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Volumn 36, Issue 2, 2014, Pages 145-169

Reversing the Logic: An Outcomes-Based Student Typology for Determining "What Works" in Promoting an Array of Engineering-Related Student Learning Outcomes

Author keywords

assessment; cluster analysis; student learning; student learning outcomes; student typology

Indexed keywords


EID: 84899622878     PISSN: 01623737     EISSN: 19351062     Source Type: Journal    
DOI: 10.3102/0162373713504987     Document Type: Article
Times cited : (8)

References (91)
  • 1
    • 84865022839 scopus 로고    scopus 로고
    • Accreditation Board for Engineering and Technology (ABET). Retrieved from
    • Accreditation Board for Engineering and Technology (ABET). (2011). Criteria for accrediting engineering programs, 2012-2013. Retrieved from http://www.abet.org/accreditation-criteria-policies-documents/.
    • (2011) Criteria for accrediting engineering programs, 2012-2013
  • 2
    • 0037969920 scopus 로고    scopus 로고
    • Practicing for equity from the standpoint of the particular: Exploring the work of one urban teacher network
    • Abu El-HajT. R. A. (2003). Practicing for equity from the standpoint of the particular: Exploring the work of one urban teacher network. Teachers College Record, 105, 817-845. doi:http://www.tcrecord.org/11136.
    • (2003) Teachers College Record , vol.105 , pp. 817-845
    • Abu El-Haj, T.R.A.1
  • 3
    • 0037408627 scopus 로고    scopus 로고
    • Educating effective engineering designers: The role of reflective practice
    • Adams R. S.,Turns J.,Atman C. J.Educating effective engineering designers: The role of reflective practice.Design Studies. 2003;24:275-294.
    • (2003) Design Studies , vol.24 , pp. 275-294
    • Adams, R.S.1    Turns, J.2    Atman, C.J.3
  • 4
    • 77949357506 scopus 로고    scopus 로고
    • The evolution of class inequality in higher education: Competition, exclusion, and adaptation
    • Alon S.The evolution of class inequality in higher education: Competition, exclusion, and adaptation.American Sociological Review. 2009;74:731-755.
    • (2009) American Sociological Review , vol.74 , pp. 731-755
    • Alon, S.1
  • 5
    • 84899627528 scopus 로고    scopus 로고
    • Standards for accreditation of baccalaureate and graduate degree nursing programs
    • American Association of Colleges of Nursing Retrieved from
    • American Association of Colleges of Nursing. (2009). Standards for accreditation of baccalaureate and graduate degree nursing programs. Commission on Collegiate Nursing Accreditation. Retrieved from http://www.aacn.nche.edu/ccne-accreditation/standards09.pdf.
    • (2009) Commission on Collegiate Nursing Accreditation
  • 6
    • 78049431940 scopus 로고    scopus 로고
    • Who are our students?: Cluster analysis as a tool for understanding community college student populations
    • Ammon B. V.,Bowman J.,Mourad R.Who are our students?: Cluster analysis as a tool for understanding community college student populations.Journal of Applied Research in the Community College. 2008;16:32-44.
    • (2008) Journal of Applied Research in the Community College , vol.16 , pp. 32-44
    • Ammon, B.V.1    Bowman, J.2    Mourad, R.3
  • 7
    • 0033211720 scopus 로고    scopus 로고
    • College impact on student learning: Comparing the use of self-reported gains, standardized test scores, and college grades
    • Anaya G.College impact on student learning: Comparing the use of self-reported gains, standardized test scores, and college grades.Research in Higher Education. 1999;40:499-526.
    • (1999) Research in Higher Education , vol.40 , pp. 499-526
    • Anaya, G.1
  • 11
    • 84863472701 scopus 로고    scopus 로고
    • Association to Advance Collegiate Schools of Business. Tampa, FL: AACSB International. Retrieved from
    • Association to Advance Collegiate Schools of Business. (2011). Eligibility procedures and accreditation standards for business accreditation. Tampa, FL: AACSB International. Retrieved from http://www.aacsb.edu/accreditation/accounting/standards/Standards-accntg-Jan2012.pdf.
