0.073 0.029 0.031 0.004 0.008 0.001 Health Insurance 0.025 0.104 0.024 0.003 0.007 0.001 Number of Student Activities 0.016 0.114 0.031 0.031 0.040 0.003 Forestry and Forest Sciences R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.057 0.157 0.028 0.139 0.152 0.004 Cites Per Publication 0.007 0.063 0.032 0.083 0.096 0.004 Grants per Allocated Faculty 0.016 0.073 0.019 0.137 0.149 0.004 Percent Faculty Interdisciplinary -0.038 0.050 0.027 0.071 0.084 0.004 percent Non-Asian Minority Faculty -0.025 0.052 0.023 0.007 0.012 0.001 Percent Female Faculty -0.064 -0.003 0.029 0.011 0.016 0.002 Awards per Allocated Faculty -0.008 0.079 0.031 0.047 0.059 0.004 Average GRE-Q 0.025 0.082 0.018 0.059 0.070 0.003 Percent First-Year Students with Full Support 0.015 0.098 0.027 0.070 0.079 0.003 Percent First-Year Students with Portable Fellowships -0.064 0.023 0.028 0.024 0.032 0.003 Percent Non-Asian Minority Students -0.020 0.027 0.015 0.015 0.021 0.002 Percent Female Students -0.002 0.055 0.015 0.015 0.020 0.002 Percent International Students -0.023 0.045 0.023 0.012 0.018 0.002 Average PhDs 2002 to 2006 0.123 0.226 0.035 0.038 0.045 0.002 Percent Completing within 6 Years 0.008 0.052 0.014 0.048 0.057 0.003 Time to Degree Full and Part Time 0.005 0.111 0.028 -0.027 -0.020 0.002 Percent Students in Academic Positions 0.008 0.058 0.015 0.080 0.093 0.004 Student Workspace -0.073 0.029 0.031 0.006 0.011 0.001 Health Insurance 0.025 0.104 0.024 0.004 0.008 0.001 Number of Student Activities 0.016 0.114 0.031 0.028 0.036 0.002

APPENDIX F 261 French and Francophone Language and R-Based R-Based R-Based S-Based S-Based S-Based Literature .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.032 0.026 0.017 0.165 0.180 0.005 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.017 0.046 0.020 0.037 0.049 0.004 Percent Faculty Interdisciplinary -0.080 0.027 0.041 0.088 0.103 0.005 percent Non-Asian Minority Faculty 0.088 0.170 0.022 0.020 0.028 0.003 Percent Female Faculty 0.020 0.130 0.032 0.031 0.041 0.003 Awards per Allocated Faculty -0.027 0.024 0.016 0.080 0.098 0.005 Average GRE-Q 0.046 0.099 0.019 0.053 0.065 0.004 Percent First-Year Students with Full Support -0.094 0.006 0.037 0.075 0.087 0.004 Percent First-Year Students with Portable Fellowships -0.080 -0.022 0.021 0.018 0.026 0.002 Percent Non-Asian Minority Students -0.088 -0.007 0.022 0.023 0.030 0.002 Percent Female Students 0.006 0.120 0.038 0.018 0.025 0.002 Percent International Students -0.001 0.073 0.024 0.030 0.039 0.003 Average PhDs 2002 to 2006 -0.030 0.047 0.026 0.028 0.038 0.003 Percent Completing within 6 Years 0.107 0.181 0.024 0.066 0.077 0.004 Time to Degree Full and Part Time -0.072 -0.010 0.018 -0.036 -0.028 0.002 Percent Students in Academic Positions -0.069 -0.034 0.010 0.088 0.100 0.004 Student Workspace 0.015 0.058 0.014 0.001 0.003 0.001 Health Insurance -0.069 -0.034 0.010 0.008 0.014 0.002 Number of Student Activities 0.015 0.058 0.014 0.046 0.056 0.003 Genetics and Genomics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.017 0.068 0.014 0.127 0.138 0.003 Cites Per Publication 0.087 0.113 0.009 0.099 0.109 0.003 Grants per Allocated Faculty 0.022 0.093 0.026 0.162 0.171 0.003 Percent Faculty Interdisciplinary -0.050 0.001 0.017 0.043 0.051 0.002 percent Non-Asian Minority Faculty -0.001 0.051 0.017 0.008 0.012 0.001 Percent Female Faculty -0.038 -0.003 0.011 0.017 0.023 0.002 Awards per Allocated Faculty 0.088 0.108 0.007 0.051 0.060 0.003 Average GRE-Q 0.057 0.089 0.011 0.073 0.081 0.003 Percent First-Year Students with Full Support -0.043 -0.007 0.012 0.057 0.064 0.002 Percent First-Year Students with Portable Fellowships 0.057 0.092 0.014 0.039 0.046 0.002 Percent Non-Asian Minority Students 0.020 0.055 0.012 0.020 0.025 0.002 Percent Female Students 0.016 0.058 0.014 0.018 0.022 0.001 Percent International Students -0.055 -0.015 0.013 0.006 0.009 0.001 Average PhDs 2002 to 2006 0.069 0.139 0.022 0.020 0.025 0.001 Percent Completing within 6 Years -0.030 0.026 0.017 0.058 0.064 0.002 Time to Degree Full and Part Time -0.006 0.041 0.014 -0.033 -0.028 0.001 Percent Students in Academic Positions 0.035 0.067 0.015 0.076 0.082 0.002 Student Workspace -0.004 0.057 0.017 0.003 0.005 0.001 Health Insurance -0.004 0.032 0.013 0.005 0.007 0.001 Number of Student Activities 0.084 0.107 0.010 0.029 0.034 0.002

262 APPENDIX F Geography R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.005 0.060 0.024 0.157 0.168 0.003 Cites Per Publication -0.028 0.072 0.033 0.103 0.114 0.004 Grants per Allocated Faculty -0.051 0.031 0.024 0.115 0.126 0.003 Percent Faculty Interdisciplinary -0.009 0.034 0.015 0.052 0.061 0.003 percent Non-Asian Minority Faculty -0.074 -0.021 0.017 0.016 0.022 0.002 Percent Female Faculty 0.016 0.070 0.023 0.020 0.027 0.002 Awards per Allocated Faculty 0.116 0.158 0.014 0.063 0.074 0.003 Average GRE-Q 0.043 0.105 0.020 0.053 0.060 0.002 Percent First-Year Students with Full Support 0.010 0.073 0.023 0.054 0.061 0.002 Percent First-Year Students with Portable Fellowships 0.006 0.117 0.032 0.027 0.033 0.002 Percent Non-Asian Minority Students -0.057 0.004 0.021 0.021 0.026 0.001 Percent Female Students 0.016 0.080 0.018 0.021 0.026 0.002 Percent International Students -0.038 0.032 0.024 0.013 0.018 0.001 Average PhDs 2002 to 2006 0.082 0.156 0.029 0.034 0.040 0.002 Percent Completing within 6 Years -0.054 -0.012 0.015 0.049 0.055 0.002 Time to Degree Full and Part Time -0.009 0.049 0.023 -0.026 -0.021 0.001 Percent Students in Academic Positions 0.011 0.088 0.024 0.072 0.079 0.002 Student Workspace 0.029 0.081 0.018 0.005 0.007 0.001 Health Insurance -0.022 0.104 0.037 0.004 0.006 0.001 Number of Student Activities -0.019 0.128 0.061 0.033 0.039 0.002 German Language and Literature R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.015 0.051 0.031 0.167 0.193 0.008 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.055 -0.011 0.014 0.039 0.056 0.005 Percent Faculty Interdisciplinary -0.082 -0.025 0.020 0.091 0.110 0.006 percent Non-Asian Minority Faculty -0.104 -0.043 0.026 0.011 0.021 0.003 Percent Female Faculty -0.039 0.002 0.016 0.032 0.045 0.004 Awards per Allocated Faculty 0.049 0.071 0.019 0.079 0.097 0.006 Average GRE-Q 0.028 0.063 0.013 0.055 0.070 0.004 Percent First-Year Students with Full Support -0.029 0.032 0.023 0.065 0.078 0.004 Percent First-Year Students with Portable Fellowships -0.023 0.015 0.023 0.019 0.035 0.005 Percent Non-Asian Minority Students -0.049 -0.009 0.025 0.014 0.023 0.003 Percent Female Students -0.075 -0.021 0.019 0.023 0.032 0.003 Percent International Students -0.106 0.001 0.028 0.020 0.029 0.003 Average PhDs 2002 to 2006 0.070 0.107 0.016 0.025 0.035 0.003 Percent Completing within 6 Years 0.081 0.130 0.019 0.062 0.074 0.004 Time to Degree Full and Part Time 0.060 0.101 0.016 -0.036 -0.026 0.003 Percent Students in Academic Positions 0.043 0.066 0.014 0.092 0.109 0.005 Student Workspace -0.030 0.033 0.021 0.003 0.007 0.001 Health Insurance 0.055 0.075 0.009 0.006 0.012 0.002 Number of Student Activities -0.026 0.013 0.017 0.048 0.061 0.004

