Architecture and Environmental Design

Architecture and Environmental Design Southern California Institute of Architecture 0.21% 1 Rocky Mountain College of Art and Design 0.12% 2 Bennington College 0.10% 3 Hampshire College 0.08% 4 Pratt Institute 0.06% 5 Rice University 0.05% 6 Cooper Union 0.05% 7 Northwest College (Kirkland, WA) 0.05% 8 Mills College 0.05% 9 Seton Hill College 0.05% 10 Princeton University 0.04% 11 Oberlin College 0.04% 12 Goshen College 0.04% 13 Wentworth Inst of Tech 0.04% 14 Rhode Island School of Design 0.04% 15 Centre College 0.04% 16 Wesleyan University 0.04% 17 Whittier College 0.04% 18 Harvard University 0.04% 19 Williams College 0.04% 20 Yale University 0.04% 21 Lawrence University 0.04% 22 Columbia University in the City of New York 0.04% 23 Alverno College 0.04% 24 Haverford College 0.03% 25 Massachusetts Institute of Technology 0.03% 26 Bryn Mawr College 0.03% 27 Valparaiso University 0.03% 28 Wilmington College (Wilmington, OH) 0.03% 29 Gustavus Adolphus College 0.03% 30 Wheaton College (Norton, MA) 0.03% 31 Illinois Institute of Technology 0.03% 32 Smith College 0.03% 33 Concord College 0.03% 34 Rensselaer Polytechnic Institute 0.03% 35 Anderson University 0.03% 36 Wilkes University 0.03% 37 Prepared by Swarthmore College Office of Institutional Research, June 2018. 1

Architecture and Environmental Design (cont'd) Carnegie Mellon University 0.03% 38 Norwich University 0.03% 39 Hobart William Smith Colleges 0.02% 40 Meredith College 0.02% 41 Bates College 0.02% 42 Georgia Institute of Technology, Main Campus 0.02% 43 Clark University 0.02% 44 University of Baltimore 0.02% 45 University of California Berkeley 0.02% 46 Morehouse College 0.02% 47 Cornell University, All Campuses 0.02% 48 University of Miami 0.02% 49 DePauw University 0.02% 50 Washington University 0.02% 51 University of Florida 0.02% 52 Drury College 0.02% 53 Belmont University 0.02% 54 Worcester Polytechnic Institute 0.02% 55 Vassar College 0.02% 56 Fairmont State College 0.02% 57 Drake University 0.02% 58 Auburn University at Montgomery 0.02% 59 University of Illinois at Urbana Champaign 0.02% 60 College of the Holy Cross 0.02% 61 University of North Carolina at Charlotte 0.02% 62 University of Missouri, Columbia 0.02% 63 Missouri Western State College 0.02% 64 Ithaca College 0.01% 65 University of Memphis 0.01% 66 Tulane University 0.01% 67 University of Arkansas, Main Campus 0.01% 68 University of Minnesota Twin Cities 0.01% 69 California State Polytechnic U San Luis Obispo 0.01% 70 University of Colorado at Boulder 0.01% 71 Emory University 0.01% 72 Virginia Polytechnic Institute and State Univ 0.01% 73 University of Southern California 0.01% 74 University of Virginia, Main Campus 0.01% 75 Stanford University 0.01% 76 University of Kansas, Main Campus 0.01% 77 Calvin College 0.01% 78 Clemson University 0.01% 79 Prepared by Swarthmore College Office of Institutional Research, June 2018. 2

Architecture and Environmental Design (cont'd) United States Naval Academy 0.01% 80 University of Wisconsin River Falls 0.01% 81 University of Cincinnati, All Campuses 0.01% 82 State University of West Georgia 0.01% 83 University of Chicago 0.01% 84 Washington State University 0.01% 85 Texas Tech University 0.01% 86 Dartmouth College 0.01% 87 University of Oregon 0.01% 88 Santa Clara University 0.01% 89 University of Massachusetts Lowell 0.01% 90 University of Tennessee at Chattanooga 0.01% 91 Howard University 0.01% 92 Tufts University 0.01% 93 Johns Hopkins University 0.01% 94 California State University Stanislaus 0.01% 95 University of Massachusetts at Amherst 0.01% 96 College of William and Mary 0.01% 97 North Carolina State University at Raleigh 0.01% 98 New York University 0.01% 99 State University of New York at New Platz 0.01% 100 Arts and Music New England Conservatory of Music 5.77% 1 Manhattan School of Music 2.84% 2 Juilliard School 2.77% 3 Curtis Institute of Music 2.42% 4 Cleveland Institute of Music 2.27% 5 Oberlin College 1.78% 6 Simon's Rock College of Bard 1.19% 7 Boston Conservatory 1.04% 8 Lawrence University 0.99% 9 Conservatory of Music of Puerto Rico 0.99% 10 Grinnell College 0.97% 11 Swarthmore College 0.95% 12 Yale University 0.87% 13 San Francisco Conservatory of Music 0.86% 14 Williams College, Williamstown 0.81% 15 Bryn Mawr College 0.72% 16 Barnard College 0.71% 17 Prepared by Swarthmore College Office of Institutional Research, June 2018. 3

Arts and Music (cont'd.) Berklee College of Music 0.69% 18 Amherst College 0.67% 19 Vassar College 0.65% 20 Wesleyan University 0.63% 21 Wellesley College 0.62% 22 Reed College 0.60% 23 Carleton College 0.58% 24 Smith College 0.54% 25 Sarah Lawrence College 0.52% 26 Kenyon College 0.51% 27 University of Rochester 0.48% 28 Mills College 0.48% 29 Bennington College 0.48% 30 University of Chicago, The 0.47% 31 Haverford College 0.45% 32 Princeton University 0.43% 33 North Carolina School of the Arts 0.42% 34 California Institute of Arts 0.41% 35 Harvard University 0.40% 36 Mount Holyoke College 0.39% 37 Stetson University 0.39% 38 Brown University 0.38% 39 Hampshire College 0.38% 40 Pomona College 0.37% 41 Columbia University in the City of New York 0.36% 42 Bard College 0.35% 43 Dartmouth College 0.35% 44 Middlebury College 0.34% 45 Furman University 0.34% 46 Macalester College 0.33% 47 Hood College 0.33% 48 Marlboro College 0.32% 49 Rice University 0.31% 50 Colorado College 0.31% 51 St John's College (Annapolis, MD) 0.30% 52 St Olaf College 0.29% 53 Pitzer College 0.29% 54 Southwestern University 0.28% 55 Luther College 0.28% 56 Knox College 0.27% 57 Wheaton College (Wheaton, IL) 0.27% 58 Bethel College (North Newton, KS) 0.27% 59 Prepared by Swarthmore College Office of Institutional Research, June 2018. 4

