Design, Experimentation and Statistical Validation of a Methodology to Solve Complex Engineering Problems in Higher Education
This article proposes a methodology that addresses the problem that many university professors often have with their students when facing complex engineering problems, causing frustration and desertion (abandonment of the problem to be solved). Although there are antecedents of works that emphasize...
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| Published in | Sustainability Vol. 14; no. 4; p. 2240 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Basel
MDPI AG
01.02.2022
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| Subjects | |
| Online Access | Get full text |
| ISSN | 2071-1050 2071-1050 |
| DOI | 10.3390/su14042240 |
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| Abstract | This article proposes a methodology that addresses the problem that many university professors often have with their students when facing complex engineering problems, causing frustration and desertion (abandonment of the problem to be solved). Although there are antecedents of works that emphasize the relevance of the realistic context in engineering problems and the importance of being structured in solving problems, we did not find measured effectiveness from the study of a group of students. This methodology focuses on engineering problems, in such a way that the decomposition of the problems in four steps responds to the solution process of the profiles of the analyzed subjects. The process followed in the preparation, implementation, validation, and reliability of this methodology is detailed. The experiment was designed to test both the effectiveness and reliability of the methodology. Four control groups for three different courses and periods were analyzed before and after the training of the four-step methodology. The observed factor was the variable score (0–100 points). The statistical analysis comprises descriptive statistics; Normality test for each population group; Paired t-Test/Wilcoxon test, and General linear model ANOVA (2 factors). The statistical analysis and tests show how the groups involved in the experiment obtained a significant benefit when the methodology for academic performance evaluations was applied. |
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| AbstractList | This article proposes a methodology that addresses the problem that many university professors often have with their students when facing complex engineering problems, causing frustration and desertion (abandonment of the problem to be solved). Although there are antecedents of works that emphasize the relevance of the realistic context in engineering problems and the importance of being structured in solving problems, we did not find measured effectiveness from the study of a group of students. This methodology focuses on engineering problems, in such a way that the decomposition of the problems in four steps responds to the solution process of the profiles of the analyzed subjects. The process followed in the preparation, implementation, validation, and reliability of this methodology is detailed. The experiment was designed to test both the effectiveness and reliability of the methodology. Four control groups for three different courses and periods were analyzed before and after the training of the four-step methodology. The observed factor was the variable score (0–100 points). The statistical analysis comprises descriptive statistics; Normality test for each population group; Paired t-Test/Wilcoxon test, and General linear model ANOVA (2 factors). The statistical analysis and tests show how the groups involved in the experiment obtained a significant benefit when the methodology for academic performance evaluations was applied. |
| Audience | Academic |
| Author | Domínguez-Ramírez, Gerardo Gijón-Rivera, Carlos Garay-Rondero, Claudia Lizette Rosales-Torres, Conrado Castillo-Paz, Álvaro |
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| References | Kirn (ref_19) 2018; 107 Lee (ref_4) 2013; 102 Bol (ref_28) 2012; 37 McDermott (ref_3) 2021; 31 ref_11 Hegarty (ref_27) 2011; 3 ref_18 Meyer (ref_1) 2014; 103 ref_16 Giasiranis (ref_13) 2017; 20 McNeill (ref_2) 2016; 105 Bao (ref_17) 2019; 1 Karin (ref_10) 2017; 30 Khosronejad (ref_20) 2020; 46 MacLeod (ref_14) 2020; 109 Lindgren (ref_9) 2016; 95 Alok (ref_26) 2021; 34 May (ref_24) 2018; 15 Hasanah (ref_15) 2020; 16 Campitelli (ref_22) 2011; 20 Fortenberry (ref_6) 2011; 133 Dogruer (ref_21) 2011; 28 ref_8 Lehtinen (ref_23) 2017; 49 Hu (ref_12) 2018; 14 ref_5 ref_7 Tayebi (ref_25) 2021; 9 |