    • (2011) Eligibility procedures and accreditation standards for business accreditation
  • 14
    • 78049443102 scopus 로고    scopus 로고
    • The bird's eye view of community colleges: A behavioral typology of first-time students based on cluster analytic classification
    • Bahr P. R.The bird's eye view of community colleges: A behavioral typology of first-time students based on cluster analytic classification.Research in Higher Education. 2010;51:724-749.
    • (2010) Research in Higher Education , vol.51 , pp. 724-749
    • Bahr, P.R.1
  • 15
    • 84861816022 scopus 로고    scopus 로고
    • Integration of learning: A grounded theory analysis of college students' learning
    • Barber J.Integration of learning: A grounded theory analysis of college students' learning.American Educational Research Journal. 2012;49:590-617.
    • (2012) American Educational Research Journal , vol.49 , pp. 590-617
    • Barber, J.1
  • 16
    • 0005441014 scopus 로고    scopus 로고
    • Response rate in academic studies-A comparative analysis
    • Baruch Y.Response rate in academic studies-A comparative analysis.Human Relations. 1999;52:421-438.
    • (1999) Human Relations , vol.52 , pp. 421-438
    • Baruch, Y.1
  • 19
    • 34147223734 scopus 로고    scopus 로고
    • Targeted assessment of students' interdisciplinary work: An empirically grounded framework proposed
    • Boix Mansilla V. B.,Duraising E. D.Targeted assessment of students' interdisciplinary work: An empirically grounded framework proposed.Journal of Higher Education. 2007;78:215-237.
    • (2007) Journal of Higher Education , vol.78 , pp. 215-237
    • Boix Mansilla, V.B.1    Duraising, E.D.2
  • 20
    • 9944224752 scopus 로고    scopus 로고
    • The role of academic process in student achievement: An application of structural equations modeling and cluster analysis to community college longitudinal data
    • Boughan K.The role of academic process in student achievement: An application of structural equations modeling and cluster analysis to community college longitudinal data.AIR Professional File. 2000;74:1-18.
    • (2000) AIR Professional File , vol.74 , pp. 1-18
    • Boughan, K.1
  • 21
    • 77953714015 scopus 로고    scopus 로고
    • Can 1st-year college students accurately report their learning and development?
    • Bowman N. A.Can 1st-year college students accurately report their learning and development?.American Educational Research Journal. 2010;47:466-496.
    • (2010) American Educational Research Journal , vol.47 , pp. 466-496
    • Bowman, N.A.1
  • 22
    • 55349105131 scopus 로고    scopus 로고
    • Girls and science: A review of four themes in the science education literature
    • Brotman J. S.,Moore F. M.Girls and science: A review of four themes in the science education literature.Journal of Research in Science Teaching. 2008;45:971-1002.
    • (2008) Journal of Research in Science Teaching , vol.45 , pp. 971-1002
    • Brotman, J.S.1    Moore, F.M.2
  • 23
    • 80052604414 scopus 로고    scopus 로고
    • How sound is NSEE? Investigating the psychometric properties of NSEE at a public, research-extensive institution
    • Campbell C. M.,Cabrera A. F.How sound is NSEE? Investigating the psychometric properties of NSEE at a public, research-extensive institution.Review of Higher Education. 2011;35:77-104.
    • (2011) Review of Higher Education , vol.35 , pp. 77-104
    • Campbell, C.M.1    Cabrera, A.F.2
  • 25
    • 33748922195 scopus 로고    scopus 로고
    • Beyond access: Persistence challenges and the diversity of low-income students
    • Corrigan M. E.Beyond access: Persistence challenges and the diversity of low-income students.New Directions for Higher Education. 2003;121:25-34.
