Architecture and Environmental Design

Architecture and Environmental Design Southern California Institute of Architecture 0.18% 1 Rocky Mountain College of Art and Design 0.13% 2 Cooper Union 0.11% 3 Bennington College 0.10% 4 Hampshire College 0.08% 5 Pratt Institute 0.07% 6 Rice University 0.06% 7 Princeton University 0.05% 8 Seton Hill College 0.05% 9 Northwest College (Kirkland, WA) 0.05% 10 Wentworth Inst of Tech 0.04% 11 Oberlin College 0.04% 12 Goshen College 0.04% 13 Centre College 0.04% 14 Wesleyan University 0.04% 15 Whittier College 0.04% 16 Williams College 0.04% 17 Lawrence University 0.04% 18 Alverno College 0.04% 19 Haverford College 0.03% 20 Carnegie Mellon University 0.03% 21 Harvard University 0.03% 22 Massachusetts Institute of Technology 0.03% 23 Bryn Mawr College 0.03% 24 Valparaiso University 0.03% 25 Columbia University in the City of New York 0.03% 26 Wilmington College (Wilmington, OH) 0.03% 27 Yale University 0.03% 28 Wheaton College (Norton, MA) 0.03% 29 Gustavus Adolphus College 0.03% 30 Smith College 0.03% 31 Concord College 0.03% 32 Wilkes University 0.03% 33 Norwich University 0.02% 34 Hobart William Smith Colleges 0.02% 35 Franklin and Marshall College 0.02% 36 Bates College 0.02% 37 Georgia Institute of Technology, Main Campus 0.02% 38 Meredith College 0.02% 39 Clark University 0.02% 40 Prepared by Swarthmore College Office of Institutional Research, May 2017. 1

Architecture and Environmental Design (cont'd.) University of Baltimore 0.02% 41 University of California Berkeley 0.02% 42 Rhode Island School of Design 0.02% 43 University of Miami 0.02% 44 Cornell University, All Campuses 0.02% 45 DePauw University 0.02% 46 University of Florida 0.02% 47 Rensselaer Polytechnic Institute 0.02% 48 Drury College 0.02% 49 Belmont University 0.02% 50 Worcester Polytechnic Institute 0.02% 51 Middlebury College 0.02% 52 Fairmont State College 0.02% 53 University of Missouri, Columbia 0.02% 54 University of Virginia, Main Campus 0.02% 55 Tulane University 0.02% 56 Drake University 0.02% 57 University of Illinois at Urbana Champaign 0.02% 58 College of the Holy Cross 0.02% 59 Missouri Western State College 0.02% 60 Auburn University at Montgomery 0.02% 61 University of Memphis 0.02% 62 Ithaca College 0.02% 63 California State Polytechnic U San Luis Obispo 0.01% 64 Washington University 0.01% 65 University of Minnesota Twin Cities 0.01% 66 University of Oregon 0.01% 67 University of Colorado at Boulder 0.01% 68 University of North Carolina at Charlotte 0.01% 69 Stanford University 0.01% 70 Calvin College 0.01% 71 Virginia Polytechnic Institute and State Univ 0.01% 72 University of Wisconsin River Falls 0.01% 73 University of Cincinnati, All Campuses 0.01% 74 United States Naval Academy 0.01% 75 University of Chicago 0.01% 76 State University of West Georgia 0.01% 77 Washington State University 0.01% 78 University of Arkansas, Main Campus 0.01% 79 Dartmouth College 0.01% 80 Prepared by Swarthmore College Office of Institutional Research, May 2017. 2

Architecture and Environmental Design (cont'd.) University of Kansas, Main Campus 0.01% 81 Santa Clara University 0.01% 82 University of Massachusetts Lowell 0.01% 83 University of Tennessee at Chattanooga 0.01% 84 Johns Hopkins University 0.01% 85 California State University Stanislaus 0.01% 86 Howard University 0.01% 87 Kutztown University of Pennsylvania 0.01% 88 Syracuse University, Main Campus 0.01% 89 University of Southern California 0.01% 90 Valdosta State University 0.01% 91 Louisiana State Univ & Agric & Mechanical Col 0.01% 92 University of Massachusetts at Amherst 0.01% 93 New York University 0.01% 94 North Carolina State University at Raleigh 0.01% 95 Clemson University 0.01% 96 State University of New York at New Platz 0.01% 97 Vanderbilt University 0.01% 98 Emory University 0.01% 99 East Tennessee State University 0.01% 100 Arts and Music New England Conservatory of Music 6.43% 1 Juilliard School 3.10% 2 Cleveland Institute of Music 3.05% 3 Manhattan School of Music 2.93% 4 Curtis Institute of Music 2.85% 5 Oberlin College 2.04% 6 San Francisco Conservatory of Music 1.43% 7 Boston Conservatory 1.24% 8 Simon's Rock College of Bard 1.21% 9 Lawrence University 1.04% 10 Grinnell College 0.90% 11 Yale University 0.89% 12 Swarthmore College 0.88% 13 Williams College, Williamstown 0.75% 14 Berklee College of Music 0.74% 15 Bryn Mawr College 0.70% 16 Prepared by Swarthmore College Office of Institutional Research, May 2017. 3

Arts and Music (cont'd.) Barnard College 0.69% 17 Vassar College 0.62% 18 Amherst College 0.62% 19 Wesleyan University 0.61% 20 North Carolina School of the Arts 0.61% 21 Wellesley College 0.60% 22 Smith College 0.59% 23 Reed College 0.57% 24 Carleton College 0.56% 25 University of Rochester 0.55% 26 Bennington College 0.51% 27 Stetson University 0.50% 28 Haverford College 0.49% 29 University of Chicago, The 0.47% 30 Sarah Lawrence College 0.45% 31 Kenyon College 0.44% 32 Brown University 0.44% 33 Mills College 0.42% 34 Princeton University 0.42% 35 St Olaf College 0.40% 36 Harvard University 0.38% 37 Pomona College 0.38% 38 Mount Holyoke College 0.37% 39 Macalester College 0.36% 40 Bethel College (North Newton, KS) 0.36% 41 Colorado College 0.36% 42 California Institute of Arts 0.35% 43 Columbia University in the City of New York 0.35% 44 Bethany College (Lindsborg, KS) 0.35% 45 Conservatory of Music of Puerto Rico 0.34% 46 Luther College 0.33% 47 Rice University 0.33% 48 Dartmouth College 0.33% 49 Hood College 0.32% 50 Converse College 0.32% 51 Hampshire College 0.32% 52 Middlebury College 0.32% 53 Furman University 0.31% 54 Occidental College 0.31% 55 St John's College (Annapolis, MD) 0.30% 56 Prepared by Swarthmore College Office of Institutional Research, May 2017. 4