Arts and Music (cont'd.) Bethany College (Lindsborg, KS) 0.27% 60 Trinity University 0.26% 61 Stanford University 0.26% 62 Brandeis University 0.26% 63 Occidental College 0.25% 64 Baptist Bible College 0.25% 65 Converse College 0.25% 66 Bethany College (Bethany, WV) 0.25% 67 Sterling College (Sterling, KS) 0.25% 68 Northwestern University, Evanston 0.25% 69 Rhodes College 0.24% 70 Illinois Wesleyan University 0.24% 71 Bowdoin College 0.24% 72 St John's College (Santa Fe, NM) 0.24% 73 Boston Architectural Center 0.23% 74 Alderson Broaddus College 0.23% 75 Cornish College of the Arts 0.23% 76 SUNY College at Potsdam 0.23% 77 Colby College 0.23% 78 Asbury College 0.23% 79 University of the Arts 0.23% 80 Trinity Bible College 0.22% 81 College of William and Mary (Williamsburg, VA) 0.22% 82 SUNY College of Technology at Alfred 0.21% 83 Hollins College 0.21% 84 University of Puget Sound 0.21% 85 Cooper Union for the Advancement of Science and A 0.21% 86 Southern California Institute of Architecture 0.21% 87 New York University 0.21% 88 SUNY College at Fredonia 0.21% 89 Bates College 0.21% 90 College of Wooster 0.20% 91 University of the Pacific 0.20% 92 Lewis and Clark College 0.20% 93 Catholic University of America 0.20% 94 Whitman College 0.20% 95 Trinity College (Hartford, CT) 0.20% 96 Ithaca College 0.20% 97 College of the Holy Cross 0.20% 98 Wesleyan College 0.20% 99 Judson College (Marion, AL) 0.20% 100 Prepared by Swarthmore College Office of Institutional Research, June 2018. 5

Business and Management St John Vianney College Seminary 0.90% 1 California Institute of Technology 0.60% 2 Maharishi University of Management 0.52% 3 Harvard University 0.40% 4 St. John's College, Annapolis 0.40% 5 Massachusetts Institute of Technology 0.38% 6 Southwestern College of Christian Ministries 0.36% 7 University of Pennsylvania 0.33% 8 Brigham Young University, Provo 0.33% 9 United States Air Force Academy 0.31% 10 Lyon College 0.30% 11 Stanford University 0.30% 12 United States Military Academy 0.28% 13 Patten College 0.27% 14 Claremont McKenna College 0.26% 15 Williams College, Williamstown 0.25% 16 University of Chicago, The 0.25% 17 Yale University 0.24% 18 Rice University 0.23% 19 Wabash College 0.23% 20 Transylvania University 0.23% 21 Princeton University 0.22% 22 Universidad Adventista de Las Antillas 0.22% 23 GMI Engineering and Management Institute 0.22% 24 SUNY, Alfred State, College of Technology 0.21% 25 Columbia University in the City of New York 0.21% 26 Cornell University 0.20% 27 Fisk University 0.20% 28 University of the Ozarks 0.20% 29 Gonzaga University 0.20% 30 Swarthmore College 0.20% 31 Southern Adventist University 0.19% 32 Eureka College 0.19% 33 University of Notre Dame 0.19% 34 Brown University 0.19% 35 Chatham College 0.19% 36 Amherst College 0.19% 37 Cleveland Institute of Music 0.19% 38 Dartmouth College 0.19% 39 Principia College 0.18% 40 Florida Agricultural and Mechanical University 0.18% 41 Grinnell College 0.18% 42 Prepared by Swarthmore College Office of Institutional Research, June 2018. 6

Business and Management (cont'd.) Clarkson College 0.18% 43 Hartwick College 0.17% 44 Haverford College 0.17% 45 Earlham College 0.17% 47 College of the Atlantic 0.17% 47 Union University, Jackson 0.17% 48 Illinois Institute of Technology 0.17% 49 Holy Names College 0.17% 50 Carnegie Mellon University 0.17% 51 College of the Southwest 0.17% 52 Washington and Lee University 0.17% 53 Wellesley College 0.17% 54 Mount St Clare College 0.17% 55 United States Naval Academy 0.17% 56 Millsaps College 0.16% 57 Central Bible College 0.16% 58 Florida Institute of Technology 0.16% 59 Babson College 0.16% 60 College of St Mary 0.16% 61 John Carroll University 0.16% 62 Georgia Institute of Technology, Atlanta 0.16% 63 University of Mississippi, The, Oxford 0.16% 64 Northwestern University, Evanston 0.16% 65 Knox College 0.16% 66 Brandeis University 0.16% 67 University of Evansville 0.16% 68 Manchester College 0.16% 69 College of William and Mary (Williamsburg, VA) 0.15% 70 Washington University in St. Louis 0.15% 71 Sweet Briar College 0.15% 72 Oakwood College 0.15% 73 Illinois Wesleyan University 0.15% 74 Lafayette College 0.15% 75 Southern Utah University 0.15% 76 Trinity University 0.15% 77 Duke University 0.15% 78 San Jose Christian College 0.15% 79 Tuskegee University 0.15% 80 Case Western Reserve University 0.15% 81 Grace University 0.14% 82 Kentucky State University 0.14% 83 Lubbock Christian University 0.14% 84 Prepared by Swarthmore College Office of Institutional Research, June 2018. 7

Business and Management (cont'd.) Kalamazoo College 0.14% 85 Goddard College 0.14% 86 University of Maryland Eastern Shore 0.14% 87 Christian Brothers University 0.14% 88 Hood College 0.14% 89 Franklin & Marshall College 0.14% 90 Nicholls State University 0.14% 91 Life Bible College 0.14% 92 Emory University 0.14% 93 University of Alabama, The, Tuscaloosa 0.14% 94 Dominican College of San Rafael 0.14% 95 Claflin College 0.13% 96 Birmingham Southern College 0.13% 97 Grove City College 0.13% 98 University of Virginia, Charlottesville 0.13% 99 Monmouth College 0.13% 100 Communication and Librarianship Lutheran Bible Institute of Seattle 0.47% 1 Appalachian Bible College 0.44% 2 Concordia College, Moorhead 0.44% 3 Hastings College 0.36% 4 Aquinas College (Nashville, TN) 0.31% 5 Macalester College 0.29% 6 Hampshire College 0.27% 7 Sarah Lawrence College 0.26% 8 Georgetown College 0.25% 9 Hiram College 0.21% 10 Grinnell College 0.21% 11 University of Mount Union 0.20% 12 Swarthmore College 0.20% 13 Carleton College 0.19% 14 University of Pittsburgh Johnstown Campus 0.19% 15 Northwestern University, Evanston 0.19% 16 Oberlin College 0.19% 17 Wheaton College, Wheaton 0.19% 18 Pomona College 0.19% 19 Bluffton University 0.18% 20 Principia College 0.18% 21 Alma College 0.18% 22 Prepared by Swarthmore College Office of Institutional Research, June 2018. 8

Communication and Librarianship (cont'd) Cedarville University 0.17% 23 Lake Erie College 0.17% 24 Birmingham Southern College 0.17% 25 University of North Carolina School of the Arts 0.17% 26 Wittenberg University 0.17% 27 Bryn Mawr College 0.16% 28 Scripps College 0.16% 29 Central Bible College 0.16% 30 Davidson College 0.16% 31 Bridgewater College 0.16% 32 Illinois College 0.16% 33 Wiley College 0.16% 34 Huntingdon College 0.16% 35 Howard University 0.16% 36 DePauw University 0.16% 37 Taylor University, Fort Wayne 0.16% 38 Olivet College 0.15% 39 Trinity Washington University 0.15% 40 Dillard University 0.15% 41 Augustana College, Sioux Falls 0.15% 42 Whitman College 0.14% 43 Albion College 0.14% 44 Lubbock Christian University 0.14% 45 Goddard College 0.14% 46 Wake Forest University 0.14% 47 Haverford College 0.14% 48 Juniata College 0.14% 49 Bates College 0.14% 50 Truman State University 0.14% 51 Fisk University 0.14% 52 Waldorf College 0.14% 53 St. Bonaventure University 0.13% 54 University of Dubuque 0.13% 55 Vassar College 0.13% 56 Westmont College 0.13% 57 University of Chicago, The 0.13% 58 Earlham College 0.13% 59 Oklahoma Christian University 0.13% 60 Talladega College 0.13% 61 Carroll College 0.13% 62 Centre College 0.13% 63 Point Loma Nazarene University 0.12% 64 Prepared by Swarthmore College Office of Institutional Research, June 2018. 9

