Identifying 21st Century STEM Competencies Using Workplace Data

Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growin...

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Published inJournal of science education and technology Vol. 25; no. 2; pp. 284 - 301
Main Author Jang, Hyewon
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Science+Business Media LLC 01.04.2016
Springer Netherlands
Springer
Springer Nature B.V
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Abstract Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growing interest in the skills needed for STEM disciplines and ask whether frameworks for 21st century skills and engineering education cover all of important STEM competencies. In this study, we identify important STEM competencies and evaluate the relevance of current frameworks applied in education using the standardized job-specific database operated and maintained by the US Department of Labor. Our analysis of the importance of 109 skills, types of knowledge and work activities, revealed 18 skills, seven categories of knowledge, and 27 work activities important for STEM workers. We investigate the perspectives of STEM and non-STEM job incumbents, comparing the importance of each skill, knowledge, and work activity for the two groups. We aimed to condense dimensions of the 52 key areas by categorizing them according to the Katz and Kahn (1978) framework and testing for inter-rater reliability. Our findings show frameworks for 21st century skills and engineering education do not encompass all important STEM competencies. Implications for STEM education programs are discussed, including how they can bridge gaps between education and important workplace competencies.
AbstractList Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growing interest in the skills needed for STEM disciplines and ask whether frameworks for 21st century skills and engineering education cover all of important STEM competencies. In this study, we identify important STEM competencies and evaluate the relevance of current frameworks applied in education using the standardized job-specific database operated and maintained by the US Department of Labor. Our analysis of the importance of 109 skills, types of knowledge and work activities, revealed 18 skills, seven categories of knowledge, and 27 work activities important for STEM workers. We investigate the perspectives of STEM and non-STEM job incumbents, comparing the importance of each skill, knowledge, and work activity for the two groups. We aimed to condense dimensions of the 52 key areas by categorizing them according to the Katz and Kahn (1978) framework and testing for inter-rater reliability. Our findings show frameworks for 21st century skills and engineering education do not encompass all important STEM competencies. Implications for STEM education programs are discussed, including how they can bridge gaps between education and important workplace competencies.
Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growing interest in the skills needed for STEM disciplines and ask whether frameworks for 21st century skills and engineering education cover all of important STEM competencies. In this study, we identify important STEM competencies and evaluate the relevance of current frameworks applied in education using the standardized job-specific database operated and maintained by the US Department of Labor. Our analysis of the importance of 109 skills, types of knowledge and work activities, revealed 18 skills, seven categories of knowledge, and 27 work activities important for STEM workers. We investigate the perspectives of STEM and non-STEM job incumbents, comparing the importance of each skill, knowledge, and work activity for the two groups. We aimed to condense dimensions of the 52 key areas by categorizing them according to the Katz and Kahn (1978) framework and testing for inter-rater reliability. Our findings show frameworks for 21st century skills and engineering education do not encompass all important STEM competencies. Implications for STEM education programs are discussed, including how they can bridge gaps between education and important workplace competencies.
Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growing interest in the skills needed for STEM disciplines and ask whether frameworks for 21st century skills and engineering education cover all of important STEM competencies. In this study, we identify important STEM competencies and evaluate the relevance of current frameworks applied in education using the standardized job-specific database operated and maintained by the US Department of Labor. Our analysis of the importance of 109 skills, types of knowledge and work activities, revealed 18 skills, seven categories of knowledge, and 27 work activities important for STEM workers. We investigate the perspectives of STEM and non-STEM job incumbents, comparing the importance of each skill, knowledge, and work activity for the two groups. We aimed to condense dimensions of the 52 key areas by categorizing them according to the Katz and Kahn ( 1978 ) framework and testing for inter-rater reliability. Our findings show frameworks for 21st century skills and engineering education do not encompass all important STEM competencies. Implications for STEM education programs are discussed, including how they can bridge gaps between education and important workplace competencies.