APPENDIX F 263 R-Based R-Based R-Based S-Based S-Based S-Based History .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.002 0.035 0.015 0.174 0.181 0.002 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.012 0.030 0.015 0.065 0.070 0.002 Percent Faculty Interdisciplinary -0.023 0.028 0.015 0.042 0.046 0.001 percent Non-Asian Minority Faculty 0.010 0.063 0.018 0.038 0.042 0.001 Percent Female Faculty -0.025 -0.003 0.008 0.037 0.040 0.001 Awards per Allocated Faculty 0.137 0.167 0.010 0.120 0.126 0.002 Average GRE-Q 0.107 0.167 0.018 0.060 0.065 0.001 Percent First-Year Students with Full Support 0.034 0.063 0.010 0.081 0.085 0.001 Percent First-Year Students with Portable Fellowships -0.002 0.023 0.009 0.026 0.029 0.001 Percent Non-Asian Minority Students 0.055 0.078 0.008 0.034 0.037 0.001 Percent Female Students 0.007 0.025 0.006 0.027 0.030 0.001 Percent International Students 0.056 0.086 0.010 0.015 0.018 0.001 Average PhDs 2002 to 2006 0.128 0.156 0.010 0.022 0.025 0.001 Percent Completing within 6 Years -0.081 -0.014 0.022 0.060 0.064 0.001 Time to Degree Full and Part Time -0.037 0.011 0.017 -0.029 -0.026 0.001 Percent Students in Academic Positions 0.024 0.112 0.025 0.084 0.088 0.001 Student Workspace 0.021 0.060 0.012 0.002 0.003 0.000 Health Insurance 0.024 0.082 0.016 0.009 0.011 0.001 Number of Student Activities -0.009 0.037 0.017 0.042 0.046 0.001 Immunology and infectious Disease R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.039 0.108 0.025 0.131 0.139 0.003 Cites Per Publication 0.085 0.133 0.018 0.085 0.094 0.003 Grants per Allocated Faculty 0.063 0.132 0.021 0.165 0.172 0.002 Percent Faculty Interdisciplinary -0.006 0.058 0.020 0.046 0.053 0.002 percent Non-Asian Minority Faculty -0.047 0.024 0.020 0.013 0.016 0.001 Percent Female Faculty -0.034 0.042 0.023 0.016 0.020 0.001 Awards per Allocated Faculty 0.019 0.079 0.019 0.048 0.055 0.002 Average GRE-Q -0.002 0.048 0.017 0.074 0.081 0.002 Percent First-Year Students with Full Support -0.011 0.047 0.018 0.052 0.058 0.002 Percent First-Year Students with Portable Fellowships 0.012 0.064 0.016 0.034 0.039 0.002 Percent Non-Asian Minority Students -0.021 0.042 0.019 0.026 0.030 0.001 Percent Female Students -0.021 0.063 0.026 0.019 0.022 0.001 Percent International Students -0.158 -0.085 0.023 0.005 0.007 0.001 Average PhDs 2002 to 2006 0.065 0.138 0.022 0.025 0.029 0.001 Percent Completing within 6 Years 0.005 0.066 0.017 0.062 0.067 0.002 Time to Degree Full and Part Time 0.008 0.075 0.021 -0.036 -0.031 0.001 Percent Students in Academic Positions 0.000 0.071 0.023 0.079 0.084 0.002 Student Workspace -0.079 -0.011 0.021 0.003 0.004 0.000 Health Insurance 0.018 0.103 0.026 0.003 0.005 0.001 Number of Student Activities -0.040 0.039 0.023 0.033 0.038 0.001

264 APPENDIX F Integrated Biology/Integrated Biomedical R-Based R-Based R-Based S-Based S-Based S-Based Sciences .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.087 0.133 0.014 0.138 0.144 0.002 Cites Per Publication 0.046 0.077 0.010 0.094 0.100 0.002 Grants per Allocated Faculty 0.074 0.104 0.009 0.160 0.165 0.002 Percent Faculty Interdisciplinary -0.018 0.046 0.022 0.042 0.046 0.001 percent Non-Asian Minority Faculty -0.022 0.048 0.023 0.010 0.012 0.001 Percent Female Faculty -0.041 -0.001 0.013 0.018 0.020 0.001 Awards per Allocated Faculty 0.051 0.120 0.018 0.059 0.064 0.001 Average GRE-Q 0.090 0.130 0.012 0.073 0.077 0.001 Percent First-Year Students with Full Support -0.001 0.059 0.018 0.056 0.060 0.001 Percent First-Year Students with Portable Fellowships -0.014 0.052 0.021 0.041 0.045 0.001 Percent Non-Asian Minority Students -0.023 0.033 0.017 0.020 0.023 0.001 Percent Female Students -0.043 -0.002 0.013 0.016 0.019 0.001 Percent International Students -0.057 0.001 0.020 0.007 0.008 0.001 Average PhDs 2002 to 2006 0.098 0.146 0.018 0.026 0.028 0.001 Percent Completing within 6 Years -0.017 0.017 0.012 0.058 0.061 0.001 Time to Degree Full and Part Time -0.008 0.049 0.019 -0.033 -0.030 0.001 Percent Students in Academic Positions 0.011 0.070 0.020 0.077 0.080 0.001 Student Workspace -0.020 0.065 0.023 0.004 0.005 0.000 Health Insurance 0.044 0.110 0.024 0.005 0.007 0.000 Number of Student Activities 0.016 0.069 0.017 0.033 0.036 0.001 Kinesiology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.023 0.143 0.041 0.167 0.180 0.004 Cites Per Publication 0.064 0.086 0.010 0.083 0.097 0.004 Grants per Allocated Faculty -0.022 0.108 0.044 0.153 0.167 0.004 Percent Faculty Interdisciplinary 0.035 0.088 0.014 0.053 0.066 0.004 percent Non-Asian Minority Faculty -0.103 0.010 0.033 0.009 0.014 0.002 Percent Female Faculty -0.059 0.028 0.025 0.010 0.015 0.002 Awards per Allocated Faculty -0.034 0.054 0.029 0.047 0.058 0.003 Average GRE-Q 0.060 0.153 0.031 0.060 0.069 0.003 Percent First-Year Students with Full Support -0.039 0.041 0.025 0.062 0.071 0.003 Percent First-Year Students with Portable Fellowships -0.066 0.067 0.047 0.015 0.021 0.002 Percent Non-Asian Minority Students -0.118 -0.031 0.027 0.016 0.021 0.002 Percent Female Students -0.082 0.019 0.032 0.012 0.018 0.002 Percent International Students 0.005 0.087 0.025 0.001 0.004 0.001 Average PhDs 2002 to 2006 -0.058 0.098 0.050 0.026 0.034 0.002 Percent Completing within 6 Years -0.071 0.030 0.034 0.053 0.062 0.002 Time to Degree Full and Part Time -0.063 0.012 0.029 -0.031 -0.024 0.002 Percent Students in Academic Positions -0.029 0.046 0.024 0.084 0.092 0.002 Student Workspace 0.049 0.120 0.024 0.004 0.007 0.001 Health Insurance -0.004 0.092 0.030 0.004 0.007 0.001 Number of Student Activities 0.005 0.033 0.011 0.038 0.046 0.002