Communication and Librarianship (cont'd) Wesleyan University 0.12% 65 Sterling College, Sterling 0.12% 66 Millsaps College 0.12% 67 Abilene Christian University 0.12% 68 Ripon College 0.12% 69 Corban University 0.12% 70 Mississippi Valley State University 0.12% 71 Mount Holyoke College 0.12% 72 Trinity Intl Univ South Florida 0.12% 73 Grove City College 0.11% 74 Asbury University 0.11% 75 Trinity University 0.11% 76 Brown University 0.11% 77 School of the Art Institute of Chicago, The 0.11% 78 University of Maine at Machias 0.11% 79 Drake University 0.11% 80 Stanford University 0.11% 81 Mary Baldwin University 0.11% 82 Jamestown College 0.11% 83 University of Bridgeport (Bridgeport, CT) 0.11% 84 Simpson College 0.11% 85 William Jewell College 0.11% 86 SUNY, Alfred State, College of Technology 0.11% 87 University of Montevallo 0.11% 88 Hollins University 0.11% 89 University of Mary 0.11% 90 Stonehill College 0.11% 91 Cooper Union for the Advancement of Science and A 0.11% 92 Christian Brothers University 0.11% 93 Valley Forge Christian College 0.10% 94 Brandeis University 0.10% 95 Dickinson College 0.10% 96 Georgetown University 0.10% 97 Ohio University 0.10% 98 Ouachita Baptist University 0.10% 99 Manhattanville College 0.10% 100 Education St John Vianney College Seminary (Miami, FL) 2.70% 1 Spelman College 1.87% 2 Prepared by Swarthmore College Office of Institutional Research, June 2018. 10

Education (cont'd.) Tougaloo College 1.85% 3 Vandercook College of Music 1.79% 4 Fisk University 1.77% 5 Monterey Institute of International Studies 1.59% 6 Swarthmore College 1.54% 7 Jackson State University 1.53% 8 Texas A&M Health Science Center, Dallas, Baylor Co 1.42% 9 St Joseph Seminary College 1.38% 10 Bennett College, Greensboro 1.33% 11 Nebraska Christian College 1.32% 12 Gallaudet University 1.24% 13 Alcorn State University 1.24% 14 Transylvania University 1.22% 15 Central State University 1.21% 16 Earlham College 1.16% 17 Virginia Union University 1.15% 18 Huntingdon College 1.11% 19 Haverford College 1.10% 20 Notre Dame College, Cleveland 1.09% 21 Hillsdale Free Will Baptist College 1.07% 22 Alabama State University 1.06% 23 University of Southern Mississippi, The 1.06% 24 Hampton University 1.03% 25 Talladega College 1.03% 26 Delta State University 1.03% 27 Agnes Scott College 1.03% 28 Tuskegee University 1.02% 29 Mississippi University for Women 1.02% 30 Berea College 1.01% 31 Shimer College 1.01% 32 Concordia University, Nebraska 1.00% 33 Concordia College (Selma, AL) 0.99% 34 Wesley College (Florence, MS) 0.98% 35 Stillman College 0.97% 36 Southern University and A&M College, Baton Rouge 0.96% 37 Bryn Mawr College 0.96% 38 Bard College at Simon's Rock 0.95% 39 Oakwood University 0.95% 40 Trinity Lutheran College 0.95% 41 Asbury University 0.94% 42 Occidental College 0.94% 43 Scripps College 0.93% 44 Prepared by Swarthmore College Office of Institutional Research, June 2018. 11

Education (cont'd.) Andrews University 0.93% 45 Amherst College 0.93% 46 Mills College 0.92% 47 Hampshire College 0.92% 48 St Charles Borromeo Seminary 0.91% 49 Carleton College 0.91% 50 Cornell College 0.91% 51 Morehouse College 0.88% 52 Trinity University 0.88% 53 Wesleyan College 0.88% 54 Trinity Bible College 0.88% 55 Burlington College 0.88% 56 Oberlin College 0.87% 57 Xavier University of Louisiana 0.87% 58 College of William and Mary (Williamsburg, VA) 0.86% 59 Milligan College 0.86% 60 Wellesley College 0.85% 61 Goddard College 0.85% 62 Rust College 0.84% 63 University of Montevallo 0.83% 64 St. Mary's University, San Antonio 0.83% 65 South Carolina State University 0.82% 66 Morningside College 0.82% 67 Millsaps College 0.82% 68 Converse College 0.82% 69 Evangel University 0.81% 70 Lawrence University 0.81% 71 West Virginia University at Parkersburg 0.80% 72 Mayville State University 0.80% 73 Centre College 0.80% 74 Central College 0.80% 75 Wiley College 0.80% 76 Texas Southern University 0.80% 77 Mississippi Valley State University 0.80% 78 Marietta College 0.80% 79 Haskell Indian Nations University 0.80% 80 Colorado College 0.80% 81 Saint Mary's College, Notre Dame 0.80% 82 Erskine College 0.79% 83 Brown University 0.79% 84 Pomona College 0.79% 85 Juilliard School, The 0.79% 86 Prepared by Swarthmore College Office of Institutional Research, June 2018. 12

Education (cont'd.) Auburn University, Montgomery 0.79% 87 Davidson College 0.79% 88 Westminster College, Fulton 0.79% 89 Macalester College 0.79% 90 Harris Stowe State College 0.79% 91 Lane College 0.79% 92 Kalamazoo College 0.78% 93 Judson College, Marion 0.78% 94 Ripon College 0.77% 95 Hiram College 0.77% 96 Grambling State University 0.76% 97 Wake Forest University 0.75% 98 North Carolina Central University 0.75% 99 Vanderbilt University 0.75% 100 Engineering Webb Institute 9.26% 1 California Institute of Technology 8.29% 2 Harvey Mudd College 7.86% 3 Massachusetts Institute of Technology 6.48% 4 Cooper Union for the Advancement of Science and A 5.77% 5 Rose Hulman Institute of Technology 3.99% 6 Colorado School of Mines 3.87% 7 Case Western Reserve University 3.61% 8 Illinois Institute of Technology 3.45% 9 Rensselaer Polytechnic Institute, Troy 3.30% 10 Georgia Institute of Technology, Atlanta 2.92% 11 New Mexico Institute of Mining and Technology 2.86% 12 Carnegie Mellon University 2.83% 13 Missouri University of Science and Technology 2.73% 14 Johns Hopkins University 2.61% 15 Rice University 2.59% 16 Worcester Polytechnic Institute 2.51% 17 Michigan Technological University 2.50% 18 Clarkson University 2.01% 19 Princeton University 1.84% 20 Polytechnic Institute of New York University 1.81% 21 Lafayette College 1.73% 22 South Dakota School of Mines & Technology 1.72% 23 Cornell University 1.66% 24 Prepared by Swarthmore College Office of Institutional Research, June 2018. 13