Arts and Music (cont'd.) Wesleyan College 0.30% 57 Bard College 0.29% 58 Pitzer College 0.29% 59 Brandeis University 0.28% 60 SUNY College at Potsdam 0.28% 61 Rhodes College 0.27% 62 Northwestern University, Evanston 0.27% 63 Illinois Wesleyan University 0.27% 64 Memphis College of Art 0.27% 65 Bowdoin College 0.27% 66 Trinity University 0.27% 67 Bethany College (Bethany, WV) 0.26% 68 SUNY College of Technology at Alfred 0.25% 70 Baptist Bible College 0.25% 70 Stanford University 0.24% 71 University of the Arts 0.24% 72 Wheaton College (Wheaton, IL) 0.24% 73 Ithaca College 0.24% 74 College of Wooster 0.23% 75 Boston Architectural Center 0.23% 76 Sweet Briar College 0.23% 77 College of the Holy Cross 0.23% 78 Asbury College 0.23% 79 Vanderbilt University 0.22% 80 Catholic University of America 0.22% 81 University of the Pacific 0.22% 82 SUNY College at Fredonia 0.22% 83 New York University 0.22% 84 Shenandoah University 0.22% 85 Trinity Bible College 0.22% 86 Hollins College 0.21% 87 Centre College 0.21% 88 Sterling College (Sterling, KS) 0.21% 89 Southwestern University 0.21% 90 University of Puget Sound 0.21% 91 Colby College 0.21% 92 College of William and Mary 0.21% 93 Johns Hopkins University 0.21% 94 Bates College 0.21% 95 Lewis and Clark College 0.20% 96 Prepared by Swarthmore College Office of Institutional Research, May 2017. 5

Arts and Music (cont'd.) Trinity College (Hartford, CT) 0.20% 97 Susquehanna University 0.20% 98 Knox College 0.20% 99 Judson College (Marion, AL) 0.19% 100 Business and Management St John Vianney College Seminary 0.88% 1 Long Island University, All Campuses 0.65% 2 Maharishi University of Management 0.52% 3 California Institute of Technology 0.46% 4 Harvard University 0.38% 5 Massachusetts Institute of Technology 0.38% 6 United States Air Force Academy 0.37% 7 University of Pennsylvania 0.31% 8 Brigham Young University, Provo 0.31% 9 St. John's College, Annapolis 0.30% 10 United States Military Academy 0.30% 11 Claremont McKenna College 0.29% 12 Stanford University 0.28% 13 Williams College, Williamstown 0.27% 14 Goddard College 0.27% 15 Patten College 0.27% 16 SUNY, Alfred State, College of Technology 0.25% 17 GMI Engineering and Management Institute 0.24% 18 Transylvania University 0.23% 19 Wabash College 0.23% 20 Rice University 0.22% 21 Universidad Adventista de Las Antillas 0.22% 22 Yale University 0.21% 23 University of Chicago, The 0.21% 24 Grinnell College 0.20% 25 Cornell University 0.20% 26 Mount St Clare College 0.20% 27 University of the Ozarks 0.20% 28 Lyon College 0.20% 29 Dartmouth College 0.20% 30 Knox College 0.20% 31 Gonzaga University 0.20% 32 Prepared by Swarthmore College Office of Institutional Research, May 2017. 6

Business and Management (cont'd.) Columbia Union College 0.19% 33 Columbia University in the City of New York 0.19% 34 Chatham College 0.19% 35 Eureka College 0.19% 36 Swarthmore College 0.19% 37 Cleveland Institute of Music 0.19% 38 Trinity University 0.19% 39 Princeton University 0.19% 40 Ohio Wesleyan University 0.18% 41 Brown University 0.18% 42 College of the Atlantic 0.18% 43 University of Notre Dame 0.18% 44 Florida Agricultural and Mechanical University 0.18% 45 Clarkson College 0.18% 46 Earlham College 0.18% 47 Union University 0.17% 48 Brandeis University 0.17% 49 Hartwick College 0.17% 50 Illinois Institute of Technology 0.17% 51 Washington and Lee University 0.17% 52 Wellesley College 0.17% 53 Central Bible College 0.17% 54 United States Naval Academy 0.17% 55 Southern Adventist University 0.17% 56 College of the Southwest 0.16% 57 Georgia Institute of Technology, Atlanta 0.16% 58 Oklahoma Christian University 0.16% 59 San Jose Christian College 0.16% 60 Babson College 0.16% 61 Carnegie Mellon University 0.16% 62 St Mary of the Woods College 0.16% 63 Millsaps College 0.16% 64 Manchester College 0.16% 65 Illinois Wesleyan University 0.16% 66 Oakwood University 0.16% 67 Lubbock Christian University 0.16% 68 University of Evansville 0.15% 69 University of Mississippi, The, University 0.15% 70 Freed Hardeman University 0.15% 71 Cambridge College, Cambridge 0.15% 72 Prepared by Swarthmore College Office of Institutional Research, May 2017. 7

Business and Management (cont'd.) College of William and Mary 0.15% 73 John Carroll University 0.15% 74 Emory University 0.15% 75 Life Bible College 0.15% 76 Florida Institute of Technology 0.14% 77 Claflin College 0.14% 78 University of Maryland Eastern Shore 0.14% 79 Kentucky State University 0.14% 80 Northwestern University, Evanston 0.14% 81 Southern Utah University 0.14% 82 Monmouth College 0.14% 83 Hood College 0.14% 84 Haverford College 0.14% 85 Washington University in St. Louis 0.14% 86 Brigham Young University, Laie 0.14% 87 Duke University 0.14% 88 Fisk University 0.14% 89 Case Western Reserve University 0.13% 90 Grove City College 0.13% 91 Hanover College 0.13% 92 University of Alabama, The, Tuscaloosa 0.13% 93 Vassar College 0.13% 94 St. Olaf College 0.13% 95 Birmingham Southern College 0.13% 96 University of Virginia, Charlottesville 0.13% 97 Antioch University 0.13% 98 New England Conservatory 0.13% 99 Wake Forest University 0.13% 100 Communication and Librarianship Lutheran Bible Institute of Seattle 0.47% 1 Appalachian Bible College 0.46% 2 Concordia College, Moorhead 0.40% 3 Aquinas College (Nashville, TN) 0.38% 4 Hastings College 0.37% 5 Hampshire College 0.32% 6 Macalester College 0.31% 7 Georgetown College 0.26% 8 Prepared by Swarthmore College Office of Institutional Research, May 2017. 8

Communication and Librarianship (cont'd.) Carleton College 0.22% 9 Hiram College 0.22% 10 Alma College 0.21% 11 University of Mount Union 0.20% 12 Oberlin College 0.19% 13 Pomona College 0.19% 14 Bluffton University 0.19% 15 Northwestern University, Evanston 0.18% 16 Louisiana College 0.18% 17 Grinnell College 0.18% 18 University of North Carolina School of the Arts 0.17% 19 Carroll College 0.17% 20 Scripps College 0.17% 21 Bridgewater College 0.17% 22 Huntingdon College 0.17% 23 Central Bible College 0.17% 24 Wittenberg University 0.17% 25 Bryn Mawr College 0.17% 26 Illinois College 0.16% 27 Westmont College 0.16% 28 Wake Forest University 0.16% 29 Bates College 0.16% 30 Howard University 0.16% 31 DePauw University 0.16% 32 Cedarville University 0.16% 33 University of Pittsburgh Johnstown Campus 0.16% 34 Olivet College 0.15% 35 McPherson College 0.15% 36 Trinity University 0.15% 37 Sarah Lawrence College 0.15% 38 Dillard University 0.14% 39 Trinity Washington University 0.14% 40 University of Dubuque 0.14% 41 Christian Brothers University 0.14% 42 Haverford College 0.14% 43 Abilene Christian University 0.14% 44 Swarthmore College 0.14% 45 Wheaton College, Wheaton 0.14% 46 St. Bonaventure University 0.14% 47 Goddard College 0.13% 48 Prepared by Swarthmore College Office of Institutional Research, May 2017. 9

