The effect of an individual's education level on their systems skills in the system of systems domain

Today's rapid proliferation of information and technological advancements has led to complex and uncertain modern systems environments. The problems resulting from this increased complexity may sur...

[1]  C W Clegg,et al.  Sociotechnical principles for system design. , 2000, Applied ergonomics.

[2]  Morteza Nagahi,et al.  Systems Thinking: A Review and Bibliometric Analysis , 2020, Syst..

[3]  Woei Hung,et al.  Enhancing systems-thinking skills with modelling , 2008, Br. J. Educ. Technol..

[4]  Michael Jackson,et al.  Systems Thinking: Creative Holism for Managers , 2003 .

[5]  Barry Richmond,et al.  Systems thinking: critical thinking skills for the 1990s and beyond , 1993 .

[6]  Cindy E. Hmelo-Silver,et al.  Understanding Complex Systems: Some Core Challenges , 2006 .

[7]  Matthew D. Lammi,et al.  CHARACTERIZING HIGH SCHOOL STUDENTS" SYSTEMS THINKING IN ENGINEERING DESIGN THROUGH THE FUNCTION-BEHAVIOR-STRUCTURE (FBS) FRAMEWORK , 2011 .

[8]  Andres Sousa-Poza,et al.  System of systems engineering , 2003, IEEE Engineering Management Review.

[9]  Mitchel Resnick,et al.  Beyond the Centralized Mindset , 1996 .

[10]  David Chen,et al.  General system theory: Toward a conceptual framework for science and technology education for all , 1993 .

[11]  Adam Cooper,et al.  Key Challenges in the Design of Learning Technology Standards: Observations and Proposals , 2010, Int. J. IT Stand. Stand. Res..

[12]  Laura J. Collins,et al.  Fostering Critical Thinking, Reasoning, and Argumentation Skills through Bioethics Education , 2012, PloS one.

[13]  Moti Frank,et al.  Engineering systems thinking and systems thinking , 2000 .

[14]  Ronny Scherer,et al.  Evidence on the effects of task interactivity and grade level on thinking skills involved in complex problem solving , 2014 .

[15]  Peter Checkland,et al.  Systems Thinking, Systems Practice , 1981 .

[16]  John D. Sterman,et al.  Bathtub dynamics: initial results of a systems thinking inventory , 2000 .

[17]  Randy K. Buchanan,et al.  Assessment of Workforce Systems Preferences/Skills Based on Employment Domain , 2019, Engineering Management Journal.

[18]  Jason Sherwin,et al.  An approach towards holism in science and engineering , 2010 .

[19]  Andrew P. Sage,et al.  On the Systems Engineering and Management of Systems of Systems and Federations of Systems , 2001, Inf. Knowl. Syst. Manag..

[20]  Ling Li,et al.  Education supply chain in the era of Industry 4.0 , 2020, Systems Research and Behavioral Science.

[21]  Spencer G. Niles,et al.  Realized Potential or Lost Talent: High School Variables and Bachelor's Degree Completion , 2004 .

[22]  M. Resnick,et al.  Thinking in Levels: A Dynamic Systems Approach to Making Sense of the World , 1999 .

[23]  Mark W. Maier,et al.  Architecting Principles for Systems‐of‐Systems , 1996 .

[24]  C. Cervato,et al.  How Geoscientists Think and Learn , 2009 .

[25]  Brian J. Sauser,et al.  System of Systems Management: A Network Management Approach , 2007, 2007 IEEE International Conference on System of Systems Engineering.

[26]  Charles B. Keating,et al.  Systems thinking capacity: implications and challenges for complex system governance development , 2016, Int. J. Syst. Syst. Eng..

[27]  Nancy Roberts.  Teaching Dynamic Feedback Systems Thinking: An Elementary View , 1978 .

[28]  Chris Spatz,et al.  Basic Statistics: Tales of Distributions , 1981 .

[29]  C. Sommer.  Untersuchung der Systemkompetenz von Grundschülern im Bereich Biologie , 2006 .

[30]  N. Orion,et al.  Development of system thinking skills in the context of earth system education , 2005 .

[31]  K. Shin.  Critical thinking ability and clinical decision-making skills among senior nursing students in associate and baccalaureate programmes in Korea. , 1998, Journal of advanced nursing.

[32]  Ya-Ting Carolyn Yang,et al.  Digital storytelling for enhancing student academic achievement, critical thinking, and learning motivation: A year-long experimental study , 2012, Comput. Educ..