APPENDIX F 265 Linguistics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.027 0.079 0.037 0.149 0.162 0.004 Cites Per Publication 0.043 0.116 0.030 0.117 0.130 0.004 Grants per Allocated Faculty 0.024 0.082 0.020 0.094 0.105 0.003 Percent Faculty Interdisciplinary -0.051 0.019 0.029 0.061 0.074 0.004 percent Non-Asian Minority Faculty -0.031 0.001 0.011 0.009 0.014 0.001 Percent Female Faculty -0.067 -0.002 0.022 0.011 0.016 0.002 Awards per Allocated Faculty 0.077 0.132 0.016 0.053 0.063 0.003 Average GRE-Q 0.056 0.104 0.018 0.047 0.054 0.002 Percent First-Year Students with Full Support -0.007 0.039 0.022 0.079 0.088 0.003 Percent First-Year Students with Portable Fellowships -0.048 0.015 0.030 0.030 0.037 0.002 Percent Non-Asian Minority Students -0.015 0.085 0.035 0.014 0.019 0.002 Percent Female Students -0.068 -0.044 0.014 0.008 0.012 0.001 Percent International Students -0.052 0.050 0.038 0.018 0.024 0.002 Average PhDs 2002 to 2006 0.004 0.072 0.029 0.021 0.026 0.002 Percent Completing within 6 Years -0.090 -0.069 0.010 0.052 0.058 0.002 Time to Degree Full and Part Time 0.050 0.084 0.020 -0.034 -0.028 0.002 Percent Students in Academic Positions -0.045 0.017 0.023 0.081 0.088 0.002 Student Workspace 0.003 0.124 0.053 0.009 0.013 0.001 Health Insurance 0.031 0.098 0.023 0.004 0.006 0.001 Number of Student Activities 0.001 0.070 0.026 0.041 0.048 0.002 Materials Science and Engineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.116 0.149 0.009 0.125 0.134 0.003 Cites Per Publication 0.017 0.060 0.014 0.121 0.130 0.003 Grants per Allocated Faculty -0.001 0.041 0.017 0.131 0.140 0.003 Percent Faculty Interdisciplinary -0.026 0.036 0.025 0.043 0.051 0.002 percent Non-Asian Minority Faculty -0.054 -0.033 0.008 0.006 0.010 0.001 Percent Female Faculty 0.016 0.037 0.006 0.009 0.013 0.001 Awards per Allocated Faculty 0.059 0.072 0.004 0.080 0.089 0.003 Average GRE-Q 0.073 0.088 0.009 0.068 0.074 0.002 Percent First-Year Students with Full Support 0.027 0.056 0.011 0.059 0.065 0.002 Percent First-Year Students with Portable Fellowships -0.045 -0.024 0.008 0.050 0.057 0.002 Percent Non-Asian Minority Students -0.067 -0.030 0.013 0.013 0.017 0.001 Percent Female Students -0.001 0.036 0.013 0.018 0.022 0.001 Percent International Students -0.047 -0.023 0.007 0.008 0.012 0.001 Average PhDs 2002 to 2006 0.134 0.156 0.007 0.052 0.058 0.002 Percent Completing within 6 Years 0.018 0.042 0.011 0.042 0.048 0.002 Time to Degree Full and Part Time 0.023 0.053 0.015 -0.027 -0.022 0.001 Percent Students in Academic Positions -0.028 -0.012 0.008 0.067 0.073 0.002 Student Workspace 0.065 0.089 0.008 0.004 0.007 0.001 Health Insurance 0.025 0.035 0.004 0.002 0.003 0.000 Number of Student Activities 0.024 0.059 0.013 0.022 0.026 0.001

266 APPENDIX F R-Based R-Based R-Based S-Based S-Based S-Based Mathematics .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.075 0.091 0.006 0.144 0.149 0.002 Cites Per Publication 0.044 0.096 0.023 0.119 0.125 0.002 Grants per Allocated Faculty 0.090 0.103 0.008 0.138 0.144 0.002 Percent Faculty Interdisciplinary 0.044 0.050 0.004 0.031 0.035 0.001 percent Non-Asian Minority Faculty -0.024 0.007 0.013 0.005 0.006 0.000 Percent Female Faculty -0.010 0.020 0.011 0.008 0.010 0.001 Awards per Allocated Faculty 0.088 0.116 0.013 0.106 0.112 0.002 Average GRE-Q 0.034 0.070 0.016 0.061 0.065 0.001 Percent First-Year Students with Full Support -0.033 -0.007 0.009 0.056 0.060 0.001 Percent First-Year Students with Portable Fellowships -0.022 0.010 0.011 0.039 0.042 0.001 Percent Non-Asian Minority Students -0.026 -0.002 0.011 0.008 0.009 0.000 Percent Female Students -0.031 -0.004 0.011 0.012 0.014 0.001 Percent International Students 0.007 0.051 0.020 0.022 0.025 0.001 Average PhDs 2002 to 2006 0.113 0.163 0.022 0.038 0.040 0.001 Percent Completing within 6 Years 0.056 0.087 0.012 0.051 0.055 0.001 Time to Degree Full and Part Time 0.037 0.052 0.006 -0.028 -0.026 0.001 Percent Students in Academic Positions 0.001 0.029 0.013 0.075 0.078 0.001 Student Workspace 0.036 0.062 0.011 0.004 0.006 0.000 Health Insurance 0.007 0.037 0.013 0.003 0.004 0.000 Number of Student Activities 0.075 0.104 0.012 0.021 0.024 0.001 Mechanical Engineering R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.077 0.112 0.012 0.143 0.149 0.002 Cites Per Publication -0.065 0.023 0.025 0.118 0.124 0.002 Grants per Allocated Faculty -0.005 0.035 0.013 0.138 0.144 0.002 Percent Faculty Interdisciplinary -0.042 0.014 0.018 0.044 0.049 0.001 percent Non-Asian Minority Faculty -0.080 0.019 0.029 0.006 0.008 0.001 Percent Female Faculty 0.052 0.079 0.009 0.006 0.009 0.001 Awards per Allocated Faculty 0.087 0.123 0.011 0.077 0.083 0.002 Average GRE-Q -0.002 0.063 0.020 0.067 0.072 0.001 Percent First-Year Students with Full Support -0.053 -0.006 0.014 0.070 0.075 0.001 Percent First-Year Students with Portable Fellowships -0.071 -0.009 0.021 0.052 0.057 0.001 Percent Non-Asian Minority Students -0.083 0.004 0.028 0.013 0.015 0.001 Percent Female Students -0.020 0.012 0.013 0.013 0.015 0.001 Percent International Students -0.116 -0.082 0.012 0.009 0.012 0.001 Average PhDs 2002 to 2006 0.163 0.214 0.015 0.053 0.057 0.001 Percent Completing within 6 Years -0.007 0.067 0.019 0.035 0.039 0.001 Time to Degree Full and Part Time -0.045 0.009 0.017 -0.020 -0.018 0.001 Percent Students in Academic Positions 0.011 0.082 0.021 0.069 0.073 0.001 Student Workspace -0.005 0.048 0.017 0.005 0.007 0.000 Health Insurance 0.011 0.056 0.014 0.002 0.003 0.000 Number of Student Activities 0.006 0.065 0.020 0.024 0.027 0.001