Communication and Librarianship (cont'd.) Vassar College 0.13% 49 Birmingham Southern College 0.13% 50 Earlham College 0.13% 51 Point Loma Nazarene University 0.13% 52 Willamette University 0.13% 53 Occidental College 0.13% 54 Centre College 0.13% 55 Wesleyan University 0.12% 56 University of Chicago, The 0.12% 57 SUNY, Alfred State, College of Technology 0.12% 58 Mississippi Valley State University 0.12% 59 Allegheny College 0.12% 60 Stonehill College 0.12% 61 Oklahoma Christian University 0.12% 63 Trinity Intl Univ South Florida 0.12% 63 Augustana College, Sioux Falls 0.12% 64 University of Virginia's College at Wise 0.12% 65 Corban University 0.12% 66 Millsaps College 0.12% 67 Truman State University 0.12% 68 Valley Forge Christian College 0.12% 69 Nebraska Wesleyan University 0.12% 70 Davidson College 0.12% 71 Whitman College 0.12% 72 Mount Holyoke College 0.12% 73 University of Bridgeport 0.12% 74 School of the Art Institute of Chicago, The 0.12% 75 St. Norbert College 0.11% 76 Asbury University 0.11% 77 University of Mary 0.11% 78 Smith College 0.11% 79 Ohio University 0.11% 80 Mary Baldwin College 0.11% 81 Jamestown College 0.11% 82 Minnesota State University, Moorhead 0.11% 83 William Jewell College 0.11% 84 University of Maine at Machias 0.11% 85 Loyola Marymount University 0.11% 86 Hollins University 0.11% 87 Sterling College, Sterling 0.11% 88 Prepared by Swarthmore College Office of Institutional Research, May 2017. 10

Communication and Librarianship (cont'd.) Juniata College 0.11% 89 Cooper Union for the Advancement of Science and A 0.11% 90 Denison University 0.11% 91 Stanford University 0.10% 92 Ouachita Baptist University 0.10% 93 University of Alabama, The, Tuscaloosa 0.10% 94 Wellesley College 0.10% 95 Gustavus Adolphus College 0.10% 96 Brown University 0.10% 97 Sewanee: The University of the South 0.10% 98 Antioch University 0.10% 99 Black Hills State University 0.10% 100 Education Vandercook College of Music 3.70% 1 Spelman College 1.96% 2 Tougaloo College 1.95% 3 St. John Vianney College Seminary 1.77% 4 Swarthmore College 1.57% 5 Fisk University 1.56% 6 Texas A&M Health Science Center, Dallas, Baylor Co 1.44% 7 Monterey Institute of International Studies 1.42% 8 Trinity Lutheran College 1.41% 9 Jackson State University 1.41% 10 Nebraska Christian College 1.35% 11 Gallaudet University 1.29% 12 Bennett College, Greensboro 1.29% 13 Hillsdale Free Will Baptist College 1.23% 14 Alcorn State University 1.21% 15 Transylvania University 1.20% 16 Earlham College 1.19% 17 Virginia Union University 1.19% 18 Huntingdon College 1.18% 19 Central State University 1.17% 20 Hampton University 1.16% 21 Judson College, Marion 1.16% 22 Concordia University, Nebraska 1.12% 23 Haverford College 1.11% 24 Prepared by Swarthmore College Office of Institutional Research, May 2017. 11

Education (cont'd.) Notre Dame College, Cleveland 1.11% 25 Juilliard School, The 1.10% 26 University of California San Francisco 1.10% 27 Concordia College (Selma, AL) 1.09% 28 Trinity Bible College 1.08% 29 Berea College 1.07% 30 Lane College 1.06% 31 Alabama State University 1.06% 32 Mississippi University for Women 1.05% 33 Hampshire College 1.03% 34 Shimer College 1.03% 35 University of Southern Mississippi, The 1.01% 36 Delta State University 1.00% 37 Wesleyan College 0.99% 38 Morehouse College 0.98% 39 Agnes Scott College 0.98% 40 Cornell College 0.98% 41 Free Will Baptist Bible College 0.97% 42 Bard College at Simon's Rock 0.97% 43 Harris Stowe State College 0.97% 44 Asbury University 0.95% 45 Milligan College 0.94% 46 Goddard College 0.93% 47 Occidental College 0.93% 48 Talladega College 0.93% 49 Lawrence University 0.93% 50 College of William and Mary 0.93% 51 Southwestern University 0.92% 52 Scripps College 0.92% 53 McPherson College 0.91% 54 South Carolina State University 0.91% 55 Southern University and A&M College, Baton Rouge 0.91% 56 Oberlin College 0.90% 57 Haskell Indian Nations University 0.90% 58 Rust College 0.90% 59 St Charles Borromeo Seminary 0.90% 60 Tuskegee University 0.90% 62 Amherst College 0.90% 62 Westminster College, Fulton 0.90% 63 Burlington College 0.90% 64 Prepared by Swarthmore College Office of Institutional Research, May 2017. 12

Education (cont'd.) Centre College 0.89% 65 Bryn Mawr College 0.89% 66 Stillman College 0.89% 67 Trinity University 0.89% 68 Morningside College 0.89% 69 St. Mary's University, San Antonio 0.89% 70 Kalamazoo College 0.89% 71 Marietta College 0.89% 72 Mayville State University 0.89% 73 Xavier University of Louisiana 0.88% 74 West Virginia University at Parkersburg 0.87% 75 Andrews University 0.86% 76 Oakwood University 0.86% 77 Ripon College 0.86% 78 Saint Mary's College, Notre Dame 0.85% 79 Central College 0.85% 80 University of Montevallo 0.84% 81 Converse College 0.83% 82 Pomona College 0.83% 83 Carleton College 0.83% 84 Wheaton College, Wheaton 0.82% 85 Texas Southern University 0.82% 86 Coe College 0.81% 87 Augustana College, Sioux Falls 0.81% 88 Paine College 0.81% 89 Pacific Union College 0.81% 90 Wiley College 0.81% 91 Atlantic Union College 0.80% 92 Mills College 0.80% 93 College of Wooster, The 0.79% 94 Millsaps College 0.79% 95 Erskine College 0.79% 96 Wake Forest University 0.79% 97 Sewanee: The University of the South 0.79% 98 Hiram College 0.78% 99 Pontifical College Josephinum 0.78% 100 Prepared by Swarthmore College Office of Institutional Research, May 2017. 13

Engineering Webb Institute 9.38% 1 California Institute of Technology 8.08% 2 Harvey Mudd College 7.47% 3 Massachusetts Institute of Technology 6.35% 4 Cooper Union for the Advancement of Science and A 5.45% 5 Rose Hulman Institute of Technology 3.99% 6 Colorado School of Mines 3.66% 7 Case Western Reserve University 3.56% 8 Illinois Institute of Technology 3.32% 9 Rensselaer Polytechnic Institute, Troy 3.12% 10 New Mexico Institute of Mining and Technology 3.06% 11 Georgia Institute of Technology, Atlanta 2.88% 12 Carnegie Mellon University 2.78% 13 Missouri University of Science and Technology 2.69% 14 Rice University 2.66% 15 Worcester Polytechnic Institute 2.44% 16 Johns Hopkins University 2.42% 17 Michigan Technological University 2.34% 18 Clarkson University 1.90% 19 Princeton University 1.87% 20 South Dakota School of Mines & Technology 1.71% 21 Polytechnic Institute of New York University 1.69% 22 Stevens Institute of Technology 1.65% 23 Lafayette College 1.62% 24 Cornell University 1.60% 25 Duke University 1.50% 26 University of Puerto Rico at Mayaguez 1.47% 27 Milwaukee School of Engineering 1.46% 28 University of Rochester 1.45% 29 Lehigh University 1.45% 30 Texas A&M Health Science Center, Dallas, Baylor Co 1.44% 31 Stanford University 1.39% 32 Florida Institute of Technology 1.37% 33 United States Air Force Academy 1.30% 34 Vanderbilt University 1.27% 35 University of California, Berkeley 1.26% 36 Swarthmore College 1.24% 37 Bucknell University 1.19% 38 United States Military Academy 1.09% 39 Northwestern University, Evanston 1.08% 40 Prepared by Swarthmore College Office of Institutional Research, May 2017. 14