    • (2003) New Directions for Higher Education , vol.121 , pp. 25-34
    • Corrigan, M.E.1
  • 26
    • 84899658115 scopus 로고    scopus 로고
    • Paper presented at the annual conference of the Association for the Study of Higher Education; Indianapolis, IN;
    • Cox B. E.,McIntosh K. L.,Reason R. D.,Terenzini P. T. Paper presented at the annual conference of the Association for the Study of Higher Education; 2010Indianapolis, IN; 2010.
    • (2010)
    • Cox, B.E.1    McIntosh, K.L.2    Reason, R.D.3    Terenzini, P.T.4
  • 28
    • 24944495075 scopus 로고    scopus 로고
    • A comment on interpreting odds-ratios when logistic regression coefficients are negative
    • DesJardins S.A comment on interpreting odds-ratios when logistic regression coefficients are negative.AIR Professional File. 2001;81 (Fall): 1-7.
    • (2001) AIR Professional File , vol.81 , Issue.Fall , pp. 1-7
    • DesJardins, S.1
  • 29
    • 60549085055 scopus 로고    scopus 로고
    • Missing data: Making it work in the real world
    • Graham J. W.Missing data: Making it work in the real world.Annual Review of Psychology. 2009;60:549-576.
    • (2009) Annual Review of Psychology , vol.60 , pp. 549-576
    • Graham, J.W.1
  • 30
    • 84899633321 scopus 로고    scopus 로고
    • Paper presented at the 2005 Annual Forum of the Association for Institutional Research; San Diego, CA;
    • Hagedorn L. S.,Prather G. Paper presented at the 2005 Annual Forum of the Association for Institutional Research; 2005San Diego, CA; 2005.
    • (2005)
    • Hagedorn, L.S.1    Prather, G.2
  • 31
    • 84899647881 scopus 로고    scopus 로고
    • Paper presented at the meeting of the Association for the Study of Higher Education; Anaheim, CA;
    • Harper B. J.,Lambert A. D.,Lattuca L. R. Paper presented at the meeting of the Association for the Study of Higher Education; 2006Anaheim, CA; 2006.
    • (2006)
    • Harper, B.J.1    Lambert, A.D.2    Lattuca, L.R.3
  • 32
    • 0036853352 scopus 로고    scopus 로고
    • An intervention study to enhance girls' interest, self-concept, and achievement in physics classes
    • Haüssler P.,Hoffmann L.An intervention study to enhance girls' interest, self-concept, and achievement in physics classes.Journal of Research in Science Teaching. 2002;39:870-888.
    • (2002) Journal of Research in Science Teaching , vol.39 , pp. 870-888
    • Haüssler, P.1    Hoffmann, L.2
  • 33
    • 84867098578 scopus 로고    scopus 로고
    • An engagement-based student typology and its relationship to college outcomes
    • Hu S.,McCormick A. C.An engagement-based student typology and its relationship to college outcomes.Research in Higher Education. 2012;53:738-754.
    • (2012) Research in Higher Education , vol.53 , pp. 738-754
    • Hu, S.1    McCormick, A.C.2
  • 35
    • 0007014908 scopus 로고
    • The socialization and achievement crisis: Are cooperative learning experiences the solution?
    • Johnson D. W.,Johnson R.The socialization and achievement crisis: Are cooperative learning experiences the solution?.Applied Social Psychology Annual. 1983;4:119-164.
    • (1983) Applied Social Psychology Annual , vol.4 , pp. 119-164
    • Johnson, D.W.1    Johnson, R.2
  • 37
    • 84899623891 scopus 로고    scopus 로고
    • Proceedings of the 118th Annual Conference of the American Society for Engineering Education; Vancouver, BC, Canada;
    • Knight D. B. Proceedings of the 118th Annual Conference of the American Society for Engineering Education; 2011Vancouver, BC, Canada; 2011.