APPENDIX F 267 Microbiology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.006 0.050 0.019 0.142 0.151 0.003 Cites Per Publication 0.031 0.211 0.045 0.085 0.096 0.003 Grants per Allocated Faculty 0.026 0.080 0.016 0.167 0.176 0.003 Percent Faculty Interdisciplinary -0.059 -0.021 0.012 0.037 0.044 0.002 percent Non-Asian Minority Faculty 0.000 0.054 0.017 0.009 0.012 0.001 Percent Female Faculty -0.077 0.006 0.027 0.017 0.022 0.001 Awards per Allocated Faculty 0.137 0.194 0.019 0.058 0.066 0.002 Average GRE-Q 0.007 0.079 0.022 0.074 0.082 0.002 Percent First-Year Students with Full Support -0.003 0.061 0.020 0.050 0.057 0.002 Percent First-Year Students with Portable Fellowships -0.020 0.011 0.010 0.034 0.040 0.002 Percent Non-Asian Minority Students -0.052 0.010 0.018 0.023 0.028 0.002 Percent Female Students -0.047 0.008 0.017 0.017 0.021 0.001 Percent International Students -0.073 -0.029 0.014 0.004 0.006 0.001 Average PhDs 2002 to 2006 0.096 0.149 0.016 0.023 0.028 0.001 Percent Completing within 6 Years 0.011 0.076 0.022 0.055 0.060 0.002 Time to Degree Full and Part Time 0.012 0.075 0.019 -0.032 -0.027 0.001 Percent Students in Academic Positions -0.006 0.067 0.022 0.077 0.084 0.002 Student Workspace -0.029 0.025 0.019 0.005 0.007 0.001 Health Insurance 0.025 0.067 0.013 0.005 0.007 0.001 Number of Student Activities 0.019 0.055 0.011 0.032 0.038 0.002 Music (Except Performance) R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.052 0.109 0.021 0.162 0.176 0.004 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.073 0.057 0.043 0.036 0.046 0.003 Percent Faculty Interdisciplinary -0.012 0.081 0.026 0.060 0.072 0.003 percent Non-Asian Minority Faculty 0.002 0.094 0.025 0.026 0.032 0.002 Percent Female Faculty 0.045 0.107 0.018 0.031 0.039 0.003 Awards per Allocated Faculty 0.107 0.183 0.023 0.114 0.127 0.004 Average GRE-Q 0.080 0.144 0.022 0.048 0.057 0.003 Percent First-Year Students with Full Support -0.036 0.063 0.029 0.080 0.091 0.004 Percent First-Year Students with Portable Fellowships -0.054 0.045 0.027 0.013 0.019 0.002 Percent Non-Asian Minority Students -0.009 0.088 0.030 0.029 0.035 0.002 Percent Female Students -0.052 0.017 0.028 0.028 0.035 0.002 Percent International Students -0.033 0.056 0.027 0.018 0.024 0.002 Average PhDs 2002 to 2006 -0.019 0.102 0.034 0.025 0.031 0.002 Percent Completing within 6 Years 0.010 0.085 0.028 0.070 0.080 0.003 Time to Degree Full and Part Time 0.003 0.056 0.016 -0.029 -0.023 0.002 Percent Students in Academic Positions 0.017 0.092 0.024 0.101 0.111 0.003 Student Workspace -0.046 0.082 0.037 0.003 0.006 0.001 Health Insurance 0.029 0.097 0.021 0.007 0.011 0.001 Number of Student Activities -0.026 0.077 0.033 0.050 0.058 0.002

268 APPENDIX F R-Based R-Based R-Based S-Based S-Based S-Based Neuroscience and Neurobiology .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.073 0.087 0.059 0.117 0.124 0.002 Cites Per Publication 0.066 0.124 0.020 0.103 0.110 0.002 Grants per Allocated Faculty 0.042 0.105 0.018 0.163 0.170 0.002 Percent Faculty Interdisciplinary 0.001 0.052 0.018 0.048 0.054 0.002 percent Non-Asian Minority Faculty 0.030 0.089 0.019 0.008 0.010 0.001 Percent Female Faculty -0.048 0.010 0.020 0.016 0.020 0.001 Awards per Allocated Faculty 0.059 0.134 0.024 0.058 0.064 0.002 Average GRE-Q 0.051 0.123 0.023 0.074 0.079 0.002 Percent First-Year Students with Full Support -0.026 0.023 0.015 0.055 0.060 0.002 Percent First-Year Students with Portable Fellowships 0.031 0.098 0.022 0.039 0.044 0.002 Percent Non-Asian Minority Students 0.000 0.045 0.014 0.020 0.023 0.001 Percent Female Students -0.037 0.027 0.020 0.020 0.023 0.001 Percent International Students -0.130 -0.058 0.019 0.006 0.009 0.001 Average PhDs 2002 to 2006 0.076 0.154 0.030 0.021 0.024 0.001 Percent Completing within 6 Years -0.024 0.034 0.021 0.060 0.064 0.001 Time to Degree Full and Part Time 0.010 0.078 0.020 -0.033 -0.029 0.001 Percent Students in Academic Positions -0.064 0.010 0.025 0.080 0.085 0.001 Student Workspace -0.027 0.042 0.020 0.004 0.006 0.000 Health Insurance -0.007 0.058 0.023 0.004 0.005 0.000 Number of Student Activities -0.017 0.029 0.016 0.032 0.036 0.001 Nursing R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.068 0.109 0.014 0.134 0.142 0.002 Cites Per Publication -0.016 0.043 0.020 0.041 0.047 0.002 Grants per Allocated Faculty 0.115 0.205 0.029 0.153 0.160 0.002 Percent Faculty Interdisciplinary 0.013 0.024 0.003 0.081 0.089 0.002 percent Non-Asian Minority Faculty -0.030 -0.002 0.008 0.032 0.037 0.002 Percent Female Faculty -0.029 -0.009 0.004 0.005 0.008 0.001 Awards per Allocated Faculty 0.005 0.085 0.022 0.041 0.048 0.002 Average GRE-Q -0.029 0.076 0.035 0.059 0.064 0.002 Percent First-Year Students with Full Support -0.003 0.069 0.019 0.042 0.047 0.002 Percent First-Year Students with Portable Fellowships -0.025 0.136 0.031 0.023 0.027 0.001 Percent Non-Asian Minority Students -0.029 0.018 0.017 0.050 0.054 0.001 Percent Female Students -0.079 0.010 0.025 0.011 0.014 0.001 Percent International Students 0.084 0.216 0.036 0.005 0.008 0.001 Average PhDs 2002 to 2006 -0.015 0.124 0.034 0.032 0.037 0.002 Percent Completing within 6 Years -0.048 0.029 0.020 0.083 0.088 0.002 Time to Degree Full and Part Time -0.023 0.007 0.007 -0.047 -0.042 0.002 Percent Students in Academic Positions -0.066 0.042 0.040 0.062 0.068 0.002 Student Workspace 0.010 0.023 0.004 0.003 0.005 0.001 Health Insurance 0.033 0.060 0.006 0.002 0.004 0.001 Number of Student Activities -0.026 0.082 0.035 0.049 0.055 0.002