Engineering (cont'd.) North Carolina State University 1.06% 41 Washington University in St. Louis 1.01% 42 Columbia University in the City of New York 1.01% 43 Drexel University 0.99% 44 Tulane University 0.97% 45 Brown University 0.96% 46 Virginia Polytechnic Institute and State University 0.93% 47 University of Notre Dame 0.90% 48 University of Illinois at Urbana Champaign 0.90% 49 University of Virginia, Charlottesville 0.90% 50 Yeshiva Ohr Elchonon Chabad/West Coast Talmud 0.89% 51 Kettering University 0.88% 52 Walla Walla University 0.87% 53 Tufts University 0.86% 54 Purdue University, West Lafayette 0.84% 55 United States Coast Guard Academy 0.83% 56 Virginia Military Institute 0.82% 57 New Jersey Institute of Technology 0.81% 58 Clemson University 0.80% 59 Dartmouth College 0.76% 60 United States Naval Academy 0.75% 61 University of California, San Diego 0.74% 62 University of Florida 0.74% 63 Bard College at Simon's Rock 0.72% 64 Tennessee Technological University 0.71% 65 Iowa State University 0.71% 66 Monterey Institute of International Studies 0.71% 67 Yale University 0.65% 68 Morgan State University 0.64% 69 University of Dayton 0.64% 70 Pennsylvania State University, The, Erie 0.64% 71 University of Pennsylvania 0.63% 72 SUNY, Alfred State, College of Technology 0.62% 73 University of Wisconsin Madison 0.60% 74 Rochester Institute of Technology 0.60% 75 Brigham Young University, Provo 0.59% 76 Louisiana Tech University 0.59% 77 Valparaiso University 0.59% 78 Union College, Schenectady 0.59% 79 Pennsylvania State University, The, University Park 0.58% 80 Prepared by Swarthmore College Office of Institutional Research, May 2017. 15

Engineering (cont'd.) North Carolina Agricultural and Technical State Uni 0.58% 81 SUNY, College of Environmental Science and Forest 0.58% 82 University of Alabama in Huntsville, The 0.58% 83 University of Pittsburgh, Pittsburgh 0.57% 84 Oregon State University 0.57% 85 Carleton College 0.56% 86 University of Maryland, College Park 0.56% 87 University of Tulsa 0.54% 88 University of Texas at Austin, The 0.54% 89 University of Minnesota, Twin Cities 0.54% 90 Trine University 0.54% 91 University of Arkansas, Fayetteville 0.54% 92 CUNY, City College 0.53% 93 Mississippi State University 0.53% 94 SUNY, University at Buffalo, Buffalo 0.53% 95 Ohio Northern University 0.52% 96 West Virginia University, Institute of Technology 0.51% 97 University of Tennessee, The, Knoxville 0.50% 98 Williams College, Williamstown 0.50% 99 University of Delaware 0.49% 100 Geosciences California Institute of Technology 2.19% 1 Carleton College 1.89% 2 Texas A&M University at Galveston 0.89% 3 Eckerd College 0.81% 4 Harvey Mudd College 0.77% 5 Whitman College 0.73% 6 Colorado School of Mines 0.69% 7 Pomona College 0.67% 8 New Mexico Institute of Mining and Technology 0.64% 9 Webb Institute 0.63% 10 Williams College, Williamstown 0.60% 11 Macalester College 0.55% 12 Colorado College 0.55% 13 Amherst College 0.54% 14 Oberlin College 0.54% 15 Juniata College 0.49% 16 Prepared by Swarthmore College Office of Institutional Research, May 2017. 16

Geosciences (cont'd.) Colgate University 0.48% 17 Rice University 0.46% 18 Florida Institute of Technology 0.46% 19 Beloit College 0.46% 20 Franklin & Marshall College 0.44% 21 Bowdoin College 0.44% 22 Hampshire College 0.43% 23 Bates College 0.43% 24 Brown University 0.43% 25 Colby College 0.42% 26 Occidental College 0.41% 27 Smith College 0.39% 28 Valparaiso University 0.39% 29 Massachusetts Institute of Technology 0.39% 30 Lawrence University 0.37% 31 University of Alaska Southeast, Juneau 0.37% 32 Dartmouth College 0.36% 33 Cornell College 0.36% 34 Illinois College of Optometry 0.34% 35 Lyndon State College 0.33% 36 Hamilton College 0.32% 37 Wesleyan University 0.32% 38 Middlebury College 0.32% 39 Haverford College 0.31% 40 College of William and Mary 0.31% 41 Mount Holyoke College 0.31% 42 Bryn Mawr College 0.30% 43 Sewanee: The University of the South 0.30% 44 Cornell University 0.29% 45 Washington and Lee University 0.29% 46 University of Chicago, The 0.29% 47 SUNY, College of Environmental Science and Forest 0.29% 48 Harvard University 0.28% 49 Northland College 0.27% 50 Grinnell College 0.26% 51 University of Puget Sound 0.26% 52 College of Wooster, The 0.26% 53 Stanford University 0.26% 54 Coastal Carolina University 0.25% 55 Swarthmore College 0.25% 56 Prepared by Swarthmore College Office of Institutional Research, May 2017. 17

Geosciences (cont'd.) University of Miami 0.25% 57 Albion College 0.23% 58 Princeton University 0.22% 59 Michigan Technological University 0.22% 60 University of Maine at Machias 0.22% 61 University of Alaska Fairbanks 0.21% 62 Duke University 0.21% 63 Augustana College, Rock Island 0.20% 64 Millsaps College 0.20% 65 Allegheny College 0.20% 66 Dickinson College 0.19% 67 Trinity University 0.19% 68 Furman University 0.19% 69 Hendrix College 0.18% 70 University of Rochester 0.18% 71 Union College, Schenectady 0.18% 72 St. Lawrence University 0.18% 73 University of Tulsa 0.18% 74 Bucknell University 0.18% 75 Reed College 0.18% 76 Earlham College 0.18% 77 Missouri University of Science and Technology 0.17% 78 Skidmore College 0.17% 79 University of California, Santa Cruz 0.17% 80 University of Minnesota, Morris 0.17% 81 Vassar College 0.17% 82 University of California, Santa Barbara 0.17% 83 United States Coast Guard Academy 0.17% 84 University of Oklahoma, The, Norman 0.16% 85 Lake Superior State University 0.16% 86 Hope College 0.16% 87 South Dakota School of Mines & Technology 0.16% 88 University of Puerto Rico at Mayaguez 0.16% 89 University of Hawaii at Hilo 0.16% 90 Washington University in St. Louis 0.16% 91 Wheaton College, Wheaton 0.15% 92 University of North Carolina at Asheville, The 0.15% 93 Wellesley College 0.15% 94 Yale University 0.15% 95 Columbia University in the City of New York 0.15% 96 Prepared by Swarthmore College Office of Institutional Research, May 2017. 18