Gaps between science, technology, engineering, and mathematics (STEM) education and required workplace skills have been identified in industry, academia, and government. Educators acknowledge the need to reform STEM education to better prepare students for their future careers. We pursue this growing interest in the skills needed for STEM disciplines and ask whether frameworks for 21st century skills and engineering education cover all of important STEM competencies. In this study, we identify important STEM competencies and evaluate the relevance of current frameworks applied in education using the standardized job-specific database operated and maintained by the US Department of Labor. Our analysis of the importance of 109 skills, types of knowledge and work activities, revealed 18 skills, seven categories of knowledge, and 27 work activities important for STEM workers. We investigate the perspectives of STEM and non-STEM job incumbents, comparing the importance of each skill, knowledge, and work activity for the two groups. We aimed to condense dimensions of the 52 key areas by categorizing them according to the Katz and Kahn (1978 (See CR100)) framework and testing for inter-rater reliability. Our findings show frameworks for 21st century skills and engineering education do not encompass all important STEM competencies. Implications for STEM education programs are discussed, including how they can bridge gaps between education and important workplace competencies.
Audience Academic
Author Jang, Hyewon
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ContentType Journal Article
Copyright Springer Science+Business Media 2016
Springer Science+Business Media New York 2015
COPYRIGHT 2016 Springer
Journal of Science Education and Technology is a copyright of Springer, (2015). All Rights Reserved.
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References Bonous-HammarthMPathways to success: affirming opportunities for science, mathematics, and engineering majorsJ Negro Educ20006992111
PiburnMDBakerDRIf I were the teacher … qualitative study of attitude toward scienceSci Educ199377439340610.1002/sce.3730770404
OECDOECD skills outlook 2013: first results from the survey of adult skills2013ParisOECD
BlackPWiliamDAssessment and classroom learningAssess Educ Princ Policy Pract199851774
MarkleRBrennemanMJacksonTBurrusJRobbinsSSynthesizing frameworks of higher education student learning outcomesETS Res Rep Ser2013201313710.1002/j.2333-8504.2013.tb02316.x
JonassenDStrobelJLeeCEveryday problem solving in engineering: lessons for engineering educatorsJ Eng Educ200695213915110.1002/j.2168-9830.2006.tb00885.x
NAEP (2013) Technology and engineering literacy framework for the 2014 National Assessment of Educational Progress. In: Technology and engineering literacy framework for the 2014 NAEP. National Assessment Governing Board, Washington, DC
RussellSHHancockMPMcCulloughJBenefits of undergraduate research experiencesScience2007316582454854910.1126/science.1140384
FacionePACritical thinking: a statement of expert consensus for purposes of educational assessment and instruction1990VancouverAmerican Philosophical Association
PetersonNGMumfordMDBormanWCJeanneretPRFleishmanEALevinKYUnderstanding work using the Occupational Information Network (O*NET): implications for practice and researchPers Psychol200154245149210.1111/j.1744-6570.2001.tb00100.x
PetroskiHInvention by design: how engineers get from thought to thing1996CambridgeHarvard University Press
Hung-LianTLeeSKohSEducational gaps as perceived by IS educators: a survey of knowledge and skill requirementsJ Comput Inf Syst200041276
APDOPThe new DOT: a database of occupational titles for the twenty-first century: final report1993Washington, DCU.S. Department of Labor, Employment and Training Administration, U.S. Employment Service
FelderRMBrentRDesigning and teaching courses to satisfy the ABET engineering criteriaJ Eng Educ200392172510.1002/j.2168-9830.2003.tb00734.x