APPENDIX F 269 Nutrition R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.008 0.115 0.049 0.132 0.144 0.004 Cites Per Publication -0.023 0.083 0.034 0.063 0.075 0.003 Grants per Allocated Faculty -0.027 0.029 0.018 0.148 0.159 0.003 Percent Faculty Interdisciplinary 0.001 0.060 0.020 0.059 0.070 0.003 percent Non-Asian Minority Faculty -0.069 -0.006 0.021 0.012 0.018 0.002 Percent Female Faculty -0.014 0.080 0.026 0.008 0.013 0.002 Awards per Allocated Faculty 0.040 0.081 0.015 0.057 0.067 0.003 Average GRE-Q 0.026 0.095 0.023 0.073 0.081 0.003 Percent First-Year Students with Full Support 0.019 0.129 0.043 0.063 0.072 0.003 Percent First-Year Students with Portable Fellowships -0.057 0.112 0.068 0.022 0.029 0.002 Percent Non-Asian Minority Students -0.114 -0.018 0.025 0.024 0.030 0.002 Percent Female Students -0.066 -0.018 0.017 0.010 0.014 0.001 Percent International Students -0.101 -0.034 0.022 0.005 0.009 0.001 Average PhDs 2002 to 2006 0.111 0.193 0.026 0.035 0.042 0.002 Percent Completing within 6 Years 0.032 0.074 0.012 0.061 0.069 0.002 Time to Degree Full and Part Time -0.020 0.042 0.022 -0.033 -0.027 0.002 Percent Students in Academic Positions -0.039 0.024 0.021 0.082 0.090 0.003 Student Workspace -0.015 0.008 0.009 0.004 0.008 0.001 Health Insurance 0.013 0.055 0.014 0.003 0.005 0.001 Number of Student Activities -0.066 0.003 0.023 0.037 0.046 0.003 Oceanography, Atmospheric Sciences and R-Based R-Based R-Based S-Based S-Based S-Based Meteorology .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.007 0.070 0.025 0.128 0.137 0.003 Cites Per Publication 0.038 0.132 0.030 0.110 0.119 0.003 Grants per Allocated Faculty -0.033 0.009 0.014 0.144 0.152 0.003 Percent Faculty Interdisciplinary 0.002 0.089 0.028 0.049 0.056 0.002 percent Non-Asian Minority Faculty -0.013 0.062 0.030 0.006 0.008 0.001 Percent Female Faculty -0.022 0.049 0.018 0.014 0.018 0.001 Awards per Allocated Faculty 0.047 0.088 0.014 0.066 0.074 0.002 Average GRE-Q 0.031 0.041 0.006 0.068 0.075 0.002 Percent First-Year Students with Full Support 0.000 0.097 0.030 0.065 0.071 0.002 Percent First-Year Students with Portable Fellowships -0.021 0.103 0.036 0.036 0.041 0.002 Percent Non-Asian Minority Students -0.031 0.080 0.038 0.014 0.017 0.001 Percent Female Students 0.004 0.088 0.033 0.019 0.023 0.001 Percent International Students -0.057 0.051 0.036 0.006 0.009 0.001 Average PhDs 2002 to 2006 0.081 0.231 0.046 0.032 0.037 0.001 Percent Completing within 6 Years -0.011 0.076 0.026 0.047 0.052 0.001 Time to Degree Full and Part Time -0.076 0.007 0.025 -0.034 -0.030 0.001 Percent Students in Academic Positions 0.060 0.133 0.026 0.077 0.083 0.002 Student Workspace -0.038 0.069 0.034 0.004 0.006 0.001 Health Insurance 0.007 0.067 0.022 0.003 0.005 0.001 Number of Student Activities -0.017 0.075 0.034 0.030 0.035 0.001

270 APPENDIX F Operations Research, Systems Engineering and R-Based R-Based R-Based S-Based S-Based S-Based Industrial Engineering .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.038 0.081 0.041 0.147 0.158 0.003 Cites Per Publication 0.068 0.152 0.025 0.112 0.123 0.004 Grants per Allocated Faculty 0.000 0.097 0.031 0.129 0.139 0.003 Percent Faculty Interdisciplinary -0.060 0.034 0.029 0.047 0.055 0.002 percent Non-Asian Minority Faculty -0.067 -0.014 0.016 0.005 0.008 0.001 Percent Female Faculty -0.062 0.006 0.022 0.005 0.009 0.001 Awards per Allocated Faculty 0.096 0.178 0.027 0.088 0.098 0.003 Average GRE-Q 0.072 0.097 0.008 0.073 0.080 0.002 Percent First-Year Students with Full Support -0.022 0.059 0.024 0.059 0.066 0.002 Percent First-Year Students with Portable Fellowships -0.051 0.033 0.024 0.034 0.040 0.002 Percent Non-Asian Minority Students -0.028 0.043 0.022 0.012 0.016 0.001 Percent Female Students -0.037 0.032 0.019 0.011 0.014 0.001 Percent International Students -0.055 0.019 0.022 0.008 0.012 0.001 Average PhDs 2002 to 2006 0.125 0.194 0.022 0.046 0.052 0.002 Percent Completing within 6 Years -0.048 0.044 0.026 0.039 0.045 0.002 Time to Degree Full and Part Time -0.015 0.062 0.025 -0.023 -0.019 0.001 Percent Students in Academic Positions -0.057 0.018 0.022 0.075 0.083 0.002 Student Workspace -0.056 0.052 0.031 0.005 0.007 0.001 Health Insurance -0.034 0.093 0.036 0.002 0.003 0.000 Number of Student Activities 0.040 0.110 0.020 0.024 0.029 0.001 Pharmacology, Toxicology and Environmental R-Based R-Based R-Based S-Based S-Based S-Based Health .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.000 0.056 0.016 0.137 0.145 0.002 Cites Per Publication 0.074 0.116 0.013 0.087 0.095 0.002 Grants per Allocated Faculty -0.045 0.033 0.022 0.166 0.173 0.002 Percent Faculty Interdisciplinary -0.062 -0.031 0.010 0.048 0.055 0.002 percent Non-Asian Minority Faculty -0.054 -0.011 0.012 0.007 0.010 0.001 Percent Female Faculty -0.019 0.033 0.016 0.011 0.014 0.001 Awards per Allocated Faculty 0.043 0.101 0.018 0.055 0.061 0.002 Average GRE-Q -0.067 0.019 0.025 0.073 0.080 0.002 Percent First-Year Students with Full Support -0.014 0.033 0.014 0.056 0.062 0.002 Percent First-Year Students with Portable Fellowships -0.011 0.023 0.009 0.037 0.042 0.002 Percent Non-Asian Minority Students 0.019 0.045 0.008 0.019 0.023 0.001 Percent Female Students 0.025 0.054 0.009 0.014 0.017 0.001 Percent International Students -0.109 -0.023 0.025 0.004 0.006 0.001 Average PhDs 2002 to 2006 0.141 0.200 0.018 0.030 0.034 0.001 Percent Completing within 6 Years 0.073 0.103 0.010 0.059 0.065 0.002 Time to Degree Full and Part Time 0.047 0.080 0.010 -0.038 -0.033 0.001 Percent Students in Academic Positions 0.049 0.083 0.012 0.078 0.083 0.001 Student Workspace -0.057 0.029 0.025 0.004 0.006 0.000 Health Insurance -0.023 0.017 0.012 0.003 0.005 0.000 Number of Student Activities 0.048 0.076 0.009 0.030 0.034 0.001