Geosciences (cont'd.) University of California, San Diego 0.14% 97 Tufts University 0.14% 98 University of North Carolina at Wilmington, The 0.14% 99 University of Puerto Rico at Humacao 0.14% 100 Humanities FICE_f doctrate doctrank Reed College 4.36% 1 St. John's College, Annapolis 4.24% 2 Swarthmore College 3.47% 3 St. John's College, Santa Fe 3.37% 4 Bard College 2.73% 5 Bryn Mawr College 2.58% 6 Yale University 2.49% 7 Amherst College 2.48% 8 University of Chicago, The 2.45% 9 Carleton College 2.45% 10 Thomas Aquinas College 2.40% 11 Grinnell College 2.36% 12 Harvard University 2.30% 13 Haverford College 2.19% 14 Princeton University 2.17% 15 Oberlin College 2.13% 16 Vassar College 2.12% 17 Scripps College 2.06% 18 Kenyon College 2.05% 19 University of Dallas 1.98% 20 Pomona College 1.93% 21 Sacred Heart Major Seminary/Col & Theologate 1.92% 22 Sarah Lawrence College 1.90% 23 Marlboro College 1.77% 24 Brown University 1.76% 25 Hendrix College 1.76% 26 Columbia University in the City of New York 1.74% 27 Hampshire College 1.74% 28 Bennington College 1.74% 29 Bard College at Simon's Rock 1.69% 30 Wesleyan University 1.68% 31 Florida Christian College Inc. 1.67% 32 Prepared by Swarthmore College Office of Institutional Research, May 2017. 19

Humanities (cont'd.) Macalester College 1.66% 33 Williams College, Williamstown 1.64% 34 Wheaton College, Wheaton 1.63% 35 Bowdoin College 1.62% 36 Smith College 1.61% 37 Sewanee: The University of the South 1.61% 38 Wellesley College 1.58% 39 Barnard College 1.57% 40 College of William and Mary 1.54% 41 Shimer College 1.54% 42 Middlebury College 1.50% 43 Thomas More College of Liberal Arts 1.48% 44 Mount Holyoke College 1.48% 45 Dartmouth College 1.46% 46 Beloit College 1.37% 47 Hamilton College 1.32% 48 Davidson College 1.26% 49 Knox College 1.25% 50 Rhodes College, Memphis 1.25% 51 Stanford University 1.23% 52 Whitman College 1.14% 53 Lawrence University 1.12% 54 Kalamazoo College 1.10% 55 Occidental College 1.09% 56 Claremont McKenna College 1.08% 57 College of Wooster, The 1.08% 58 Earlham College 1.01% 59 Taylor University, Upland 0.99% 60 Furman University 0.99% 61 Hollins University 0.96% 62 Rice University 0.92% 63 Willamette University 0.91% 64 Great Lakes Christian College 0.91% 65 Saint Charles Borromeo Seminary, Overbrook 0.90% 66 Wofford College 0.89% 67 Goucher College 0.88% 68 College of the Holy Cross 0.87% 69 Connecticut College 0.87% 70 Brandeis University 0.86% 71 St. Olaf College 0.84% 72 Prepared by Swarthmore College Office of Institutional Research, May 2017. 20

Humanities (cont'd.) Colgate University 0.84% 73 University of California, Berkeley 0.84% 74 Washington University in St. Louis 0.83% 75 Presbyterian College 0.83% 76 Oglethorpe University 0.82% 77 Centre College 0.81% 78 Duke University 0.81% 79 Agnes Scott College 0.81% 80 Ripon College 0.80% 81 Bates College 0.80% 82 Calvin College 0.78% 83 Chatham University 0.77% 84 Colby College 0.77% 85 Pitzer College 0.77% 86 Sweet Briar College 0.76% 87 Hanover College 0.76% 88 Trinity University 0.76% 89 Spelman College 0.76% 90 Austin College 0.74% 91 Northwestern University, Evanston 0.74% 92 Georgetown University 0.74% 93 Illinois Wesleyan University 0.74% 94 Colorado College 0.73% 95 Franklin & Marshall College 0.72% 96 Texas A&M Health Science Center, Dallas, Baylor Co 0.72% 97 Randolph Macon College 0.72% 98 Lewis & Clark College 0.72% 99 Monterey Institute of International Studies 0.71% 100 Law Columbia College Hollywood 0.29% 1 Chancellor University 0.05% 2 California Institute of Technology 0.05% 3 Haverford College 0.03% 4 Harvard University 0.03% 5 Widener University 0.03% 6 University of Chicago, The 0.03% 7 Drew University 0.03% 8 Prepared by Swarthmore College Office of Institutional Research, May 2017. 21

Law (cont'd.) Carlow University 0.03% 9 Salve Regina University 0.03% 10 Wagner College 0.03% 11 Pomona College 0.03% 12 Franciscan University of Steubenville 0.03% 13 Columbia University in the City of New York 0.03% 14 Stanford University 0.02% 15 Connecticut College 0.02% 16 George Washington University, The 0.02% 17 Carleton College 0.02% 18 Le Moyne College 0.02% 19 Drury University 0.02% 20 Stonehill College 0.02% 21 Wheaton College, Wheaton 0.02% 22 Middlebury College 0.02% 23 Johns Hopkins University 0.02% 24 Yale University 0.02% 25 University of Notre Dame 0.01% 26 Fort Lewis College 0.01% 27 Oberlin College 0.01% 28 Colgate University 0.01% 29 Wesleyan University 0.01% 30 Southern Oregon University 0.01% 31 University of Massachusetts Boston 0.01% 32 Brown University 0.01% 33 Saint Mary's College of California 0.01% 34 Creighton University 0.01% 35 Georgetown University 0.01% 36 Wichita State University 0.01% 37 Westfield State University 0.01% 38 Calvin College 0.01% 39 University of California, Berkeley 0.01% 40 Providence College 0.01% 41 Lehigh University 0.01% 42 SUNY, College at Plattsburgh 0.01% 43 Santa Clara University 0.01% 44 University of San Francisco 0.01% 45 SUNY, Binghamton University 0.01% 46 Massachusetts Institute of Technology 0.01% 47 Tulane University 0.01% 48 Prepared by Swarthmore College Office of Institutional Research, May 2017. 22

Law (cont'd.) Southeast Missouri State University 0.01% 49 University of California, Santa Cruz 0.01% 50 University of Wisconsin La Crosse 0.01% 51 Duke University 0.01% 52 University of Idaho 0.01% 53 University of Virginia, Charlottesville 0.01% 54 University of Kansas, Lawrence 0.01% 55 University of Pittsburgh, Pittsburgh 0.01% 56 Cornell University 0.01% 57 University of Louisville 0.01% 58 New Mexico State University, Las Cruces 0.01% 59 Northwestern University, Evanston 0.00% 60 CUNY, Queens College 0.00% 61 University of Utah, The 0.00% 62 CUNY, Baruch College 0.00% 63 University of New Hampshire, Durham 0.00% 64 University of Puerto Rico at Rio Piedras 0.00% 65 University of Southern Mississippi, The 0.00% 66 University of California, Davis 0.00% 67 Mississippi State University 0.00% 68 Northeastern University 0.00% 69 Oregon State University 0.00% 70 Florida State University 0.00% 71 University of Texas at Arlington, The 0.00% 72 George Mason University 0.00% 73 University of Illinois at Chicago 0.00% 74 University of Oregon, Eugene 0.00% 75 SUNY, University at Buffalo, Buffalo 0.00% 76 Brigham Young University, Provo 0.00% 77 Ohio State University, The, Columbus 0.00% 78 University of Houston 0.00% 79 University of California, Irvine 0.00% 80 Ohio University 0.00% 81 Illinois State University 0.00% 82 University of California, San Diego 0.00% 83 New York University 0.00% 84 University of Texas at Austin, The 0.00% 85 University of Arizona, The 0.00% 86 Indiana University, Bloomington 0.00% 87 University of California, Los Angeles 0.00% 88 Prepared by Swarthmore College Office of Institutional Research, May 2017. 23