Engineering (cont'd.) Stevens Institute of Technology 1.55% 25 Duke University 1.53% 26 University of Puerto Rico at Mayaguez 1.52% 27 University of Rochester 1.51% 28 Lehigh University 1.46% 29 Milwaukee School of Engineering 1.45% 30 Florida Institute of Technology 1.43% 31 Texas A&M Health Science Center, Dallas, Baylor Co 1.42% 32 Stanford University 1.41% 33 Swarthmore College 1.34% 34 Vanderbilt University 1.30% 35 United States Air Force Academy 1.29% 36 University of California, Berkeley 1.28% 37 Bucknell University 1.25% 38 Northwestern University, Evanston 1.14% 39 Columbia University in the City of New York 1.08% 40 North Carolina State University 1.04% 41 United States Military Academy 1.04% 42 Washington University in St. Louis 1.03% 43 Tufts University 0.99% 44 Drexel University 0.99% 45 Kettering University 0.99% 46 University of Notre Dame 0.94% 47 Brown University 0.93% 48 University of Virginia, Charlottesville 0.92% 49 Purdue University, West Lafayette 0.92% 50 University of Illinois at Urbana Champaign 0.92% 51 Virginia Polytechnic Institute and State University 0.92% 52 Tulane University 0.89% 53 Dartmouth College 0.86% 54 United States Coast Guard Academy 0.85% 55 Yeshiva Ohr Elchonon Chabad/West Coast Talmud 0.84% 56 Clemson University 0.84% 57 New Jersey Institute of Technology 0.84% 58 Walla Walla University 0.80% 59 Monterey Institute of International Studies 0.79% 60 Virginia Military Institute 0.79% 61 University of Florida 0.78% 62 Iowa State University 0.75% 63 University of California, San Diego 0.73% 64 United States Naval Academy 0.72% 65 Valparaiso University 0.69% 66 Prepared by Swarthmore College Office of Institutional Research, June 2018. 14

Engineering (cont'd.) University of Dayton 0.69% 67 Tennessee Technological University 0.68% 68 Morgan State University 0.67% 69 Rochester Institute of Technology 0.67% 70 Yale University 0.67% 71 University of Pennsylvania 0.66% 72 Pennsylvania State University, The, Behrend 0.66% 73 University of Wisconsin Madison 0.64% 74 Trine University 0.63% 75 Union College, Schenectady 0.62% 76 SUNY, College of Environmental Science and Forest 0.62% 77 Brigham Young University, Provo 0.61% 78 Carleton College 0.61% 79 Ohio Northern University 0.60% 80 University of Tulsa 0.59% 81 University of Pittsburgh, Pittsburgh 0.59% 82 Pennsylvania State University, The, University Park 0.58% 83 University of Texas at Austin, The 0.58% 84 Oregon State University 0.58% 85 University of Maryland, College Park 0.58% 86 Montana Tech of University of Montana 0.57% 87 University of Arkansas, Fayetteville 0.55% 88 Mississippi State University 0.55% 89 University of Alabama in Huntsville, The 0.54% 90 SUNY, Alfred State, College of Technology 0.54% 91 University of Minnesota, Twin Cities 0.53% 92 Louisiana Tech University 0.52% 93 Trinity College, Hartford 0.52% 94 Williams College, Williamstown 0.52% 95 North Carolina Agricultural and Technical State Uni 0.52% 96 CUNY, City College 0.52% 97 Grove City College 0.51% 98 Catholic University of America, The 0.51% 99 University of Delaware 0.51% 100 Geosciences California Institute of Technology 2.31% 1 Carleton College 1.80% 2 Texas A&M University at Galveston 0.86% 3 Eckerd College 0.84% 4 Prepared by Swarthmore College Office of Institutional Research, June 2018. 15

Geosciences (cont'd.) Harvey Mudd College 0.69% 5 Whitman College 0.69% 6 Pomona College 0.69% 7 Colorado School of Mines 0.69% 8 New Mexico Institute of Mining and Technology 0.67% 9 Amherst College 0.64% 10 Webb Institute 0.62% 11 Williams College, Williamstown 0.60% 12 Colorado College 0.58% 13 Florida Institute of Technology 0.51% 14 Macalester College 0.50% 15 Bowdoin College 0.50% 16 Juniata College 0.48% 17 Oberlin College 0.48% 18 Beloit College 0.48% 19 Colgate University 0.46% 20 Rice University 0.46% 21 Bates College 0.46% 22 Franklin & Marshall College 0.44% 23 Brown University 0.44% 24 Occidental College 0.43% 25 Valparaiso University 0.42% 26 Smith College 0.41% 27 Massachusetts Institute of Technology 0.39% 28 Illinois College of Optometry 0.38% 29 Colby College 0.37% 30 Lawrence University 0.37% 31 Dartmouth College 0.36% 32 University of Alaska Southeast, Juneau 0.35% 33 Hampshire College 0.34% 34 Washington and Lee University 0.33% 35 University of Maine at Machias 0.33% 36 Lyndon State College 0.33% 37 Wesleyan University 0.33% 38 Cornell University 0.31% 39 Mount Holyoke College 0.31% 40 Middlebury College 0.31% 41 Cornell College 0.30% 42 Earlham College 0.30% 43 University of Chicago, The 0.30% 44 College of William and Mary (Williamsburg, VA) 0.29% 45 Hamilton College 0.29% 46 Prepared by Swarthmore College Office of Institutional Research, June 2018. 16

Geosciences (cont'd.) SUNY, College of Environmental Science and Forest 0.29% 47 Sewanee: The University of the South 0.29% 48 Stanford University 0.28% 49 Reed College 0.28% 50 Swarthmore College 0.28% 51 Harvard University 0.28% 52 Hendrix College 0.28% 53 Coastal Carolina University 0.27% 54 University of Miami 0.27% 55 Grinnell College 0.26% 56 Bryn Mawr College 0.26% 57 University of Puget Sound 0.26% 58 Princeton University 0.25% 59 Haverford College 0.24% 60 Wellesley College 0.23% 61 Albion College 0.23% 62 College of Wooster, The 0.23% 63 Dickinson College 0.23% 64 Duke University 0.23% 65 Hanover College 0.22% 66 Michigan Technological University 0.22% 67 St. Lawrence University 0.22% 68 University of Alaska Fairbanks 0.22% 69 Vassar College 0.22% 70 Millsaps College 0.21% 71 Northland College 0.20% 72 Allegheny College 0.20% 73 University of Rochester 0.19% 74 Trinity University 0.19% 75 University of North Carolina at Asheville, The 0.19% 76 Furman University 0.19% 77 Union College, Schenectady 0.18% 78 University of Minnesota, Morris 0.18% 79 Augustana College, Rock Island 0.18% 80 Washington University in St. Louis 0.17% 81 Missouri University of Science and Technology 0.17% 82 U. Oklahoma, Norman and Health Science Center 0.17% 83 University of California, Santa Barbara 0.17% 84 University of Tulsa 0.17% 85 University of Puerto Rico at Mayaguez 0.17% 86 Yale University 0.17% 87 United States Coast Guard Academy 0.16% 88 Prepared by Swarthmore College Office of Institutional Research, June 2018. 17