TrustyJEffects of high school course-taking and other variables on choice of science and mathematics college majorsJ Couns Dev200280446447410.1002/j.1556-6678.2002.tb00213.x
MyersREFoutsJTA cluster analysis of high school science classroom environments and attitude toward scienceJ Res Sci Teach199229992993710.1002/tea.3660290904
ChiMTHGlaserRProblem-solving ability1985PittsburghLearning Research and Development Center, University of Pittsburgh
PCASTPrepare and inspire: K-12 science, technology, engineering, and math (STEM) education for America’s future2010Washington, DCThe President’s Council of Advisors on Science and Technology1142
Radermacher A, Walia G (2013) Gaps between industry expectations and the abilities of graduates. Paper presented at the proceeding of the 44th ACM technical symposium on computer science education
ShindlerJV“Greater than the sum of the parts?” Examining the soundness of collaborative exams in teacher education coursesInnov High Educ200428427328310.1023/B:IHIE.0000018910.08228.39
FleishmanEAHempelWEJrThe relation between abilities and improvement with practice in a visual discrimination reaction taskJ Exp Psychol195549530131210.1037/h0044697
GilleyBHClarkstonBCollaborative testing: evidence of learning in a controlled in-class study of undergraduate studentsJ Coll Sci Teach2014433839110.2505/4/jcst14_043_03_83
ClairKSChiharaLTeam-based learning in a statistical literacy classJ Stat Educ2012201120
CrawleyEMalmqvistJÖstlundSBrodeurDRethinking engineering education: the CDIO approach2007New YorkSpringer
FleishmanEASystems for describing human tasksAm Psychol198237782183410.1037/0003-066X.37.7.821
WardSLByrnesJPOvertonWFOrganization of knowledge and conditional reasoningJ Educ Psychol199082483283710.1037/0022-0663.82.4.832
LeeSFangXPerception gaps about skills requirement for entry-level is Professionals between recruiters and students: an exploratory studyInf Resour Manag J2009213396310.4018/irmj.2008070103
OakesJOpportunities, achievement, and choice: women and minority students in science and mathematicsRev Res Educ199016115322210.3102/0091732X016001153
Gunnink B, Bernhardt KLS (2002) Writing, critical thinking, and engineering curricula. In: Frontiers in education, 2002. FIE 2002. 32nd annual, 2002, vol 2. IEEE, pp F3H-2–F3H-7
PetersonNGMumfordMDBormanWCJeanneretPRFleishmanEAAn occupational information system for the 21st century: the development of O*NET1999Washington, DCAmerican Psychological Association10.1037/10313-000
BurkamDTLeeVEMathematics, foreign language, and science coursetaking and the NELS: 88 transcript data (NCES, Trans.)2003Washington, DCNCES
HendersonCPromoting instructional change in new faculty: an evaluation of the physics and astronomy new faculty workshopAm J Phys200876217918710.1119/1.2820393
ShakerinSThe art of estimationInt J Eng Educ2006222273278
MillerRBTask taxonomy: science or technology?Ergonomics196710216717610.1080/00140136708930856
HellerPHollabaughMTeaching problem solving through cooperative grouping. Part 2: designing problems and structuring groupsAm J Phys199260763764410.1119/1.17118
HurdPLinking science education to the workplaceJ Sci Educ Technol19987432933510.1023/A:1021871209239
FortusDThe importance of learning to make assumptionsSci Educ20099318610810.1002/sce.20295
Ahern-RindellAJApplying inquiry-based and cooperative group learning strategies to promote critical thinkingJ Coll Sci Teach1998283203207
BinkleyMErstadOHermanJRaizenSRipleyMMiller-RicciMGriffinPMcGawBCareEDefining twenty-first century skillsAssessment and teaching of 21st century skills2012New YorkSpringer176610.1007/978-94-007-2324-5_2
LuM-TChungC-WWangPKnowledge and skills of IS graduates: a Hong Kong perspectiveJ Comput Inf Syst19983924047
MalteseAVTaiRHPipeline persistence: examining the association of educational experiences with earned degrees in STEM among U.S. studentsSci Educ201195587790710.1002/sce.20441