    • (2011)
    • Knight, D.B.1
  • 41
    • 0001767051 scopus 로고    scopus 로고
    • They shall be known by what they do: An activities based typology of college students
    • Kuh G. D.,Hu S.,Vesper N.They shall be known by what they do: An activities based typology of college students.Journal of College Student Development. 2000;41:228-244.
    • (2000) Journal of College Student Development , vol.41 , pp. 228-244
    • Kuh, G.D.1    Hu, S.2    Vesper, N.3
  • 44
    • 19744368317 scopus 로고    scopus 로고
    • The validity of self-reported grade point averages, class ranks, and test scores: A meta-analysis and review of the literature
    • Kuncel N. R.,Crede M.,Thomas L. L.The validity of self-reported grade point averages, class ranks, and test scores: A meta-analysis and review of the literature.Review of Educational Research. 2005;75:63-82.
    • (2005) Review of Educational Research , vol.75 , pp. 63-82
    • Kuncel, N.R.1    Crede, M.2    Thomas, L.L.3
  • 45
    • 0010772464 scopus 로고
    • Accuracy of self-reported activities and accomplishments of college-bound seniors
    • Laing J.,Swayer R.,Noble J.Accuracy of self-reported activities and accomplishments of college-bound seniors.Journal of College Student Development. 1989;29:362-368.
    • (1989) Journal of College Student Development , vol.29 , pp. 362-368
    • Laing, J.1    Swayer, R.2    Noble, J.3
  • 52
    • 0004139607 scopus 로고    scopus 로고
    • (2nd ed.). College Station, TX: Stata Press.;, College Station, TX: Stata Press
    • Long J. S.,Freese J.Regression models for categorical dependent variables using Stata. 2006). Regression models for categorical dependent variables using Stata (2nd ed.). College Station, TX: Stata Press.College Station, TX: Stata Press; 2006:.
    • (2006) Regression Models for Categorical Dependent Variables Using Stata
    • Long, J.S.1    Freese, J.2
  • 54
    • 0001066089 scopus 로고
    • Creating a context where institutional assessment yields educational improvement
    • Mentkowski M.Creating a context where institutional assessment yields educational improvement.Journal of General Education. 1991;40:255-283.
    • (1991) Journal of General Education , vol.40 , pp. 255-283
    • Mentkowski, M.1
  • 57
    • 0003766204 scopus 로고
    • Los Angeles: Center for the Study of Evaluation, University of California at Los Angeles
    • Pace C. R.The credibility of student self-reports. Los Angeles: Center for the Study of Evaluation, University of California at Los Angeles; 1985:.
    • (1985) The Credibility of Student Self-Reports
    • Pace, C.R.1
  • 58
    • 84899618486 scopus 로고    scopus 로고
    • Proceedings of the American Society for Engineering Education; Vancouver, Canada;
    • Palmer E.,Terenzini P. T.,Harper B. J.,McKenna A.,Merson D. S. Proceedings of the American Society for Engineering Education; 2011Vancouver, Canada; 2011.
    • (2011)
    • Palmer, E.1    Terenzini, P.T.2    Harper, B.J.3    McKenna, A.4    Merson, D.S.5
  • 62
    • 21844522945 scopus 로고
    • The relationship between self-reports of college experiences and achievement test scores
    • Pike G. R.The relationship between self-reports of college experiences and achievement test scores.Research in Higher Education. 1995;36:1-22.
    • (1995) Research in Higher Education , vol.36 , pp. 1-22
    • Pike, G.R.1
  • 64
    • 80052554633 scopus 로고    scopus 로고
    • Do college student surveys have any validity?
    • Porter S. R.Do college student surveys have any validity?.Review of Higher Education. 2011;35:45-76.