Geosciences (cont'd.) Millersville University of Pennsylvania 0.16% 89 Connecticut College 0.16% 90 Columbia University in the City of New York 0.16% 91 Hope College 0.16% 92 Tufts University 0.15% 93 University of Hawaii at Hilo 0.15% 94 Wheaton College, Wheaton 0.15% 95 University of California, Santa Cruz 0.15% 96 University of California, San Diego 0.15% 97 Hobart and William Smith Colleges 0.15% 98 University of North Carolina at Wilmington, The 0.14% 99 Lake Superior State University 0.14% 100 Humanities St. John's College, Annapolis 4.58% 1 Reed College 4.42% 2 St. John's College, Santa Fe 3.53% 3 Swarthmore College 3.33% 4 Bard College 2.66% 5 Bryn Mawr College 2.50% 6 University of Chicago, The 2.48% 7 Thomas Aquinas College 2.48% 8 Yale University 2.48% 9 Amherst College 2.42% 10 Carleton College 2.32% 11 Grinnell College 2.26% 12 Harvard University 2.26% 13 Vassar College 2.20% 14 Kenyon College 2.18% 15 Sarah Lawrence College 2.15% 16 Haverford College 2.06% 17 Princeton University 2.04% 18 Scripps College 2.02% 19 University of Dallas 1.98% 20 Oberlin College 1.93% 21 Pomona College 1.90% 22 Columbia University in the City of New York 1.77% 23 Hendrix College 1.75% 24 Marlboro College 1.74% 25 Bennington College 1.72% 26 Prepared by Swarthmore College Office of Institutional Research, June 2018. 18

Humanities (cont'd.) Brown University 1.71% 27 Bard College at Simon's Rock 1.67% 28 Bowdoin College 1.67% 29 Williams College, Williamstown 1.64% 30 Wesleyan University 1.64% 31 Wheaton College, Wheaton 1.63% 32 Hampshire College 1.60% 33 Macalester College 1.60% 34 Mount Holyoke College 1.59% 35 Smith College 1.57% 36 Wellesley College 1.57% 37 Dartmouth College 1.55% 38 Florida Christian College Inc. 1.52% 39 Barnard College 1.52% 40 Shimer College 1.51% 41 College of William and Mary (Williamsburg, VA) 1.49% 42 Middlebury College 1.49% 43 Rhodes College, Memphis 1.44% 44 Thomas More College of Liberal Arts 1.43% 45 Beloit College 1.36% 46 Sewanee: The University of the South 1.35% 47 Hamilton College 1.33% 48 Davidson College 1.30% 49 Knox College 1.29% 50 Whitman College 1.23% 51 Stanford University 1.20% 52 Kalamazoo College 1.14% 53 Occidental College 1.09% 54 College of Wooster, The 1.07% 55 Claremont McKenna College 0.99% 56 Furman University 0.99% 57 Earlham College 0.99% 58 Lawrence University 0.95% 59 College of the Holy Cross 0.94% 60 Taylor University, Upland 0.91% 61 Willamette University 0.91% 62 Saint Charles Borromeo Seminary, Overbrook 0.91% 63 Rice University 0.91% 64 Hollins University 0.90% 65 Great Lakes Christian College 0.90% 66 Goucher College 0.89% 67 St. Olaf College 0.88% 68 Prepared by Swarthmore College Office of Institutional Research, June 2018. 19

Humanities (cont'd.) Chatham University 0.86% 69 Brandeis University 0.86% 70 College of the Atlantic 0.86% 71 Agnes Scott College 0.85% 73 Sacred Heart Major Seminary/Col & Theologate 0.85% 73 Sweet Briar College 0.85% 74 Colgate University 0.84% 75 Ripon College 0.83% 76 Washington University in St. Louis 0.83% 77 Duke University 0.81% 78 Hanover College 0.80% 79 Wells College 0.80% 80 Bates College 0.80% 81 Monterey Institute of International Studies 0.79% 82 University of California, Berkeley 0.79% 83 Biola University 0.79% 84 Connecticut College 0.77% 85 Centre College 0.76% 86 Trinity University 0.75% 87 Millsaps College 0.74% 88 Goshen College 0.74% 89 Oglethorpe University 0.74% 90 Denison University 0.74% 91 Lewis & Clark College 0.73% 92 Colby College 0.73% 93 Skidmore College 0.73% 94 Calvin College 0.73% 95 Randolph Macon College 0.73% 96 Westmont College 0.72% 97 Mills College 0.72% 98 Georgetown University 0.72% 99 Principia College 0.72% 100 Law Columbia College Hollywood 0.29% 1 Pomona College 0.08% 2 Chancellor University 0.05% 3 Kentucky State University 0.05% 4 California Institute of Technology 0.05% 5 Harvard University 0.04% 6 Prepared by Swarthmore College Office of Institutional Research, June 2018. 20

Law (cont'd.) University of Chicago, The 0.03% 7 Drew University 0.03% 8 Wagner College 0.03% 9 Franciscan University of Steubenville 0.03% 10 Connecticut College 0.02% 11 Carleton College 0.02% 12 Le Moyne College 0.02% 13 Columbia University in the City of New York 0.02% 14 Georgetown University 0.02% 15 Stonehill College 0.02% 16 Stanford University 0.02% 17 Drury University 0.02% 18 Wheaton College, Wheaton 0.02% 19 Wellesley College 0.02% 20 Middlebury College 0.02% 21 George Washington University, The 0.02% 22 Widener University 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 Saint Mary's College of California 0.01% 33 Brown University 0.01% 34 Duke University 0.01% 35 Creighton University 0.01% 36 Wichita State University 0.01% 37 Calvin College 0.01% 38 Providence College 0.01% 39 United States Military Academy 0.01% 40 Dartmouth College 0.01% 41 Lehigh University 0.01% 42 SUNY, College Plattsburgh 0.01% 43 Santa Clara University 0.01% 44 University of San Francisco 0.01% 45 SUNY, Geneseo 0.01% 46 Massachusetts Institute of Technology 0.01% 47 SUNY, Binghamton University 0.01% 48 Prepared by Swarthmore College Office of Institutional Research, June 2018. 21

Law (cont'd.) University of California, Berkeley 0.01% 49 Southeast Missouri State University 0.01% 50 Tulane University 0.01% 51 University of California, Santa Cruz 0.01% 52 University of Wisconsin La Crosse 0.01% 53 University of Virginia, Charlottesville 0.01% 54 University of Idaho 0.01% 55 University of Pittsburgh, Pittsburgh 0.01% 56 Cornell University 0.01% 57 New Mexico State University, Las Cruces 0.01% 58 Northwestern University, Evanston 0.00% 59 Wayne State University 0.00% 60 University of New Hampshire, Durham 0.00% 61 University of Puerto Rico at Rio Piedras 0.00% 62 CUNY, Baruch College 0.00% 63 Mississippi State University 0.00% 64 Northeastern University 0.00% 65 Oregon State University 0.00% 66 U. Oklahoma, Norman and Health Science Center 0.00% 67 University of Illinois at Chicago 0.00% 69 University of Texas at Arlington, The 0.00% 69 George Mason University 0.00% 70 University of Oregon, Eugene 0.00% 71 University of Delaware 0.00% 72 University of Kansas, Lawrence 0.00% 73 Brigham Young University, Provo 0.00% 74 University of Washington 0.00% 75 Ohio University 0.00% 76 University of Houston 0.00% 77 Texas Tech University 0.00% 78 University of California, Irvine 0.00% 79 University of Texas at Austin, The 0.00% 80 University of California, San Diego 0.00% 81 University of Utah, The 0.00% 82 University of California, Davis 0.00% 83 University of Arizona, The 0.00% 84 Indiana University, Bloomington 0.00% 85 University of California, Los Angeles 0.00% 86 Michigan State University 0.00% 87 Ohio State University, The, Columbus 0.00% 88 Prepared by Swarthmore College Office of Institutional Research, June 2018. 22