SwansonJLTokarDMCollege students’ perceptions of barriers to career developmentJ Vocat Behav19913819210610.1016/0001-8791(91)90020-M
AutorDHLevyFMurnaneRJThe skill content of recent technological change: an empirical explorationQ J Econ200311841279133310.1162/003355303322552801
FleishmanEAAcquisition of skill (Human abilities and the acquisition of skill)1966OxfordAcademic Press
FleishmanEAOn the relation between abilities, learning, and human performanceAm Psychol197227111017103210.1037/h0033881
NRCAssessing 21st century skills: Summary of a workshop2011Washington, DCThe National Academies Press
MeierRLWilliamsMRHumphreysMARefocusing our efforts: assessing non-technical competency gapsJ Eng Educ200089337738510.1002/j.2168-9830.2000.tb00539.x
NRC Center for Education (2008) Research on future skill demands: A workshop summary. The National Academies Press, Washington, DC
UNESCO (1996) The treasure within. Report to UNESCO of the International Commission on Education for the Twenty-First Century, Paris
FleishmanEAQuaintanceMKTaxonomies of human performance: the description of human tasks1984San DiegoAcademic Press
GrayFEEmersonLMacKayBMeeting the demands of the workplace: science students and written skillsJ Sci Educ Technol200514442543510.1007/s10956-005-8087-y
SmithEAThe role of tacit and explicit knowledge in the workplaceJ Knowl Manag20015431132110.1108/13673270110411733
P21 (2015) Partnership for 21 century skills framework definitions http://www.p21.org/storage/documents/docs/P21_Framework_Definitions_New_Logo_2015.pdf. Accessed 20 Jan 2015
AdamsWKWiemanCEDevelopment and validation of instruments to measure learning of expert-like thinkingInt J Sci Educ20113391289131210.1080/09500693.2010.512369
BurrusJJacksonTXiNSteinbergJIdentifying the most important 21st century workforce competences: an analysis of the occupational information network (O*NET)ETS Res Rep Ser2013201315510.1002/j.2333-8504.2013.tb02316.x
AstinAWAstinHSUndergraduate science education: the impact of different college environments on the educational pipeline in the sciences. Final report1992Los AngelesHigher Education Research Institute1377
BybeeRWWhat is STEM education?Science2010329599599610.1126/science.1194998
FleishmanEAPerformance assessment based on an empirically derived task taxonomyHum Factors196794349
HolmesNGWiemanCEBonnDATeaching critical thinkingProc Natl Acad Sci201511236111991120410.1073/pnas.1505329112
TaiRHQi LiuCMalteseAVFanXPlanning early for careers in scienceScience200631257771143114410.1126/science.1128690
FraseLEMaximizing people power in schools [microform]: motivating and managing teachers and staff. Successful schools: guidebooks to effective educational leadership, volume 5/Larry E. Frase1992Washington, DCDistributed by ERIC Clearinghouse
HollanderMWolfeDAChickenENonparametric statistical methods2013New YorkJohn Wiley & Sons
KatzDKahnRLThe social psychology of organizations1978IINew YorkWiley
FairweatherJLinking evidence and promising practices in science, technology, engineering, and mathematics (STEM) undergraduate education2008Washington, DCBoard of Science Education, National Research Council, The National Academies
StearnsSACollaborative exams as learning toolsColl Teach199644311111210.1080/87567555.1996.9925564
ABET (2015) Criteria for accrediting engineering programs, 2015–2016. http://www.abet.org/accreditation/accreditation-criteria/criteria-for-accrediting-engineering-programs-2015-2016/#outcomes. Accessed 19 Aug 2015
FinegoldDNotabartoloASFinegoldDGattaMSalzmanHSchurmanSJ21st century competencies and their impact: an interdisciplinary literature reviewTransforming the US workforce development system2010ChampaignLabor and Employment Relations Association1956
LuskMConklinLCollaborative testing to promote learningJ Nurs Educ2003423121124
OgilvieCAChanges in students’ problem-solving strategies in a course that includes context-rich, multifaceted problemsPhys Rev Spec Top Phys Educ Res20095202010210.1103/PhysRevSTPER.5.020102