[33]  Li Da Xu,et al.  The contribution of systems science to Industry 4.0 , 2020 .

[34]  Craig Young,et al.  The Greatest Learning Return on Your Pedagogical Investment: Alignment, Assessment or In-Class Instruction? , 2015, PloS one.

[35]  Leonard J. Garigliano.  SCIS: Children's Understanding of the Systems Concept , 1975 .

[36]  Magdalena Svanström,et al.  Learning outcomes for sustainable development in higher education , 2008 .

[37]  George S. Benson,et al.  You Paid for the Skills, Now Keep Them: Tuition Reimbursement and Voluntary Turnover , 2004 .

[38]  Moti Frank.  Engineering Systems Thinking: Cognitive Competencies of Successful Systems Engineers , 2012, CSER.

[39]  Fanny Camelia,et al.  Validation Studies of a Questionnaire Developed to Measure Students’ Engagement With Systems Thinking , 2018, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[40]  B. Després.  Systemic Thinking and Education Leadership: Some Considerations. , 2004 .

[41]  P. Ramsden.  Learning to Teach in Higher Education , 1991 .

[42]  Albert Pilot,et al.  Linking factual and procedural knowledge in solving science problems: A case study in a thermodynamics course , 1981 .

[43]  Nils S. Peterson,et al.  Representations of Perceived Relations among the Properties and Variables of a Complex System , 1987, IEEE Transactions on Systems, Man, and Cybernetics.

[44]  Manickavasagam Priyaadharshini,et al.  Evaluation of higher‐order thinking skills using learning style in an undergraduate engineering in flipped classroom , 2018, Comput. Appl. Eng. Educ..

[45]  Kathleen Hogan,et al.  Cognitive Comparisons of Students' Systems Modeling in Ecology , 2001 .

[46]  Charles B. Keating,et al.  Individual Capacity and Organizational Competency for Systems Thinking , 2018, IEEE Systems Journal.

[47]  Cassandra M. Degen,et al.  Systems thinking skills of undergraduate engineering students , 2015, 2015 IEEE Frontiers in Education Conference (FIE).

[48]  Ritesh Chugh,et al.  New paradigms in the teaching and learning of accounting: Use of educational blogs for reflective thinking , 2009 .

[49]  J. Petersen,et al.  Teaching systems thinking to 4th and 5th graders using Environmental Dashboard display technology , 2017, PloS one.

[50]  Jacob Cohen,et al.  A power primer. , 1992, Psychological bulletin.

[51]  Raed M. Jaradat,et al.  Complex system governance requires systems thinking - how to find systems thinkers , 2015, Int. J. Syst. Syst. Eng..

[52]  Peter Checkland,et al.  Soft Systems Methodology: a 30-year retrospective , 1999 .

[53]  K. Stave,et al.  What constitutes systems thinking: A proposed taxonomy , 2007 .

[54]  Thomas W. H. Ng,et al.  HOW BROADLY DOES EDUCATION CONTRIBUTE TO JOB PERFORMANCE , 2009 .

[55]  Charles B. Keating,et al.  A Historical Perspective on Development of Systems Engineering Discipline: A Review and Analysis , 2019, Journal of Systems Science and Systems Engineering.

[56]  Emanuel Schmider,et al.  Is It Really Robust , 2010 .

[57]  U. Wilensky,et al.  Complex Systems in Education: Scientific and Educational Importance and Implications for the Learning Sciences , 2006 .

[58]  Constaninos P. Constantinou,et al.  An Investigation of the Potential of Interactive Simulations for Developing System Thinking Skills in Elementary School: A case study with fifth‐graders and sixth‐graders , 2009 .

[59]  K. Hipel,et al.  System of systems approach to policy development for global food security , 2010 .

[60]  Randy K. Buchanan,et al.  The Impact of Practitioners’ Personality Traits on Their Level of Systems-Thinking Skills Preferences , 2020, Engineering Management Journal.

[61]  B. Bloom.  Taxonomy of educational objectives , 1956 .

[62]  Morteza Nagahi,et al.  Moderation Effect of Managerial Experience on the Level of Systems-Thinking Skills , 2019, 2019 IEEE International Systems Conference (SysCon).

[63]  Charles B. Keating,et al.  Emergence in System of Systems , 2008 .

[64]  Krystyna Anne Stave,et al.  Assessing the Effectiveness of Systems Thinking Interventions in the Classroom , 2008 .

[65]  Jon Ogborn,et al.  Sixth form students' ability to engage in computational modelling , 1994 .