| References_xml | – volume: 133 start-page: 36 year: 2011 ident: ref_6 article-title: Teaching the Practical Skills publication-title: ASME Mech. Eng. doi: 10.1115/1.2011-DEC-4 – volume: 20 start-page: 280 year: 2011 ident: ref_22 article-title: Current Directions in Psychological Science publication-title: Curr. Dir. Psychol. Sci. doi: 10.1177/0963721411421922 – ident: ref_5 – volume: 49 start-page: 625 year: 2017 ident: ref_23 article-title: Cultivating mathematical skills: From drill-and-practice to deliberate practice publication-title: ZDM Math. Educ. doi: 10.1007/s11858-017-0856-6 – volume: 28 start-page: 606 year: 2011 ident: ref_21 article-title: The use of the internet for educational purposes publication-title: Procedia-Soc. Behav. Sci. doi: 10.1016/j.sbspro.2011.11.115 – ident: ref_11 – ident: ref_16 doi: 10.1002/9781405164481.ch39 – volume: 95 start-page: 174 year: 2016 ident: ref_9 article-title: Enhancing learning and engagement through embodied interaction within a mixed reality simulation publication-title: Comput. Educ. doi: 10.1016/j.compedu.2016.01.001 – volume: 1 start-page: 1 year: 2019 ident: ref_17 article-title: Physics education research for 21st century learning publication-title: Discip. Interdiscip. Sci. Educ. Res. doi: 10.1186/s43031-019-0007-8 – ident: ref_18 – volume: 46 start-page: 557 year: 2020 ident: ref_20 article-title: ‘We are not going to educate people’: How students negotiate engineering identities during collaborative problem solving publication-title: Eur. J. Eng. Educ. doi: 10.1080/03043797.2020.1821174 – volume: 34 start-page: 51 year: 2021 ident: ref_26 article-title: Sketching—An Iterative Tool for Engineering Problem Solving publication-title: J. Eng. Educ. Transform. – volume: 16 start-page: e2217 year: 2020 ident: ref_15 article-title: Key Definitions of STEM Education: Literature Review publication-title: Interdiscip. J. Environ. Sci. Educ. doi: 10.29333/ijese/8336 – volume: 103 start-page: 525 year: 2014 ident: ref_1 article-title: Engineering Dropouts: A Qualitative Examination of Why Undergraduates Leave Engineering publication-title: J. Eng. Educ. doi: 10.1002/jee.20054 – volume: 31 start-page: 907 year: 2021 ident: ref_3 article-title: The Evolution of HELIX: A Competency Model for Complex Problem Solving publication-title: INCOSE Int. Symp. doi: 10.1002/j.2334-5837.2021.00877.x – ident: ref_7 doi: 10.1109/ICTechEd749582.2020.9101252 – volume: 9 start-page: 66253 year: 2021 ident: ref_25 article-title: Analysis on the Lack of Motivation and Dropout in Engineering Students in Spain publication-title: IEEE Access doi: 10.1109/ACCESS.2021.3076751 – volume: 30 start-page: 840 year: 2017 ident: ref_10 article-title: Engineering problem-solving knowledge: The impact of context publication-title: J. Educ. Work. doi: 10.1080/13639080.2017.1380299 – volume: 3 start-page: 446 year: 2011 ident: ref_27 article-title: The cognitive science of visual-spatial displays: Implications for design publication-title: Top. Cogn. Sci. doi: 10.1111/j.1756-8765.2011.01150.x – volume: 37 start-page: 682 year: 2012 ident: ref_28 article-title: Complex Problem Solving publication-title: Encycl. Sci. Learn. – volume: 102 start-page: 269 year: 2013 ident: ref_4 article-title: Indispensable Resource? A Phenomenological Study of Textbook Use in Engineering Problem Solving publication-title: J. Eng. Educ. doi: 10.1002/jee.20011 – volume: 109 start-page: 508 year: 2020 ident: ref_14 article-title: Interdisciplinary engineering education: A review of vision, teaching, and support publication-title: J. Eng. Educ. doi: 10.1002/jee.20347 – volume: 105 start-page: 560 year: 2016 ident: ref_2 article-title: Undergraduate Students’ Beliefs about Engineering Problem Solving publication-title: J. Eng. Educ. doi: 10.1002/jee.20150 – volume: 14 start-page: 1695 year: 2018 ident: ref_12 article-title: The Effect of a Problem-oriented Teaching Method on University Mathematics Learning publication-title: EURASIA J. Math. Sci. Technol. Educ. – volume: 15 start-page: 1 year: 2018 ident: ref_24 article-title: Efficient, helpful, or distracting? A literature review of media multitasking in relation to academic performance publication-title: Int. J. Educ. Technol. High. Educ. doi: 10.1186/s41239-018-0096-z – volume: 107 start-page: 87 year: 2018 ident: ref_19 article-title: Engineering Students’ Perceptions of Problem Solving and Their Future publication-title: J. Eng. Educ. doi: 10.1002/jee.20190 – ident: ref_8 doi: 10.1109/ICL.2012.6402041 – volume: 20 start-page: 78 year: 2017 ident: ref_13 article-title: Educational Technology publication-title: Int. Forum Educ. Technol. Soc. |
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| SubjectTerms | Academic achievement Access to information Analysis Cognition & reasoning Cognitive ability College teachers Education, Higher Engineering education Engineers Higher education Learning Methods Problem solving STEM education Students Teaching |
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| Title | Design, Experimentation and Statistical Validation of a Methodology to Solve Complex Engineering Problems in Higher Education |
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