U.S. Department of Labor (June 1991) What work requ
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M Lusk (9593_CR42) 2003; 42
M Hollander (9593_CR101) 2013
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EA Fleishman (9593_CR25) 1955; 49
RW Bybee (9593_CR13) 2010; 329
FE Gray (9593_CR30) 2005; 14
AJ Ahern-Rindell (9593_CR4) 1998; 28
CA Ogilvie (9593_CR53) 2009; 5
J Oakes (9593_CR51) 1990; 16
AW Robinson (9593_CR62) 2008; 43
EA Smith (9593_CR66) 2001; 5
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AW Astin (9593_CR6) 1992
NG Peterson (9593_CR56) 1999
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J Burrus (9593_CR12) 2013; 2013
C Henderson (9593_CR33) 2008; 76
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PL Ackerman (9593_CR2) 1988; 117
EA Fleishman (9593_CR21) 1966
EA Fleishman (9593_CR26) 1984
JL Swanson (9593_CR68) 1991; 38
BH Gilley (9593_CR29) 2014; 43
RH Tai (9593_CR69) 2006; 312
S Lee (9593_CR40) 2009; 21
EA Fleishman (9593_CR24) 1982; 37
DH Autor (9593_CR7) 2003; 118
T Hung-Lian (9593_CR36) 2000; 41
AV Maltese (9593_CR43) 2011; 95
PA Facione (9593_CR17) 1990
R Markle (9593_CR45) 2013; 2013
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OECD (9593_CR52) 2013
SA Maple (9593_CR44) 1991; 28
SA Stearns (9593_CR67) 1996; 44
P Heller (9593_CR32) 1992; 60
D Jonassen (9593_CR38) 2006; 95
JV Shindler (9593_CR65) 2004; 28
D Finegold (9593_CR20) 2010
EA Fleishman (9593_CR23) 1972; 27
NG Holmes (9593_CR35) 2015; 112
MD Piburn (9593_CR59) 1993; 77
WK Adams (9593_CR3) 2011; 33
H Petroski (9593_CR58) 1996
RL Meier (9593_CR46) 2000; 89
APDOP (9593_CR5) 1993
NG Peterson (9593_CR57) 2001; 54
P Hurd (9593_CR37) 1998; 7
RB Miller (9593_CR47) 1967; 10
J Fairweather (9593_CR18) 2008
References_xml – reference: Hung-LianTLeeSKohSEducational gaps as perceived by IS educators: a survey of knowledge and skill requirementsJ Comput Inf Syst200041276
– reference: CrawleyEMalmqvistJÖstlundSBrodeurDRethinking engineering education: the CDIO approach2007New YorkSpringer
– reference: RobinsonAWDon’t just stand there-teach fermi problems!Phys Educ2008431838710.1088/0031-9120/43/01/009
– reference: FelderRMBrentRDesigning and teaching courses to satisfy the ABET engineering criteriaJ Eng Educ200392172510.1002/j.2168-9830.2003.tb00734.x
– reference: RussellSHHancockMPMcCulloughJBenefits of undergraduate research experiencesScience2007316582454854910.1126/science.1140384
– reference: ChiMTHGlaserRProblem-solving ability1985PittsburghLearning Research and Development Center, University of Pittsburgh
– reference: PCASTPrepare and inspire: K-12 science, technology, engineering, and math (STEM) education for America’s future2010Washington, DCThe President’s Council of Advisors on Science and Technology1142
– reference: LuskMConklinLCollaborative testing to promote learningJ Nurs Educ2003423121124
– reference: GrayFEEmersonLMacKayBMeeting the demands of the workplace: science students and written skillsJ Sci Educ Technol200514442543510.1007/s10956-005-8087-y
– reference: BinkleyMErstadOHermanJRaizenSRipleyMMiller-RicciMGriffinPMcGawBCareEDefining twenty-first century skillsAssessment and teaching of 21st century skills2012New YorkSpringer176610.1007/978-94-007-2324-5_2
– reference: Gunnink B, Bernhardt KLS (2002) Writing, critical thinking, and engineering curricula. In: Frontiers in education, 2002. FIE 2002. 32nd annual, 2002, vol 2. IEEE, pp F3H-2–F3H-7
– reference: BybeeRWWhat is STEM education?Science2010329599599610.1126/science.1194998
– reference: FleishmanEAAcquisition of skill (Human abilities and the acquisition of skill)1966OxfordAcademic Press
– reference: OgilvieCAChanges in students’ problem-solving strategies in a course that includes context-rich, multifaceted problemsPhys Rev Spec Top Phys Educ Res20095202010210.1103/PhysRevSTPER.5.020102
– reference: FortusDThe importance of learning to make assumptionsSci Educ20099318610810.1002/sce.20295