Law (cont'd.) Michigan State University 0.00% 89 University of Washington 0.00% 90 Life Sciences California Institute of Technology 6.80% 1 Reed College 5.50% 2 Swarthmore College 5.12% 3 Grinnell College 4.58% 4 Carleton College 4.41% 5 Haverford College 4.17% 6 Harvey Mudd College 4.09% 7 Massachusetts Institute of Technology 4.06% 8 University of Chicago, The 4.04% 9 Pomona College 3.64% 10 Earlham College 3.44% 11 Allegheny College 3.33% 12 College of the Atlantic 3.24% 13 Brown University 3.18% 14 Cornell University 3.08% 15 SUNY, College of Environmental Science and Forest 3.02% 16 University of Rochester 2.98% 17 Johns Hopkins University 2.95% 18 Duke University 2.94% 19 Brandeis University 2.94% 20 Bowdoin College 2.93% 21 Harvard University 2.92% 22 Bard College at Simon's Rock 2.90% 23 Stanford University 2.88% 24 Kalamazoo College 2.88% 25 Yale University 2.87% 26 Princeton University 2.86% 27 Rice University 2.84% 28 University of the Sciences in Philadelphia 2.79% 29 Mount Holyoke College 2.78% 30 Case Western Reserve University 2.77% 31 Amherst College 2.77% 32 Oberlin College 2.75% 33 Bryn Mawr College 2.75% 34 Prepared by Swarthmore College Office of Institutional Research, May 2017. 24

Life Sciences (cont'd.) Ursinus College 2.66% 35 Whitman College 2.60% 36 Ohio Wesleyan University 2.58% 37 Williams College, Williamstown 2.55% 38 Macalester College 2.53% 39 Juniata College 2.40% 40 Colby College 2.38% 41 Lawrence University 2.34% 42 Kenyon College 2.33% 43 Wellesley College 2.31% 44 Davidson College 2.29% 45 St. Olaf College 2.28% 46 Colorado College 2.25% 47 University of Texas Health Science Center at Housto 2.25% 48 Hendrix College 2.13% 49 Scripps College 2.12% 50 Wesleyan University 2.11% 51 College of Wooster, The 2.10% 52 Bates College 2.10% 53 Agnes Scott College 2.08% 54 St. Mary's College of Maryland 2.07% 55 University of California, Berkeley 2.06% 56 Hiram College 2.03% 57 Smith College 2.02% 58 College of William and Mary 2.01% 59 Dartmouth College 1.99% 60 Washington University in St. Louis 1.95% 61 Wabash College 1.92% 62 Lewis & Clark College 1.92% 63 Knox College 1.88% 64 Middlebury College 1.86% 65 University of California, Davis 1.85% 66 Occidental College 1.84% 67 Emory University 1.84% 68 Vassar College 1.83% 69 Centre College 1.83% 70 University of California, San Diego 1.83% 71 Eckerd College 1.80% 72 University of Wisconsin Madison 1.80% 73 Xavier University of Louisiana 1.79% 74 Prepared by Swarthmore College Office of Institutional Research, May 2017. 25

Life Sciences (cont'd.) Hanover College 1.79% 75 Florida Institute of Technology 1.78% 76 Drew University 1.78% 77 University of Pennsylvania 1.76% 78 Colgate University 1.76% 79 Worcester Polytechnic Institute 1.75% 80 Beloit College 1.75% 81 Centenary College of Louisiana 1.74% 82 Hampshire College 1.74% 83 Tufts University 1.73% 84 Spelman College 1.69% 85 University of Maryland Baltimore 1.67% 86 Tougaloo College 1.66% 87 Clark University 1.59% 88 Erskine College 1.59% 89 Trinity University 1.57% 90 Carnegie Mellon University 1.57% 91 Columbia University in the City of New York 1.56% 92 Cornell College 1.55% 93 Denison University 1.54% 94 Wittenberg University 1.54% 95 Franklin & Marshall College 1.51% 96 Berea College 1.50% 97 Alma College 1.50% 98 Dickinson College 1.50% 99 Barnard College 1.49% 100 Math and Computer Sciences Harvey Mudd College 7.66% 1 California Institute of Technology 5.84% 2 Massachusetts Institute of Technology 2.43% 3 Carnegie Mellon University 1.77% 4 University of Chicago, The 1.50% 5 Rice University 1.44% 6 Princeton University 1.36% 7 Swarthmore College 1.27% 8 Harvard University 1.24% 9 Reed College 1.21% 10 Prepared by Swarthmore College Office of Institutional Research, May 2017. 26

Math and Computer Sciences (cont'd.) New Mexico Institute of Mining and Technology 1.21% 11 Carleton College 1.13% 12 Williams College, Williamstown 1.10% 13 Bard College at Simon's Rock 0.97% 14 Haverford College 0.94% 15 Rose Hulman Institute of Technology 0.92% 16 Pomona College 0.91% 17 Rensselaer Polytechnic Institute, Troy 0.91% 18 Stanford University 0.90% 19 Amherst College 0.78% 20 Whitman College 0.73% 21 Grinnell College 0.73% 22 Brown University 0.70% 23 Columbia University in the City of New York 0.67% 24 Polytechnic Institute of New York University 0.65% 25 St. Olaf College 0.64% 26 Cooper Union for the Advancement of Science and A 0.63% 27 University of Tulsa 0.62% 28 Yale University 0.60% 29 Macalester College 0.60% 30 Illinois Institute of Technology 0.60% 31 Case Western Reserve University 0.59% 32 Cornell University 0.57% 33 University of California, Berkeley 0.56% 34 Bryn Mawr College 0.53% 35 Dartmouth College 0.51% 36 Georgia Institute of Technology, Atlanta 0.51% 37 Transylvania University 0.51% 38 Brandeis University 0.51% 39 Worcester Polytechnic Institute 0.50% 40 Dakota State University 0.49% 41 Duke University 0.49% 42 Marlboro College 0.48% 43 Lawrence University 0.48% 44 St. John's College, Santa Fe 0.48% 45 University of Bridgeport 0.46% 46 Hendrix College 0.46% 47 Kalamazoo College 0.46% 48 Sewanee: The University of the South 0.46% 49 Bowdoin College 0.46% 50 Prepared by Swarthmore College Office of Institutional Research, May 2017. 27

Math and Computer Sciences (cont'd.) Hebrew Theological College 0.45% 52 Washington University in St. Louis 0.45% 52 Stevens Institute of Technology 0.45% 53 Oberlin College 0.45% 54 Bard College 0.44% 55 Millsaps College 0.44% 56 Hampshire College 0.43% 57 Colorado School of Mines 0.43% 58 Centre College 0.43% 59 University of Dallas 0.42% 60 University of Rochester 0.41% 61 Washington and Lee University 0.41% 62 Clarkson University 0.41% 63 Lafayette College 0.40% 64 Davidson College 0.37% 65 SUNY, Alfred State, College of Technology 0.37% 66 University of Minnesota, Morris 0.37% 67 Missouri University of Science and Technology 0.36% 68 Wheaton College, Wheaton 0.36% 69 Tabor College 0.36% 70 DePauw University 0.36% 71 Knox College 0.35% 72 Beloit College 0.34% 73 Kenyon College 0.34% 74 Smith College 0.34% 75 University of Notre Dame 0.34% 76 Spelman College 0.33% 77 Johns Hopkins University 0.33% 78 Trinity University 0.32% 79 Hope College 0.32% 80 South Dakota School of Mines & Technology 0.32% 81 United States Military Academy 0.31% 82 University of Puget Sound 0.31% 83 College of Wooster, The 0.31% 84 Northwestern University, Evanston 0.29% 85 Tougaloo College 0.29% 86 Wisconsin Lutheran College 0.29% 87 University of Maryland, Baltimore County 0.29% 88 Bucknell University 0.29% 89 Capitol College 0.29% 90 Prepared by Swarthmore College Office of Institutional Research, May 2017. 28