Life Sciences California Institute of Technology 7.13% 1 Reed College 5.80% 2 Swarthmore College 5.28% 3 Grinnell College 4.75% 4 Carleton College 4.44% 5 Harvey Mudd College 4.15% 6 Massachusetts Institute of Technology 4.12% 7 University of Chicago, The 4.03% 8 Haverford College 3.96% 9 Pomona College 3.73% 10 Earlham College 3.26% 11 Allegheny College 3.26% 12 SUNY, College of Environmental Science and Forest 3.20% 13 Brown University 3.15% 14 College of the Atlantic 3.09% 15 Brandeis University 3.09% 16 Cornell University 3.08% 17 University of Rochester 3.04% 18 Johns Hopkins University 3.00% 19 Kalamazoo College 2.95% 20 Bryn Mawr College 2.93% 21 Oberlin College 2.93% 22 Harvard University 2.93% 23 Rice University 2.93% 24 Duke University 2.93% 25 Yale University 2.90% 26 Stanford University 2.89% 27 Bowdoin College 2.88% 28 Mount Holyoke College 2.88% 29 Princeton University 2.87% 30 Bard College at Simon's Rock 2.86% 31 University of the Sciences in Philadelphia 2.85% 32 Case Western Reserve University 2.75% 33 Amherst College 2.73% 34 Williams College, Williamstown 2.72% 35 Whitman College 2.70% 36 Macalester College 2.70% 37 Juniata College 2.64% 38 Ursinus College 2.57% 39 Ohio Wesleyan University 2.52% 40 Kenyon College 2.49% 41 Colby College 2.48% 42 Prepared by Swarthmore College Office of Institutional Research, June 2018. 23

Life Sciences (cont'd.) St. Olaf College 2.44% 43 Davidson College 2.41% 44 Wellesley College 2.36% 45 Scripps College 2.35% 46 Hendrix College 2.35% 47 Lawrence University 2.35% 48 St. Mary's College of Maryland 2.26% 49 University of Texas Health Science Center at Housto 2.24% 50 Colorado College 2.18% 51 Agnes Scott College 2.17% 52 Smith College 2.14% 53 University of California, Berkeley 2.09% 54 Knox College 2.07% 55 Lewis & Clark College 2.07% 56 Washington University in St. Louis 2.05% 57 College of William and Mary (Williamsburg, VA) 2.04% 58 Wabash College 2.04% 59 College of Wooster, The 2.04% 60 Middlebury College 2.01% 61 Hiram College 2.00% 62 Bates College 1.99% 63 Hampshire College 1.98% 64 Centenary College of Louisiana 1.96% 65 Dartmouth College 1.96% 66 Wesleyan University 1.95% 67 Centre College 1.94% 68 University of Wisconsin Madison 1.84% 69 Worcester Polytechnic Institute 1.84% 70 Hanover College 1.83% 71 University of California, Davis 1.82% 72 Colgate University 1.81% 73 University of California, San Diego 1.81% 74 Spelman College 1.81% 75 Emory University 1.80% 76 Drew University 1.80% 77 Erskine College 1.76% 78 Beloit College 1.76% 79 Vassar College 1.76% 80 Florida Institute of Technology 1.75% 81 University of Pennsylvania 1.74% 82 Xavier University of Louisiana 1.71% 83 Occidental College 1.70% 84 Prepared by Swarthmore College Office of Institutional Research, June 2018. 24

Life Sciences (cont'd.) Clark University 1.69% 85 Tufts University 1.69% 86 Trinity University 1.67% 87 Eckerd College 1.65% 88 University of Maryland, Baltimore 1.64% 89 Wittenberg University 1.64% 90 Berea College 1.64% 91 Tougaloo College 1.63% 92 Carnegie Mellon University 1.62% 93 Columbia University in the City of New York 1.62% 94 Dickinson College 1.59% 95 Lafayette College 1.57% 96 Willamette University 1.52% 97 Franklin & Marshall College 1.52% 98 Cornell College 1.51% 99 Vanderbilt University 1.51% 100 Math and Computer Sciences Harvey Mudd College 7.80% 1 California Institute of Technology 6.62% 2 Massachusetts Institute of Technology 2.43% 3 Carnegie Mellon University 1.88% 4 University of Chicago, The 1.43% 5 Princeton University 1.41% 6 Rice University 1.36% 7 Swarthmore College 1.34% 8 Reed College 1.24% 9 Harvard University 1.24% 10 Carleton College 1.23% 11 Williams College, Williamstown 1.16% 12 New Mexico Institute of Mining and Technology 1.12% 13 Rose Hulman Institute of Technology 1.05% 14 Haverford College 0.96% 15 Bard College at Simon's Rock 0.95% 16 Pomona College 0.95% 17 Stanford University 0.93% 18 Rensselaer Polytechnic Institute, Troy 0.92% 19 Grinnell College 0.82% 20 Cooper Union for the Advancement of Science and A 0.74% 21 Amherst College 0.71% 22 Prepared by Swarthmore College Office of Institutional Research, June 2018. 25

Math and Computer Sciences (cont'd.) Whitman College 0.69% 23 Polytechnic Institute of New York University 0.69% 24 Brown University 0.68% 25 Case Western Reserve University 0.66% 26 Columbia University in the City of New York 0.66% 27 Yale University 0.65% 28 St. Olaf College 0.60% 29 University of Tulsa 0.59% 30 St. John's College, Santa Fe 0.59% 31 Macalester College 0.57% 32 Illinois Institute of Technology 0.57% 33 Cornell University 0.56% 34 Dartmouth College 0.56% 35 University of California, Berkeley 0.55% 36 Lawrence University 0.55% 37 Transylvania University 0.54% 38 Duke University 0.51% 39 Hendrix College 0.51% 40 Georgia Institute of Technology, Atlanta 0.50% 41 Worcester Polytechnic Institute 0.50% 42 University of Minnesota, Morris 0.50% 43 Bryn Mawr College 0.49% 44 Oberlin College 0.49% 45 Marlboro College 0.47% 46 Dakota State University 0.47% 47 Brandeis University 0.47% 48 University of Rochester 0.46% 49 Bard College 0.45% 50 Millsaps College 0.45% 51 Colorado School of Mines 0.44% 52 University of Bridgeport (Bridgeport, CT) 0.43% 53 Bowdoin College 0.43% 54 Kalamazoo College 0.43% 55 Washington University in St. Louis 0.42% 56 Hampshire College 0.42% 57 Lafayette College 0.42% 58 Clarkson University 0.42% 59 Missouri University of Science and Technology 0.41% 60 Stevens Institute of Technology 0.41% 61 Wheaton College, Wheaton 0.41% 62 Hebrew Theological College 0.41% 63 Washington and Lee University 0.41% 64 Prepared by Swarthmore College Office of Institutional Research, June 2018. 26