APPENDIX F 271 Philosophy R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.049 -0.024 0.008 0.195 0.208 0.004 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.003 0.026 0.008 0.038 0.045 0.002 Percent Faculty Interdisciplinary -0.055 -0.019 0.012 0.037 0.044 0.002 percent Non-Asian Minority Faculty -0.051 -0.020 0.009 0.014 0.018 0.001 Percent Female Faculty -0.058 -0.041 0.006 0.027 0.033 0.002 Awards per Allocated Faculty 0.135 0.163 0.008 0.133 0.145 0.004 Average GRE-Q 0.090 0.111 0.006 0.079 0.086 0.002 Percent First-Year Students with Full Support 0.021 0.058 0.010 0.087 0.094 0.002 Percent First-Year Students with Portable Fellowships -0.085 -0.036 0.014 0.021 0.025 0.001 Percent Non-Asian Minority Students -0.031 0.008 0.014 0.015 0.019 0.001 Percent Female Students 0.024 0.056 0.011 0.026 0.030 0.001 Percent International Students 0.047 0.068 0.006 0.010 0.014 0.001 Average PhDs 2002 to 2006 0.047 0.084 0.011 0.020 0.024 0.001 Percent Completing within 6 Years -0.041 -0.005 0.011 0.060 0.066 0.002 Time to Degree Full and Part Time 0.003 0.046 0.014 -0.035 -0.030 0.001 Percent Students in Academic Positions 0.138 0.170 0.010 0.103 0.112 0.003 Student Workspace 0.035 0.062 0.008 0.005 0.008 0.001 Health Insurance 0.008 0.019 0.005 0.009 0.011 0.001 Number of Student Activities 0.018 0.049 0.010 0.035 0.040 0.002 Physics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.058 0.102 0.012 0.126 0.130 0.001 Cites Per Publication 0.012 0.042 0.010 0.146 0.151 0.002 Grants per Allocated Faculty 0.035 0.074 0.013 0.150 0.154 0.001 Percent Faculty Interdisciplinary 0.002 0.054 0.017 0.022 0.025 0.001 percent Non-Asian Minority Faculty 0.006 0.037 0.010 0.005 0.006 0.000 Percent Female Faculty -0.007 0.028 0.012 0.010 0.012 0.001 Awards per Allocated Faculty 0.104 0.149 0.016 0.094 0.099 0.001 Average GRE-Q 0.099 0.117 0.006 0.072 0.076 0.001 Percent First-Year Students with Full Support -0.016 0.056 0.025 0.056 0.059 0.001 Percent First-Year Students with Portable Fellowships 0.026 0.048 0.008 0.040 0.043 0.001 Percent Non-Asian Minority Students -0.036 -0.007 0.009 0.009 0.011 0.000 Percent Female Students -0.050 -0.017 0.011 0.016 0.018 0.001 Percent International Students -0.004 0.030 0.010 0.012 0.014 0.001 Average PhDs 2002 to 2006 0.152 0.176 0.011 0.035 0.038 0.001 Percent Completing within 6 Years -0.054 -0.005 0.016 0.049 0.052 0.001 Time to Degree Full and Part Time 0.051 0.091 0.013 -0.029 -0.026 0.001 Percent Students in Academic Positions 0.021 0.097 0.025 0.074 0.077 0.001 Student Workspace -0.025 0.017 0.012 0.004 0.005 0.000 Health Insurance -0.062 -0.008 0.020 0.003 0.004 0.000 Number of Student Activities 0.019 0.058 0.011 0.021 0.023 0.001

272 APPENDIX F R-Based R-Based R-Based S-Based S-Based S-Based Physiology .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.022 0.164 0.045 0.132 0.142 0.003 Cites Per Publication 0.013 0.098 0.026 0.085 0.096 0.003 Grants per Allocated Faculty -0.015 0.126 0.046 0.165 0.174 0.003 Percent Faculty Interdisciplinary -0.004 0.046 0.013 0.047 0.055 0.002 percent Non-Asian Minority Faculty -0.096 0.122 0.057 0.007 0.011 0.001 Percent Female Faculty -0.038 0.061 0.030 0.010 0.014 0.001 Awards per Allocated Faculty -0.042 0.106 0.042 0.059 0.068 0.003 Average GRE-Q 0.047 0.201 0.043 0.078 0.086 0.002 Percent First-Year Students with Full Support -0.002 0.096 0.032 0.054 0.061 0.002 Percent First-Year Students with Portable Fellowships -0.025 0.082 0.034 0.036 0.042 0.002 Percent Non-Asian Minority Students -0.082 -0.004 0.024 0.020 0.025 0.001 Percent Female Students -0.042 0.069 0.033 0.014 0.019 0.001 Percent International Students -0.107 0.016 0.035 0.004 0.007 0.001 Average PhDs 2002 to 2006 -0.001 0.146 0.041 0.026 0.031 0.002 Percent Completing within 6 Years -0.037 0.081 0.036 0.056 0.063 0.002 Time to Degree Full and Part Time -0.003 0.088 0.027 -0.037 -0.031 0.002 Percent Students in Academic Positions -0.047 0.059 0.033 0.079 0.085 0.002 Student Workspace -0.029 0.051 0.027 0.003 0.005 0.001 Health Insurance 0.001 0.110 0.032 0.003 0.005 0.001 Number of Student Activities 0.032 0.091 0.018 0.030 0.035 0.002 Plant Sciences R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.057 0.157 0.028 0.152 0.159 0.002 Cites Per Publication 0.007 0.063 0.032 0.080 0.088 0.002 Grants per Allocated Faculty 0.016 0.073 0.019 0.145 0.153 0.002 Percent Faculty Interdisciplinary -0.038 0.050 0.027 0.066 0.073 0.002 percent Non-Asian Minority Faculty -0.025 0.052 0.023 0.008 0.011 0.001 Percent Female Faculty -0.064 -0.003 0.029 0.012 0.015 0.001 Awards per Allocated Faculty -0.008 0.079 0.031 0.054 0.060 0.002 Average GRE-Q 0.025 0.082 0.018 0.060 0.065 0.002 Percent First-Year Students with Full Support 0.015 0.098 0.027 0.062 0.068 0.002 Percent First-Year Students with Portable Fellowships -0.064 0.023 0.028 0.031 0.035 0.001 Percent Non-Asian Minority Students -0.020 0.027 0.015 0.017 0.020 0.001 Percent Female Students -0.002 0.055 0.015 0.015 0.017 0.001 Percent International Students -0.023 0.045 0.023 0.006 0.009 0.001 Average PhDs 2002 to 2006 0.123 0.226 0.035 0.038 0.042 0.001 Percent Completing within 6 Years 0.008 0.052 0.014 0.052 0.057 0.001 Time to Degree Full and Part Time 0.005 0.111 0.028 -0.030 -0.026 0.001 Percent Students in Academic Positions 0.008 0.058 0.015 0.085 0.090 0.002 Student Workspace -0.073 0.029 0.031 0.006 0.008 0.001 Health Insurance 0.025 0.104 0.024 0.005 0.007 0.001 Number of Student Activities 0.016 0.114 0.031 0.034 0.038 0.001

APPENDIX F 273 Political Science R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.043 0.064 0.007 0.178 0.185 0.002 Cites Per Publication 0.057 0.081 0.008 0.141 0.149 0.002 Grants per Allocated Faculty 0.009 0.040 0.010 0.075 0.082 0.002 Percent Faculty Interdisciplinary 0.005 0.034 0.010 0.032 0.037 0.001 percent Non-Asian Minority Faculty -0.012 0.006 0.006 0.021 0.025 0.001 Percent Female Faculty -0.016 0.005 0.007 0.019 0.022 0.001 Awards per Allocated Faculty 0.096 0.114 0.007 0.096 0.102 0.002 Average GRE-Q 0.144 0.169 0.006 0.069 0.074 0.002 Percent First-Year Students with Full Support -0.061 -0.041 0.008 0.061 0.065 0.001 Percent First-Year Students with Portable Fellowships 0.005 0.034 0.008 0.021 0.025 0.001 Percent Non-Asian Minority Students -0.039 -0.017 0.007 0.020 0.022 0.001 Percent Female Students 0.035 0.050 0.005 0.014 0.016 0.001 Percent International Students -0.019 -0.006 0.004 0.011 0.013 0.001 Average PhDs 2002 to 2006 0.152 0.166 0.004 0.021 0.024 0.001 Percent Completing within 6 Years -0.084 -0.054 0.010 0.045 0.049 0.001 Time to Degree Full and Part Time -0.062 -0.035 0.012 -0.025 -0.022 0.001 Percent Students in Academic Positions 0.009 0.021 0.004 0.074 0.079 0.001 Student Workspace 0.002 0.047 0.012 0.004 0.006 0.000 Health Insurance 0.012 0.030 0.005 0.005 0.006 0.000 Number of Student Activities 0.051 0.075 0.008 0.030 0.033 0.001 Psychology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.056 0.156 0.029 0.153 0.158 0.001 Cites Per Publication 0.053 0.136 0.026 0.121 0.126 0.002 Grants per Allocated Faculty 0.094 0.151 0.020 0.137 0.142 0.001 Percent Faculty Interdisciplinary -0.022 0.068 0.028 0.036 0.039 0.001 percent Non-Asian Minority Faculty -0.027 0.059 0.030 0.021 0.023 0.001 Percent Female Faculty -0.032 0.051 0.028 0.016 0.018 0.001 Awards per Allocated Faculty 0.052 0.109 0.015 0.062 0.066 0.001 Average GRE-Q 0.016 0.095 0.025 0.069 0.073 0.001 Percent First-Year Students with Full Support -0.065 0.039 0.036 0.062 0.065 0.001 Percent First-Year Students with Portable Fellowships -0.050 0.021 0.019 0.025 0.027 0.001 Percent Non-Asian Minority Students -0.051 0.014 0.023 0.028 0.030 0.001 Percent Female Students -0.004 0.057 0.018 0.012 0.014 0.000 Percent International Students -0.017 0.036 0.018 0.003 0.003 0.000 Average PhDs 2002 to 2006 0.060 0.135 0.024 0.022 0.023 0.001 Percent Completing within 6 Years 0.015 0.053 0.015 0.056 0.059 0.001 Time to Degree Full and Part Time -0.051 0.029 0.026 -0.028 -0.026 0.001 Percent Students in Academic Positions 0.032 0.093 0.018 0.079 0.081 0.001 Student Workspace -0.014 0.100 0.043 0.006 0.007 0.000 Health Insurance -0.039 0.039 0.026 0.005 0.006 0.000 Number of Student Activities -0.012 0.080 0.031 0.036 0.039 0.001