Math and Computer Sciences (cont'd.) Willamette University 0.29% 91 Wellesley College 0.29% 92 Southwestern University 0.28% 93 College of William and Mary 0.28% 94 Furman University 0.28% 95 Alma College 0.28% 96 Rhodes College, Memphis 0.27% 97 United States Air Force Academy 0.27% 98 Tufts University 0.27% 99 University of Pennsylvania 0.27% 100 Other Non sciences or Unknown Disciplines West Virginia University at Parkersburg 0.12% 1 Presbyterian College 0.12% 2 Central State University 0.12% 3 Wells College 0.11% 4 Colorado Technical University, Colorado Springs 0.10% 5 Tennessee Temple University 0.10% 6 University of the Ozarks 0.10% 7 Montreat College 0.10% 8 Chatham University 0.10% 9 Green Mountain College 0.10% 10 Rust College 0.09% 11 Lincoln University of the Commonwealth of Pennsy 0.09% 12 Erskine College 0.09% 13 Bethany College, Lindsborg 0.09% 14 Sage Colleges, The 0.09% 15 King College 0.08% 16 Union College, Barbourville 0.08% 17 Castleton State College 0.08% 18 Coe College 0.08% 19 Westminster College, Fulton 0.07% 20 Alcorn State University 0.07% 21 Tougaloo College 0.07% 22 Cornerstone University 0.07% 23 United States Military Academy 0.07% 24 Averett University 0.07% 25 Amherst College 0.07% 26 Prepared by Swarthmore College Office of Institutional Research, May 2017. 29

Other Non sciences or Unknown Disciplines (cont'd.) Cheyney University of Pennsylvania 0.07% 27 Northland College 0.07% 28 University of Mary Hardin Baylor 0.07% 29 American University 0.07% 30 Indiana University, Richmond 0.06% 31 Mississippi Valley State University 0.06% 32 Ripon College 0.06% 33 Salem College 0.06% 34 Benedictine College 0.06% 35 Louisiana College 0.06% 36 Hardin Simmons University 0.06% 37 Whitman College 0.06% 38 Grinnell College 0.06% 39 Brewton Parker College 0.06% 40 Culver Stockton College 0.06% 41 Roanoke College 0.06% 42 Swarthmore College 0.06% 43 United States Coast Guard Academy 0.06% 44 Concord University 0.05% 45 University of the District of Columbia 0.05% 46 Jackson State University 0.05% 47 Wake Forest University 0.05% 48 Franklin College, Franklin 0.05% 49 United States Air Force Academy 0.05% 50 Tennessee State University 0.05% 51 College of William and Mary 0.05% 52 South Carolina State University 0.05% 53 Creighton University 0.05% 54 Chancellor University 0.05% 55 Wilkes University 0.05% 56 Briar Cliff University 0.05% 57 University of the Virgin Islands 0.05% 58 Elon University 0.05% 59 Pitzer College 0.05% 60 Oglethorpe University 0.05% 61 West Virginia State University 0.05% 62 Furman University 0.05% 63 Mills College 0.05% 64 Utica College 0.05% 65 Western State College of Colorado 0.05% 66 Prepared by Swarthmore College Office of Institutional Research, May 2017. 30

Other Non sciences or Unknown Disciplines (cont'd.) Bluffton University 0.05% 67 East Texas Baptist University 0.05% 68 Stetson University 0.05% 69 Queens University of Charlotte 0.05% 70 Wingate University 0.04% 71 Spelman College 0.04% 72 Carleton College 0.04% 73 Georgetown College 0.04% 74 Hiram College 0.04% 75 Dickinson College 0.04% 76 Prescott College 0.04% 77 Denison University 0.04% 78 Golden Gate University 0.04% 79 Washington College 0.04% 80 Saint Vincent College 0.04% 81 Millikin University 0.04% 82 Concordia University, Nebraska 0.04% 83 University of Texas at Dallas, The 0.04% 84 Rutgers, The State University of New Jersey, Camde 0.04% 85 University of Pittsburgh, Johnstown 0.04% 86 Mount Holyoke College 0.04% 87 Wayne State College 0.04% 88 Beloit College 0.04% 89 Virginia Wesleyan College 0.04% 90 Hampton University 0.04% 91 William Jewell College 0.04% 92 SUNY, College of Environmental Science and Forest 0.04% 93 Berea College 0.04% 95 Bucknell University 0.04% 95 Reed College 0.04% 96 Juniata College 0.04% 97 Bethune Cookman University 0.04% 98 Vanderbilt University 0.04% 99 Springfield College 0.03% 100 Physical Sciences California Institute of Technology 12.51% 1 Harvey Mudd College 7.22% 2 Prepared by Swarthmore College Office of Institutional Research, May 2017. 31

Physical Sciences (cont'd.) Reed College 3.04% 3 New Mexico Institute of Mining and Technology 2.54% 4 Massachusetts Institute of Technology 2.50% 5 Carleton College 2.26% 6 Swarthmore College 1.98% 7 Grinnell College 1.72% 8 University of Chicago, The 1.68% 9 Haverford College 1.60% 10 Colorado School of Mines 1.59% 11 College of Wooster, The 1.54% 12 Lawrence University 1.53% 13 Allegheny College 1.48% 14 Wabash College 1.47% 15 Case Western Reserve University 1.41% 16 Williams College, Williamstown 1.39% 17 Princeton University 1.35% 18 Rice University 1.32% 19 Harvard University 1.32% 20 Bryn Mawr College 1.29% 21 Kalamazoo College 1.28% 22 Whitman College 1.26% 23 Franklin & Marshall College 1.12% 24 Knox College 1.10% 25 Juniata College 1.10% 26 Carnegie Mellon University 1.07% 27 Centre College 1.07% 28 University of Rochester 1.06% 29 Hendrix College 1.06% 30 Macalester College 1.06% 31 Cooper Union for the Advancement of Science and A 1.06% 32 Rose Hulman Institute of Technology 0.97% 33 Florida Institute of Technology 0.96% 34 College of William and Mary 0.96% 35 Drew University 0.93% 36 Pomona College 0.91% 37 Albion College 0.91% 38 Worcester Polytechnic Institute 0.90% 39 Rensselaer Polytechnic Institute, Troy 0.87% 40 Lebanon Valley College 0.87% 41 Cornell University 0.86% 42 Prepared by Swarthmore College Office of Institutional Research, May 2017. 32