Math and Computer Sciences (cont'd.) DePauw University 0.39% 65 Sewanee: The University of the South 0.39% 66 Kenyon College 0.38% 67 Centre College 0.38% 68 University of Dallas 0.37% 69 South Dakota School of Mines & Technology 0.36% 70 Spelman College 0.35% 71 Knox College 0.35% 72 Wellesley College 0.35% 73 Davidson College 0.35% 74 Wabash College 0.34% 75 Johns Hopkins University 0.34% 76 University of Maryland, Baltimore County 0.33% 77 Mount Holyoke College 0.33% 78 Beloit College 0.33% 79 Willamette University 0.33% 80 Smith College 0.33% 81 University of Notre Dame 0.33% 82 SUNY, Alfred State, College of Technology 0.32% 83 Trinity University 0.32% 84 Wesleyan University 0.32% 85 Southwestern University 0.31% 86 United States Air Force Academy 0.31% 87 College of William and Mary (Williamsburg, VA) 0.31% 88 Tufts University 0.31% 89 Northwestern University, Evanston 0.30% 90 Franklin & Marshall College 0.30% 91 Tougaloo College 0.30% 92 United States Military Academy 0.30% 93 Furman University 0.29% 94 Ursinus College 0.29% 95 Grove City College 0.29% 96 Alma College 0.29% 97 Vassar College 0.28% 98 Hope College 0.28% 99 Occidental College 0.28% 100 Prepared by Swarthmore College Office of Institutional Research, June 2018. 27

Other Non sciences or Unknown Disciplines Pennsylvania State U, Fayette Campus 0.18% 1 Texas College 0.17% 2 Talladega College 0.13% 3 Central State University 0.13% 4 Presbyterian College 0.13% 5 West Virginia University at Parkersburg 0.11% 6 Wells College 0.11% 7 Colorado Technical University, Colorado Springs 0.11% 8 Tennessee Temple University 0.10% 9 Unity College 0.10% 10 University of the Ozarks 0.10% 11 Montreat College 0.10% 12 Chatham University 0.10% 13 Green Mountain College 0.10% 14 Rust College 0.09% 15 Lincoln University of the Commonwealth of Pennsy 0.09% 16 Erskine College 0.09% 17 Union College, Barbourville 0.08% 18 Castleton State College 0.08% 19 Coe College 0.08% 21 Wilkes University 0.08% 21 King College 0.07% 22 Westminster College, Fulton 0.07% 23 Amherst College 0.07% 24 United States Military Academy 0.07% 25 South Carolina State University 0.07% 26 Cheyney University of Pennsylvania 0.07% 27 Northland College 0.07% 28 Cornerstone University 0.07% 29 Spelman College 0.07% 30 University of Mary Hardin Baylor 0.07% 31 Wake Forest University 0.06% 32 Auburn University, Montgomery 0.06% 33 United States Air Force Academy 0.06% 34 Tennessee State University 0.06% 35 Louisiana College 0.06% 36 Salem College 0.06% 37 Indiana University, Richmond 0.06% 38 Ripon College 0.06% 39 Mississippi Valley State University 0.06% 40 College of William and Mary (Williamsburg, VA) 0.06% 41 Grinnell College 0.06% 42 Prepared by Swarthmore College Office of Institutional Research, June 2018. 28

Other Non sciences or Unknown Disciplines (cont'd.) MidAmerica Nazarene University 0.06% 43 Whitman College 0.06% 44 Hardin Simmons University 0.06% 45 Culver Stockton College 0.06% 46 Brewton Parker College 0.06% 47 American University 0.06% 48 Swarthmore College 0.06% 49 Benedictine College 0.06% 50 Sage Colleges, The 0.06% 51 Mississippi University for Women 0.05% 52 Concord University 0.05% 53 United States Coast Guard Academy 0.05% 54 Franklin College, Franklin 0.05% 55 Chancellor University 0.05% 56 Marian University, Indianapolis 0.05% 57 Averett University 0.05% 58 Skidmore College 0.05% 59 Willamette University 0.05% 60 Briar Cliff University 0.05% 61 Alcorn State University 0.05% 62 University of the Virgin Islands 0.05% 63 Oglethorpe University 0.05% 64 Mills College 0.05% 65 Pitzer College 0.05% 66 Furman University 0.05% 67 Elon University 0.05% 68 East Texas Baptist University 0.05% 69 Hendrix College 0.05% 70 Western State College of Colorado 0.05% 71 Stetson University 0.05% 72 Bluffton University 0.05% 73 Transylvania University 0.05% 74 Franklin Pierce University 0.04% 75 Golden Gate University 0.04% 76 Wingate University 0.04% 77 Queens University of Charlotte 0.04% 78 College of Saint Elizabeth 0.04% 79 Prescott College 0.04% 80 University of Texas at Dallas, The 0.04% 81 Georgetown College 0.04% 82 Colby College 0.04% 83 Denison University 0.04% 84 Prepared by Swarthmore College Office of Institutional Research, June 2018. 29

Other Non sciences or Unknown Disciplines (cont'd.) Jackson State University 0.04% 85 Concordia University, Nebraska 0.04% 86 Washington College 0.04% 87 Saint Vincent College 0.04% 88 Colorado College 0.04% 89 Millikin University 0.04% 90 University of Pittsburgh, Johnstown 0.04% 91 Virginia Wesleyan College 0.04% 92 Wayne State College 0.04% 93 Beloit College 0.04% 94 Lake Forest College 0.04% 95 SUNY, College of Environmental Science and Forest 0.04% 96 Hampton University 0.04% 97 Southern Methodist University 0.04% 98 University of North Carolina at Chapel Hill, The 0.04% 99 William Jewell College 0.04% 100 Physical Sciences California Institute of Technology 12.92% 1 Harvey Mudd College 7.74% 2 Reed College 3.15% 3 New Mexico Institute of Mining and Technology 2.81% 4 Massachusetts Institute of Technology 2.57% 5 Carleton College 2.29% 6 Swarthmore College 2.04% 7 Haverford College 2.03% 8 Grinnell College 1.88% 9 University of Chicago, The 1.69% 10 Colorado School of Mines 1.63% 11 College of Wooster, The 1.55% 12 Lawrence University 1.54% 13 Case Western Reserve University 1.52% 14 Allegheny College 1.44% 15 Wabash College 1.42% 16 Kalamazoo College 1.39% 17 Williams College, Williamstown 1.37% 18 Harvard University 1.34% 19 Rice University 1.33% 20 Whitman College 1.32% 21 Bryn Mawr College 1.29% 22 Prepared by Swarthmore College Office of Institutional Research, June 2018. 30

Physical Sciences (cont'd.) Princeton University 1.23% 23 Juniata College 1.20% 24 University of Rochester 1.19% 25 Franklin & Marshall College 1.15% 26 Macalester College 1.12% 27 Cooper Union for the Advancement of Science and A 1.11% 28 University of the Sciences in Philadelphia 1.07% 29 Carnegie Mellon University 1.06% 30 Hendrix College 1.06% 31 Rose Hulman Institute of Technology 1.05% 32 Knox College 1.02% 33 Centre College 1.01% 34 Pomona College 0.98% 35 Rensselaer Polytechnic Institute, Troy 0.96% 36 Florida Institute of Technology 0.96% 37 Albion College 0.95% 38 College of William and Mary (Williamsburg, VA) 0.94% 39 Stanford University 0.89% 40 Erskine College 0.88% 41 Lebanon Valley College 0.88% 42 Worcester Polytechnic Institute 0.87% 43 Washington & Jefferson College 0.87% 44 Cornell University 0.87% 45 Wellesley College 0.85% 46 Drew University 0.83% 47 Columbia University in the City of New York 0.81% 48 Amherst College 0.81% 49 University of California, Berkeley 0.81% 50 Berea College 0.80% 51 St. John's College, Annapolis 0.80% 52 Colby College 0.79% 53 Texas Lutheran University 0.77% 54 Truman State University 0.77% 55 Clarkson University 0.75% 56 University of Dallas 0.74% 57 University of Puget Sound 0.74% 58 Willamette University 0.73% 59 Lake Forest College 0.73% 60 Hampden Sydney College 0.73% 61 Randolph Macon College 0.73% 62 Hamilton College 0.72% 63 St. Olaf College 0.72% 64 Prepared by Swarthmore College Office of Institutional Research, June 2018. 31