– reference: AdamsWKWiemanCEDevelopment and validation of instruments to measure learning of expert-like thinkingInt J Sci Educ20113391289131210.1080/09500693.2010.512369
– reference: FleishmanEAQuaintanceMKTaxonomies of human performance: the description of human tasks1984San DiegoAcademic Press
– reference: MarkleRBrennemanMJacksonTBurrusJRobbinsSSynthesizing frameworks of higher education student learning outcomesETS Res Rep Ser2013201313710.1002/j.2333-8504.2013.tb02316.x
– reference: SwansonJLTokarDMCollege students’ perceptions of barriers to career developmentJ Vocat Behav19913819210610.1016/0001-8791(91)90020-M
– reference: WiemanCERiegerGWHeinerCEPhysics exams that promote collaborative learningPhys Teach2014521515310.1119/1.4849159
– reference: FacionePACritical thinking: a statement of expert consensus for purposes of educational assessment and instruction1990VancouverAmerican Philosophical Association
– reference: MeierRLWilliamsMRHumphreysMARefocusing our efforts: assessing non-technical competency gapsJ Eng Educ200089337738510.1002/j.2168-9830.2000.tb00539.x
– reference: PradosJWPetersonGDLattucaLRQuality assurance of engineering education through accreditation: the impact of engineering criteria 2000 and its global influenceJ Eng Educ200594116518410.1002/j.2168-9830.2005.tb00836.x
– reference: NRCAssessing 21st century skills: Summary of a workshop2011Washington, DCThe National Academies Press
– reference: MyersREFoutsJTA cluster analysis of high school science classroom environments and attitude toward scienceJ Res Sci Teach199229992993710.1002/tea.3660290904
– reference: LeeSFangXPerception gaps about skills requirement for entry-level is Professionals between recruiters and students: an exploratory studyInf Resour Manag J2009213396310.4018/irmj.2008070103
– reference: FinegoldDNotabartoloASFinegoldDGattaMSalzmanHSchurmanSJ21st century competencies and their impact: an interdisciplinary literature reviewTransforming the US workforce development system2010ChampaignLabor and Employment Relations Association1956
– reference: HellerPHollabaughMTeaching problem solving through cooperative grouping. Part 2: designing problems and structuring groupsAm J Phys199260763764410.1119/1.17118
– reference: UNESCO (1996) The treasure within. Report to UNESCO of the International Commission on Education for the Twenty-First Century, Paris
– reference: MapleSAStageFKInfluences on the choice of math/science major by gender and ethnicityAm Educ Res J1991281376010.3102/00028312028001037
– reference: ClairKSChiharaLTeam-based learning in a statistical literacy classJ Stat Educ2012201120
– reference: AutorDHLevyFMurnaneRJThe skill content of recent technological change: an empirical explorationQ J Econ200311841279133310.1162/003355303322552801
– reference: TaiRHQi LiuCMalteseAVFanXPlanning early for careers in scienceScience200631257771143114410.1126/science.1128690
– reference: PetroskiHInvention by design: how engineers get from thought to thing1996CambridgeHarvard University Press
– reference: NRC Center for Education (2008) Research on future skill demands: A workshop summary. The National Academies Press, Washington, DC
– reference: PiburnMDBakerDRIf I were the teacher … qualitative study of attitude toward scienceSci Educ199377439340610.1002/sce.3730770404
– reference: FraseLEMaximizing people power in schools [microform]: motivating and managing teachers and staff. Successful schools: guidebooks to effective educational leadership, volume 5/Larry E. Frase1992Washington, DCDistributed by ERIC Clearinghouse
– reference: ShakerinSThe art of estimationInt J Eng Educ2006222273278
– reference: ABET (2015) Criteria for accrediting engineering programs, 2015–2016. http://www.abet.org/accreditation/accreditation-criteria/criteria-for-accrediting-engineering-programs-2015-2016/#outcomes. Accessed 19 Aug 2015
– reference: BurkamDTLeeVEMathematics, foreign language, and science coursetaking and the NELS: 88 transcript data (NCES, Trans.)2003Washington, DCNCES