274 APPENDIX F Public Affairs, Public Policy and Public R-Based R-Based R-Based S-Based S-Based S-Based Administration .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.065 -0.044 0.007 0.164 0.175 0.004 Cites Per Publication -0.068 -0.053 0.006 0.109 0.123 0.004 Grants per Allocated Faculty 0.042 0.060 0.006 0.093 0.103 0.003 Percent Faculty Interdisciplinary -0.072 -0.034 0.012 0.047 0.058 0.003 percent Non-Asian Minority Faculty -0.091 -0.065 0.009 0.020 0.025 0.002 Percent Female Faculty -0.029 -0.004 0.009 0.014 0.020 0.002 Awards per Allocated Faculty 0.127 0.148 0.006 0.068 0.080 0.003 Average GRE-Q 0.047 0.061 0.005 0.072 0.081 0.003 Percent First-Year Students with Full Support -0.003 0.014 0.006 0.053 0.060 0.002 Percent First-Year Students with Portable Fellowships -0.074 -0.057 0.006 0.019 0.024 0.002 Percent Non-Asian Minority Students -0.048 -0.031 0.005 0.028 0.033 0.002 Percent Female Students 0.043 0.051 0.004 0.015 0.019 0.001 Percent International Students 0.061 0.073 0.005 0.007 0.010 0.001 Average PhDs 2002 to 2006 0.037 0.068 0.010 0.024 0.031 0.002 Percent Completing within 6 Years -0.023 -0.007 0.005 0.054 0.060 0.002 Time to Degree Full and Part Time 0.023 0.040 0.006 -0.026 -0.021 0.001 Percent Students in Academic Positions 0.016 0.032 0.005 0.078 0.088 0.003 Student Workspace 0.107 0.126 0.007 0.005 0.007 0.001 Health Insurance -0.031 -0.009 0.008 0.002 0.004 0.001 Number of Student Activities -0.027 0.009 0.011 0.036 0.042 0.002 Public Health R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.105 0.151 0.014 0.131 0.139 0.002 Cites Per Publication 0.029 0.087 0.018 0.071 0.079 0.002 Grants per Allocated Faculty -0.024 0.035 0.019 0.142 0.149 0.002 Percent Faculty Interdisciplinary 0.024 0.107 0.024 0.069 0.075 0.002 percent Non-Asian Minority Faculty -0.016 0.068 0.024 0.021 0.024 0.001 Percent Female Faculty -0.100 -0.035 0.021 0.016 0.019 0.001 Awards per Allocated Faculty -0.069 0.034 0.027 0.044 0.050 0.002 Average GRE-Q 0.054 0.143 0.025 0.071 0.076 0.002 Percent First-Year Students with Full Support -0.019 0.038 0.017 0.058 0.063 0.002 Percent First-Year Students with Portable Fellowships -0.055 0.030 0.024 0.021 0.025 0.001 Percent Non-Asian Minority Students -0.013 0.054 0.021 0.035 0.039 0.001 Percent Female Students 0.047 0.102 0.018 0.016 0.019 0.001 Percent International Students -0.077 0.044 0.033 0.009 0.012 0.001 Average PhDs 2002 to 2006 0.003 0.085 0.026 0.028 0.032 0.001 Percent Completing within 6 Years 0.025 0.094 0.022 0.064 0.069 0.001 Time to Degree Full and Part Time -0.039 0.044 0.024 -0.035 -0.031 0.001 Percent Students in Academic Positions -0.036 0.019 0.019 0.082 0.087 0.001 Student Workspace -0.051 -0.001 0.015 0.006 0.008 0.001 Health Insurance 0.024 0.077 0.016 0.004 0.005 0.001 Number of Student Activities 0.026 0.067 0.011 0.037 0.041 0.001

APPENDIX F 275 Religion R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.026 0.056 0.027 0.168 0.179 0.004 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.013 0.052 0.023 0.036 0.046 0.003 Percent Faculty Interdisciplinary -0.090 -0.014 0.025 0.061 0.072 0.003 percent Non-Asian Minority Faculty -0.048 0.040 0.029 0.043 0.051 0.003 Percent Female Faculty -0.021 0.033 0.014 0.039 0.047 0.002 Awards per Allocated Faculty 0.013 0.059 0.017 0.091 0.103 0.004 Average GRE-Q -0.007 0.079 0.026 0.077 0.086 0.003 Percent First-Year Students with Full Support 0.045 0.098 0.019 0.073 0.081 0.002 Percent First-Year Students with Portable Fellowships 0.005 0.066 0.020 0.011 0.016 0.001 Percent Non-Asian Minority Students -0.049 0.011 0.020 0.036 0.042 0.002 Percent Female Students -0.076 0.032 0.036 0.033 0.039 0.002 Percent International Students -0.087 -0.041 0.017 0.013 0.017 0.001 Average PhDs 2002 to 2006 0.118 0.273 0.057 0.026 0.032 0.002 Percent Completing within 6 Years -0.024 0.028 0.018 0.070 0.077 0.002 Time to Degree Full and Part Time -0.034 0.039 0.021 -0.032 -0.026 0.002 Percent Students in Academic Positions 0.064 0.165 0.027 0.085 0.093 0.002 Student Workspace -0.007 0.070 0.025 0.002 0.003 0.000 Health Insurance 0.056 0.146 0.030 0.006 0.009 0.001 Number of Student Activities 0.008 0.074 0.020 0.035 0.042 0.002 Sociology R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.014 0.081 0.032 0.161 0.168 0.002 Cites Per Publication 0.040 0.108 0.022 0.107 0.114 0.002 Grants per Allocated Faculty -0.069 -0.008 0.020 0.100 0.107 0.002 Percent Faculty Interdisciplinary -0.089 0.024 0.036 0.034 0.039 0.002 percent Non-Asian Minority Faculty -0.016 0.059 0.023 0.036 0.040 0.001 Percent Female Faculty -0.021 0.014 0.010 0.027 0.031 0.001 Awards per Allocated Faculty 0.056 0.124 0.025 0.081 0.089 0.002 Average GRE-Q 0.069 0.114 0.013 0.052 0.057 0.001 Percent First-Year Students with Full Support 0.021 0.079 0.019 0.054 0.058 0.001 Percent First-Year Students with Portable Fellowships 0.044 0.098 0.017 0.021 0.024 0.001 Percent Non-Asian Minority Students -0.034 0.018 0.015 0.032 0.035 0.001 Percent Female Students 0.002 0.065 0.016 0.018 0.020 0.001 Percent International Students -0.053 0.058 0.028 0.010 0.012 0.001 Average PhDs 2002 to 2006 0.060 0.101 0.012 0.022 0.025 0.001 Percent Completing within 6 Years -0.088 -0.053 0.011 0.053 0.057 0.001 Time to Degree Full and Part Time 0.024 0.086 0.022 -0.025 -0.022 0.001 Percent Students in Academic Positions -0.014 0.051 0.018 0.077 0.081 0.001 Student Workspace -0.010 0.064 0.022 0.005 0.007 0.000 Health Insurance 0.025 0.100 0.027 0.006 0.008 0.000 Number of Student Activities 0.005 0.111 0.031 0.039 0.042 0.001