Physical Sciences (cont'd.) Bowdoin College 0.72% 65 Butler University 0.70% 66 Dartmouth College 0.70% 67 Kenyon College 0.69% 68 Yale University 0.69% 69 Pacific University 0.68% 70 Furman University 0.68% 71 Gustavus Adolphus College 0.68% 72 Brandeis University 0.68% 73 Saint Vincent College 0.66% 74 King College 0.66% 75 University of Minnesota, Morris 0.65% 76 Vassar College 0.65% 77 Lafayette College 0.65% 78 Colorado College 0.64% 79 Trinity University 0.64% 80 Bard College 0.63% 81 Westminster College, New Wilmington 0.62% 82 College of the Holy Cross 0.62% 83 Wisconsin Lutheran College 0.62% 84 Benedictine College 0.61% 85 Washington University in St. Louis 0.61% 86 Goucher College 0.61% 87 Illinois Wesleyan University 0.61% 88 Davidson College 0.60% 89 Illinois Institute of Technology 0.60% 90 Ripon College 0.60% 91 Wittenberg University 0.59% 92 St. John's College, Santa Fe 0.59% 93 Hamline University 0.58% 94 Mount Holyoke College 0.58% 95 Union College, Schenectady 0.58% 96 Lincoln University of the Commonwealth of Pennsy 0.58% 97 Oberlin College 0.58% 98 Colgate University 0.58% 99 Gettysburg College 0.58% 100 Prepared by Swarthmore College Office of Institutional Research, June 2018. 32

Psychology University of Puerto Rico at Aguadilla 2.06% 1 Reed College 1.59% 2 Vassar College 1.54% 3 Wellesley College 1.54% 4 Barnard College 1.44% 5 Bard College at Simon's Rock 1.43% 6 Scripps College 1.42% 7 Williams College, Williamstown 1.35% 8 Pomona College 1.35% 9 Wesleyan University 1.33% 10 Haverford College 1.31% 11 Grinnell College 1.29% 12 Brandeis University 1.25% 13 Yale University 1.21% 14 Swarthmore College 1.20% 15 Southwestern University 1.19% 16 University of Rochester 1.17% 17 Macalester College 1.17% 18 Spelman College 1.17% 19 Claremont McKenna College 1.10% 20 Carleton College 1.10% 21 Kalamazoo College 1.10% 22 St. John's College, Annapolis 1.10% 23 Tufts University 1.09% 24 Amherst College 1.09% 25 Texas A&M Health Science Center, Dallas, Baylor Co 1.06% 26 Rhodes College, Memphis 1.05% 27 Connecticut College 1.04% 28 Franklin & Marshall College 1.03% 29 Bryn Mawr College 1.02% 30 Hendrix College 1.01% 31 Smith College 1.01% 32 Brown University 1.01% 33 Duke University 1.00% 34 Concordia College Selma 0.99% 35 Emory University 0.99% 36 Knox College 0.98% 37 Rice University 0.98% 38 Kenyon College 0.97% 39 Harvard University 0.95% 40 Oberlin College 0.94% 41 Trinity University 0.94% 42 Prepared by Swarthmore College Office of Institutional Research, June 2018. 33

Psychology (cont'd.) Colby College 0.92% 43 Hampshire College 0.92% 44 St. Mary's College of Maryland 0.90% 45 Colgate University 0.90% 46 Dartmouth College 0.89% 47 Wake Forest University 0.88% 48 Northwestern University, Evanston 0.86% 49 Hamilton College 0.86% 50 Mount Holyoke College 0.86% 51 Agnes Scott College 0.85% 52 Stanford University 0.85% 53 Austin College 0.83% 54 Cornell University 0.83% 55 Drew University 0.83% 56 Princeton University 0.83% 57 St. John's College, Santa Fe 0.82% 58 Yeshiva University 0.82% 59 Millsaps College 0.82% 60 Denison University 0.82% 61 Earlham College 0.82% 62 University of Puerto Rico at Rio Piedras 0.81% 63 Washington University in St. Louis 0.81% 64 Lawrence University 0.81% 65 Albion College 0.80% 66 Centre College 0.80% 67 Clark University 0.78% 68 Bates College 0.78% 69 Middlebury College 0.77% 70 Davidson College 0.77% 71 College of William and Mary (Williamsburg, VA) 0.76% 72 Furman University 0.76% 73 Fisk University 0.75% 74 Allegheny College 0.75% 75 Carnegie Mellon University 0.73% 76 Skidmore College 0.71% 77 Bucknell University 0.71% 78 Goddard College 0.70% 79 University of Pennsylvania 0.70% 80 Vanderbilt University 0.69% 81 University of Chicago, The 0.69% 82 Saint Joseph Seminary College 0.69% 84 University of Puerto Rico at Cayey 0.69% 84 Prepared by Swarthmore College Office of Institutional Research, June 2018. 34

Psychology (cont'd.) Spring Hill College 0.68% 85 Lewis & Clark College 0.68% 86 Transylvania University 0.68% 87 University of Notre Dame 0.68% 88 Mills College 0.67% 89 University of Puerto Rico at Ponce 0.67% 90 Luther College 0.67% 91 St. Olaf College 0.66% 92 Loyola University Maryland 0.65% 93 Columbia University in the City of New York 0.65% 94 SUNY, Alfred State, College of Technology 0.64% 95 College of the Holy Cross 0.64% 96 Gettysburg College 0.63% 97 Whitman College 0.63% 98 University of North Carolina at Chapel Hill, The 0.63% 99 Hanover College 0.63% 100 Religion and Theology Trinity Lutheran College 1.42% 1 Grace Bible College 1.05% 2 Baptist College of Florida, The 1.04% 3 Southeastern Bible College 1.03% 4 Central Baptist College 1.01% 5 Wheaton College, Wheaton 0.95% 6 Thomas Aquinas College 0.83% 7 Blue Mountain College 0.76% 8 Florida College 0.72% 11 Pontifical College Josephinum 0.72% 11 Clear Creek Baptist Bible College 0.72% 11 Saint Joseph Seminary College 0.69% 12 Piedmont Baptist College and Graduate School 0.65% 13 Baptist Bible College, Springfield 0.63% 14 Oklahoma Baptist University 0.63% 15 Multnomah University 0.62% 16 Hendrix College 0.60% 17 Judson College, Marion 0.59% 18 Bethany University 0.58% 19 Kentucky Christian University 0.57% 20 Columbia International University 0.57% 21 Patten University 0.54% 22 Prepared by Swarthmore College Office of Institutional Research, June 2018. 35