Physical Sciences (cont'd.) University of the Sciences in Philadelphia 0.85% 43 Washington & Jefferson College 0.85% 44 Stanford University 0.84% 45 Amherst College 0.81% 46 University of Dallas 0.80% 47 Lake Forest College 0.79% 48 Truman State University 0.78% 49 University of California, Berkeley 0.78% 50 Columbia University in the City of New York 0.77% 51 Vassar College 0.77% 52 Texas Lutheran University 0.76% 53 Wellesley College 0.76% 54 University of Puget Sound 0.75% 55 Butler University 0.74% 56 Furman University 0.74% 57 King College 0.73% 58 Bard College 0.73% 59 Kenyon College 0.73% 60 St. Olaf College 0.73% 61 Randolph Macon College 0.72% 62 Berea College 0.72% 63 Dartmouth College 0.71% 64 Colby College 0.71% 65 St. John's College, Annapolis 0.71% 66 Erskine College 0.71% 67 Hamline University 0.70% 68 Willamette University 0.70% 69 Occidental College 0.70% 70 Clarkson University 0.69% 71 Yale University 0.69% 72 Hampden Sydney College 0.68% 73 University of Minnesota, Morris 0.68% 74 Gustavus Adolphus College 0.67% 75 Pacific University 0.64% 76 Bowdoin College 0.63% 77 Lafayette College 0.63% 78 Trinity University 0.63% 79 SUNY, Alfred State, College of Technology 0.62% 80 Hamilton College 0.62% 81 Missouri University of Science and Technology 0.61% 82 Prepared by Swarthmore College Office of Institutional Research, May 2017. 33

Physical Sciences (cont'd.) Brandeis University 0.61% 83 Westminster College, New Wilmington 0.61% 84 Colorado College 0.61% 85 Union College, Schenectady 0.61% 86 Saint Vincent College 0.60% 87 Illinois Institute of Technology 0.60% 88 Transylvania University 0.60% 89 Washington University in St. Louis 0.60% 90 College of the Holy Cross 0.59% 91 Virginia Military Institute 0.59% 92 Wittenberg University 0.59% 93 Davidson College 0.59% 94 Lincoln University of the Commonwealth of Pennsy 0.58% 95 Oberlin College 0.58% 96 Coe College 0.58% 97 Manchester College 0.58% 98 Wisconsin Lutheran College 0.58% 99 Cornell College 0.58% 100 Psychology University of Puerto Rico at Aguadilla 2.22% 1 Reed College 1.64% 2 Vassar College 1.58% 3 Wellesley College 1.54% 4 Barnard College 1.45% 5 Bard College at Simon's Rock 1.45% 6 Pomona College 1.45% 7 Haverford College 1.39% 8 Scripps College 1.37% 9 Williams College, Williamstown 1.37% 10 Macalester College 1.23% 11 Grinnell College 1.23% 12 Yale University 1.21% 13 Southwestern University 1.20% 14 Swarthmore College 1.18% 15 Wesleyan University 1.18% 16 Connecticut College 1.16% 17 Amherst College 1.14% 18 Prepared by Swarthmore College Office of Institutional Research, May 2017. 34

Psychology (cont'd.) Bryn Mawr College 1.13% 19 Claremont McKenna College 1.12% 20 University of Rochester 1.11% 21 Tufts University 1.11% 22 Carleton College 1.11% 23 Brandeis University 1.10% 24 Concordia College Selma 1.09% 25 Spelman College 1.09% 26 Texas A&M Health Science Center, Dallas, Baylor Co 1.08% 27 Oberlin College 1.05% 28 Brown University 1.04% 29 Agnes Scott College 1.04% 30 Rhodes College, Memphis 1.03% 31 Kalamazoo College 1.03% 32 Hendrix College 1.02% 33 Duke University 1.02% 34 Franklin & Marshall College 1.00% 35 Smith College 0.97% 36 Divine Word College 0.96% 37 Emory University 0.96% 38 Mesivtha Tifereth Jerusalem of America 0.95% 39 Knox College 0.94% 40 Kenyon College 0.93% 41 St. John's College, Annapolis 0.91% 42 Rice University 0.91% 43 Wake Forest University 0.90% 44 Colgate University 0.90% 45 Lawrence University 0.89% 46 Harvard University 0.89% 47 Trinity University 0.89% 48 Hamilton College 0.89% 49 Clark University 0.89% 50 Drew University 0.87% 51 Cornell University 0.84% 52 Dartmouth College 0.84% 53 Earlham College 0.84% 54 Colby College 0.83% 55 Millsaps College 0.83% 56 Middlebury College 0.83% 57 Princeton University 0.83% 58 Prepared by Swarthmore College Office of Institutional Research, May 2017. 35

Psychology (cont'd.) University of Puerto Rico at Rio Piedras 0.83% 59 Davidson College 0.82% 60 St. Mary's College of Maryland 0.82% 61 Fisk University 0.81% 62 Northwestern University, Evanston 0.81% 63 Marlboro College 0.81% 64 Stanford University 0.81% 65 Yeshiva University 0.80% 66 Mount Holyoke College 0.80% 67 Austin College 0.78% 68 Carnegie Mellon University 0.78% 69 Pontifical College Josephinum 0.78% 70 Bates College 0.77% 71 Washington University in St. Louis 0.77% 72 Denison University 0.76% 73 Albion College 0.76% 74 Hampshire College 0.75% 75 Mills College 0.75% 76 Westminster College, Fulton 0.75% 77 Skidmore College 0.75% 78 College of William and Mary 0.73% 79 University of Puerto Rico at Cayey 0.72% 80 Centre College 0.72% 81 St. John's College, Santa Fe 0.72% 82 Randolph Macon College 0.72% 83 Bucknell University 0.72% 84 University of Pennsylvania 0.71% 85 Furman University 0.70% 86 Saint Joseph Seminary College 0.70% 87 Wesleyan College 0.70% 88 Pacific Union College 0.69% 89 Allegheny College 0.69% 90 Columbia University in the City of New York 0.69% 91 Transylvania University 0.69% 92 Sarah Lawrence College 0.68% 93 University of Notre Dame 0.68% 94 St. Olaf College 0.68% 95 Loyola University Maryland 0.67% 96 Luther College 0.67% 97 Goddard College 0.67% 98 Prepared by Swarthmore College Office of Institutional Research, May 2017. 36

Psychology (cont'd.) Vanderbilt University 0.66% 99 University of Chicago, The 0.65% 100 Religion and Theology Trinity Lutheran College 1.41% 1 Saint Joseph Seminary College 1.40% 2 Baptist College of Florida, The 1.18% 3 Central Baptist College 1.15% 4 Grace Bible College 1.12% 5 Wheaton College, Wheaton 0.98% 6 Divine Word College 0.96% 7 Arkansas Baptist College 0.90% 8 Thomas Aquinas College 0.86% 9 Florida College 0.78% 11 Pontifical College Josephinum 0.78% 11 Clear Creek Baptist Bible College 0.76% 12 Southeastern Bible College 0.67% 13 Columbia International University 0.66% 14 Blue Mountain College 0.65% 15 Baptist Bible College, Springfield 0.62% 16 Bethany University 0.58% 17 Swarthmore College 0.58% 18 Multnomah University 0.58% 19 Oklahoma Baptist University 0.57% 20 Hellenic College and Holy Cross Greek Orthodox Sch 0.54% 21 Asbury University 0.53% 22 Shimer College 0.51% 23 Hendrix College 0.51% 24 Free Will Baptist Bible College 0.48% 25 Hampshire College 0.47% 26 Louisiana College 0.47% 27 Mid Atlantic Christian University 0.47% 28 Great Lakes Christian College 0.45% 29 Union University, Jackson 0.45% 30 Gordon College 0.44% 31 Universidad Adventista de las Antillas 0.44% 32 Life Pacific College 0.44% 33 Goshen College 0.43% 34 Prepared by Swarthmore College Office of Institutional Research, May 2017. 37