    • (2011) Review of Higher Education , vol.35 , pp. 45-76
    • Porter, S.R.1
  • 65
    • 84899626174 scopus 로고    scopus 로고
    • Paper presented at the annual meeting of the Association for Institutional Research; Long Beach, CA;
    • Porter S. R.,Umbach P. D. Paper presented at the annual meeting of the Association for Institutional Research; 2001Long Beach, CA; 2001.
    • (2001)
    • Porter, S.R.1    Umbach, P.D.2
  • 66
    • 33644689891 scopus 로고    scopus 로고
    • Student survey response rates across institutions: Why do they vary?
    • Porter S. R.,Umbach P. D.Student survey response rates across institutions: Why do they vary?.Research in Higher Education. 2006;47:229-247.
    • (2006) Research in Higher Education , vol.47 , pp. 229-247
    • Porter, S.R.1    Umbach, P.D.2
  • 69
    • 77949856310 scopus 로고    scopus 로고
    • Faculty and institutional factors that encourage faculty to promote student encounters with difference in first-year courses
    • Reason R. D.,Cox B. E.,Lutovsky-Quaye B. R.,Terenzini P. T.Faculty and institutional factors that encourage faculty to promote student encounters with difference in first-year courses.Review of Higher Education. 2010;33:391-414.
    • (2010) Review of Higher Education , vol.33 , pp. 391-414
    • Reason, R.D.1    Cox, B.E.2    Lutovsky-Quaye, B.R.3    Terenzini, P.T.4
  • 70
    • 33644664970 scopus 로고    scopus 로고
    • First things first: Developing academic competence in the first year of college
    • Reason R. D.,Terenzini P. T.,Domingo R. J.First things first: Developing academic competence in the first year of college.Research in Higher Education. 2006;47:149-175.
    • (2006) Research in Higher Education , vol.47 , pp. 149-175
    • Reason, R.D.1    Terenzini, P.T.2    Domingo, R.J.3
  • 71
    • 34147169101 scopus 로고    scopus 로고
    • Developing social and personal competence in the first year of college
    • Reason R. D.,Terenzini P. T.,Domingo R. J.Developing social and personal competence in the first year of college.Review of Higher Education. 2007;30:271-299.
    • (2007) Review of Higher Education , vol.30 , pp. 271-299
    • Reason, R.D.1    Terenzini, P.T.2    Domingo, R.J.3
  • 73
    • 84987172628 scopus 로고
    • The loss of women from science, mathematics, and engineering undergraduate majors: An explanatory account
    • Seymour E.The loss of women from science, mathematics, and engineering undergraduate majors: An explanatory account.Science Education. 1995;79:437-473.
    • (1995) Science Education , vol.79 , pp. 437-473
    • Seymour, E.1
  • 79
    • 34250871625 scopus 로고    scopus 로고
    • Initializing K-means batch clustering: A critical evaluation of several techniques
    • Steinley D.Initializing K-means batch clustering: A critical evaluation of several techniques.Journal of Classification. 2007;24:99-121.
    • (2007) Journal of Classification , vol.24 , pp. 99-121
    • Steinley, D.1
  • 80
    • 36849000236 scopus 로고    scopus 로고
    • The effects of students' in-and out-of-class experiences on their analytical and group skills: A study of engineering education
    • Strauss L. C.,Terenzini P. T.The effects of students' in-and out-of-class experiences on their analytical and group skills: A study of engineering education.Research in Higher Education. 2007;48:967-992.
    • (2007) Research in Higher Education , vol.48 , pp. 967-992
    • Strauss, L.C.1    Terenzini, P.T.2
  • 81
    • 0003976359 scopus 로고    scopus 로고
    • (4th ed.). Boston, MA: Allyn & Bacon.;, Boston, MA: Allyn & Bacon
    • Tabachnick B. G.,Fidell L. S.Using multivariate statistics. 2001). Using multivariate statistics (4th ed.). Boston, MA: Allyn & Bacon.Boston, MA: Allyn & Bacon; 2001:.