276 APPENDIX F R-Based R-Based R-Based S-Based S-Based S-Based Spanish Language and Literature .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.072 0.122 0.016 0.171 0.182 0.003 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.044 -0.010 0.010 0.048 0.058 0.003 Percent Faculty Interdisciplinary -0.074 -0.029 0.015 0.073 0.083 0.003 percent Non-Asian Minority Faculty 0.008 0.066 0.021 0.035 0.043 0.002 Percent Female Faculty -0.012 0.041 0.016 0.028 0.035 0.002 Awards per Allocated Faculty 0.061 0.113 0.016 0.072 0.085 0.004 Average GRE-Q 0.061 0.164 0.036 0.040 0.047 0.002 Percent First-Year Students with Full Support 0.016 0.051 0.011 0.072 0.080 0.002 Percent First-Year Students with Portable Fellowships -0.055 0.043 0.038 0.017 0.022 0.002 Percent Non-Asian Minority Students -0.077 -0.052 0.008 0.032 0.037 0.002 Percent Female Students -0.062 0.018 0.024 0.019 0.024 0.001 Percent International Students -0.014 0.080 0.030 0.043 0.049 0.002 Average PhDs 2002 to 2006 0.099 0.147 0.015 0.039 0.046 0.002 Percent Completing within 6 Years -0.057 -0.003 0.016 0.062 0.069 0.002 Time to Degree Full and Part Time 0.004 0.092 0.031 -0.036 -0.030 0.002 Percent Students in Academic Positions 0.040 0.085 0.014 0.091 0.098 0.002 Student Workspace -0.029 0.008 0.011 0.002 0.004 0.001 Health Insurance 0.001 0.085 0.026 0.010 0.014 0.001 Number of Student Activities 0.035 0.070 0.012 0.048 0.056 0.002 Statistics R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty 0.007 0.058 0.014 0.147 0.158 0.004 Cites Per Publication 0.094 0.129 0.012 0.114 0.126 0.004 Grants per Allocated Faculty 0.031 0.074 0.013 0.124 0.135 0.003 Percent Faculty Interdisciplinary 0.007 0.040 0.011 0.076 0.086 0.003 percent Non-Asian Minority Faculty 0.015 0.073 0.018 0.005 0.008 0.001 Percent Female Faculty -0.049 -0.012 0.012 0.008 0.012 0.001 Awards per Allocated Faculty 0.012 0.054 0.011 0.079 0.091 0.004 Average GRE-Q -0.028 0.013 0.012 0.059 0.066 0.002 Percent First-Year Students with Full Support -0.048 0.005 0.017 0.052 0.058 0.002 Percent First-Year Students with Portable Fellowships -0.069 -0.032 0.010 0.021 0.026 0.001 Percent Non-Asian Minority Students -0.022 0.033 0.018 0.013 0.017 0.001 Percent Female Students -0.129 -0.089 0.013 0.013 0.017 0.001 Percent International Students -0.007 0.052 0.015 0.014 0.019 0.001 Average PhDs 2002 to 2006 0.120 0.154 0.012 0.037 0.043 0.002 Percent Completing within 6 Years -0.079 -0.054 0.008 0.043 0.048 0.002 Time to Degree Full and Part Time -0.048 0.002 0.016 -0.026 -0.021 0.002 Percent Students in Academic Positions 0.057 0.079 0.008 0.077 0.086 0.003 Student Workspace 0.058 0.100 0.011 0.006 0.009 0.001 Health Insurance 0.006 0.046 0.013 0.002 0.004 0.001 Number of Student Activities -0.041 0.014 0.015 0.024 0.029 0.001

APPENDIX F 277 Theater and Performance Studies R-Based R-Based R-Based S-Based S-Based S-Based .05 .95 Stdev .05 .95 Stdev Publications per Allocated Faculty -0.018 0.052 0.022 0.145 0.166 0.006 Cites Per Publication None None None None None None Grants per Allocated Faculty -0.050 -0.016 0.011 0.025 0.037 0.004 Percent Faculty Interdisciplinary -0.060 -0.001 0.015 0.078 0.095 0.005 percent Non-Asian Minority Faculty 0.032 0.097 0.022 0.048 0.062 0.004 Percent Female Faculty -0.053 0.004 0.017 0.041 0.055 0.004 Awards per Allocated Faculty 0.083 0.131 0.015 0.076 0.096 0.006 Average GRE-Q 0.131 0.172 0.012 0.037 0.049 0.004 Percent First-Year Students with Full Support 0.012 0.049 0.010 0.065 0.081 0.005 Percent First-Year Students with Portable Fellowships -0.007 0.026 0.011 0.009 0.017 0.002 Percent Non-Asian Minority Students 0.018 0.075 0.015 0.046 0.057 0.003 Percent Female Students -0.020 0.034 0.016 0.034 0.045 0.003 Percent International Students -0.068 0.012 0.023 0.015 0.024 0.003 Average PhDs 2002 to 2006 0.104 0.145 0.014 0.019 0.027 0.003 Percent Completing within 6 Years -0.031 0.024 0.017 0.065 0.079 0.004 Time to Degree Full and Part Time -0.079 -0.025 0.015 -0.035 -0.023 0.004 Percent Students in Academic Positions 0.043 0.096 0.017 0.094 0.107 0.004 Student Workspace -0.045 0.003 0.014 0.001 0.004 0.001 Health Insurance -0.016 0.044 0.019 0.009 0.016 0.002 Number of Student Activities 0.096 0.138 0.012 0.053 0.065 0.004

Next: Appendix G: Correlation of the Median R and S Rankings by Broad Field »
A Data-Based Assessment of Research-Doctorate Programs in the United States (with CD) Get This Book
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A Data-Based Assessment of Research-Doctorate Programs in the United States provides an unparalleled dataset that can be used to assess the quality and effectiveness of doctoral programs based on measures important to faculty, students, administrators, funders, and other stakeholders.

The data, collected for the 2005-2006 academic year from more than 5,000 doctoral programs at 212 universities, covers 62 fields. Included for each program are such characteristics as faculty publications, grants, and awards; student GRE scores, financial support, and employment outcomes; and program size, time to degree, and faculty composition. Measures of faculty and student diversity are also included.

The book features analysis of selected findings across six broad fields: agricultural sciences, biological and health sciences, engineering, physical and mathematical sciences, social and behavioral sciences, and humanities, as well as a discussion of trends in doctoral education since the last assessment in 1995, and suggested uses of the data . It also includes a detailed explanation of the methodology used to collect data and calculate ranges of illustrative rankings.

Included with the book is a comprehensive CD-ROM with a data table in Microsoft Excel. In addition to data on the characteristics of individual programs, the data table contains illustrative ranges of rankings for each program, as well as ranges of rankings for three dimensions of program quality: (1) research activity, (2) student support and outcomes, and (3) diversity of the academic environment.

As an aid to users, the data table is offered with demonstrations of some Microsoft Excel features that may enhance the usability of the spreadsheet, such as hiding and unhiding columns, copying and pasting columns to a new worksheet, and filtering and sorting data. Also provided with the data table are a set of scenarios that show how typical users may want to extract data from the spreadsheet.

PhDs.org, an independent website not affiliated with the National Research Council, incorporated data from the research-doctorate assessment into its Graduate School Guide. Users of the Guide can choose the weights assigned to the program characteristics measured by the National Research Council and others, and rank graduate programs according to their own priorities.

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