– reference: HolmesNGWiemanCEBonnDATeaching critical thinkingProc Natl Acad Sci201511236111991120410.1073/pnas.1505329112
– reference: APDOPThe new DOT: a database of occupational titles for the twenty-first century: final report1993Washington, DCU.S. Department of Labor, Employment and Training Administration, U.S. Employment Service
– reference: Bonous-HammarthMPathways to success: affirming opportunities for science, mathematics, and engineering majorsJ Negro Educ20006992111
– reference: HurdPLinking science education to the workplaceJ Sci Educ Technol19987432933510.1023/A:1021871209239
– reference: PetersonNGMumfordMDBormanWCJeanneretPRFleishmanEALevinKYUnderstanding work using the Occupational Information Network (O*NET): implications for practice and researchPers Psychol200154245149210.1111/j.1744-6570.2001.tb00100.x
– reference: ShindlerJV“Greater than the sum of the parts?” Examining the soundness of collaborative exams in teacher education coursesInnov High Educ200428427328310.1023/B:IHIE.0000018910.08228.39
– reference: FleishmanEAOn the relation between abilities, learning, and human performanceAm Psychol197227111017103210.1037/h0033881
– reference: Radermacher A, Walia G (2013) Gaps between industry expectations and the abilities of graduates. Paper presented at the proceeding of the 44th ACM technical symposium on computer science education
– reference: HendersonCPromoting instructional change in new faculty: an evaluation of the physics and astronomy new faculty workshopAm J Phys200876217918710.1119/1.2820393
– reference: JonassenDStrobelJLeeCEveryday problem solving in engineering: lessons for engineering educatorsJ Eng Educ200695213915110.1002/j.2168-9830.2006.tb00885.x
– reference: P21 (2015) Partnership for 21 century skills framework definitions http://www.p21.org/storage/documents/docs/P21_Framework_Definitions_New_Logo_2015.pdf. Accessed 20 Jan 2015
– reference: KatzDKahnRLThe social psychology of organizations1978IINew YorkWiley
– reference: BurrusJJacksonTXiNSteinbergJIdentifying the most important 21st century workforce competences: an analysis of the occupational information network (O*NET)ETS Res Rep Ser2013201315510.1002/j.2333-8504.2013.tb02316.x
– reference: HollanderMWolfeDAChickenENonparametric statistical methods2013New YorkJohn Wiley & Sons
– reference: LuM-TChungC-WWangPKnowledge and skills of IS graduates: a Hong Kong perspectiveJ Comput Inf Syst19983924047
– reference: WardSLByrnesJPOvertonWFOrganization of knowledge and conditional reasoningJ Educ Psychol199082483283710.1037/0022-0663.82.4.832
– reference: NAEP (2013) Technology and engineering literacy framework for the 2014 National Assessment of Educational Progress. In: Technology and engineering literacy framework for the 2014 NAEP. National Assessment Governing Board, Washington, DC
– reference: FleishmanEAPerformance assessment based on an empirically derived task taxonomyHum Factors196794349
– reference: StearnsSACollaborative exams as learning toolsColl Teach199644311111210.1080/87567555.1996.9925564
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SubjectTerms 21st century
21st Century Skills
Analysis
Career development
Career Readiness
Communication Skills
Comparative Analysis
Computer Literacy
Consumer information
Critical Thinking
Education
Education Work Relationship
Educational Change
Educational Technology
Engineering
Engineering Education
Engineering schools
Federal agencies
Information Literacy
Interrater Reliability
Job Skills
Knowledge management
Learning strategies
Mathematical knowledge
Mathematics Education
Methods
Problem Solving
Reliability engineering
Science Education
Skill Development
Skills
Social engineering
STEM Education
Technical education
Technological Literacy
Technology Education
Thinking Skills
Work Environment
Workers
Workplaces
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Title Identifying 21st Century STEM Competencies Using Workplace Data
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