    • (2001) Using Multivariate Statistics
    • Tabachnick, B.G.1    Fidell, L.S.2
  • 82
    • 84899653556 scopus 로고    scopus 로고
    • Paper presented at the annual conference of the Association for the Study of Higher Education; Philadelphia, PA;
    • Terenzini P. T.,Reason R. D. Paper presented at the annual conference of the Association for the Study of Higher Education; 2005Philadelphia, PA; 2005.
    • (2005)
    • Terenzini, P.T.1    Reason, R.D.2
  • 83
    • 84899658339 scopus 로고    scopus 로고
    • Paper presented at the annual conference of the Consortium of Higher Education Researchers (CHER); Oslo, Norway;
    • Terenzini P. T.,Reason R. D. Paper presented at the annual conference of the Consortium of Higher Education Researchers (CHER); 2010Oslo, Norway; 2010.
    • (2010)
    • Terenzini, P.T.1    Reason, R.D.2
  • 85
    • 41849126821 scopus 로고    scopus 로고
    • Annapolis Junction, MD: Community College Press, American Association of Community Colleges
    • VanDerLinden K.Credit student analysis: 1999 and 2000. Annapolis Junction, MD: Community College Press, American Association of Community Colleges; 2002:.
    • (2002) Credit Student Analysis: 1999 and 2000
    • VanDerLinden, K.1
  • 86
    • 65649131247 scopus 로고    scopus 로고
    • Survey response rates and survey administration in counseling and clinical psychology: A meta-analysis
    • Van Horn P. S.,Green K. E.,Martinussen M.Survey response rates and survey administration in counseling and clinical psychology: A meta-analysis.Educational and Psychological Measurement. 2009;69:389-403.
    • (2009) Educational and Psychological Measurement , vol.69 , pp. 389-403
    • van Horn, P.S.1    Green, K.E.2    Martinussen, M.3
  • 87
    • 33845761021 scopus 로고    scopus 로고
    • Measuring the impact of professional accreditation on student experiences and learning outcomes
    • Volkwein J. F.,Lattuca L. R.,Harper B. J.,Domingo R. J.Measuring the impact of professional accreditation on student experiences and learning outcomes.Research in Higher Education. 2007;48:251-282.
    • (2007) Research in Higher Education , vol.48 , pp. 251-282
    • Volkwein, J.F.1    Lattuca, L.R.2    Harper, B.J.3    Domingo, R.J.4
  • 89
    • 84899618564 scopus 로고    scopus 로고
    • White House. Retrieved from
    • White House. (2011). Winning the future. Retrieved from www.whitehouse.gov/winning-the-future.
    • (2011) Winning the future
  • 90
    • 2042537965 scopus 로고    scopus 로고
    • Differences between women and men in objectively measured outcomes, and the factors that influence those outcomes, in the first three years of college
    • Whitt E. J.,Pascarella E. T.,Neisheim B. S. E.,Marth B. P.,Pierson C. T.Differences between women and men in objectively measured outcomes, and the factors that influence those outcomes, in the first three years of college.Journal of College Student Development. 2003;44:587-610.
    • (2003) Journal of College Student Development , vol.44 , pp. 587-610
    • Whitt, E.J.1    Pascarella, E.T.2    Neisheim, B.S.E.3    Marth, B.P.4    Pierson, C.T.5
  • 91
    • 8644252009 scopus 로고    scopus 로고
    • Identifying factors influencing engineering student graduation: A longitudinal and cross-institutional study
    • Zhang G.,Anderson T. J.,Ohland M. W.,Thorndyke B. R.Identifying factors influencing engineering student graduation: A longitudinal and cross-institutional study.Journal of Engineering Education. 2004;93:313-320.
    • (2004) Journal of Engineering Education , vol.93 , pp. 313-320
    • Zhang, G.1    Anderson, T.J.2    Ohland, M.W.3    Thorndyke, B.R.4


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