The Modelling Framework for Experimental Physics: description, development, and applications

The ability to construct, use, and revise models is a crucial experimental physics skill. Many existing frameworks describe modeling in science education at introductory levels. However, most have limited applicability to the context of upper-division physics lab courses or experimental physics. Here, we discuss the Modeling Framework for Experimental Physics, a theoretical framework tailored to labs and experimentation. A key feature of the Framework is recursive interaction between models and apparatus. Models are revised to account for new evidence produced by apparatus, and apparatus are revised to better align with the simplifying assumptions of models. Another key feature is the distinction between the physical phenomenon being investigated and the measurement equipment used to conduct the investigation. Models of physical systems facilitate explanation or prediction of phenomena, whereas models of measurement systems facilitate interpretation of data. We describe the Framework, provide a chronological history of its development, and summarize its applications to research and curricular design. Ultimately, we argue that the Modeling Framework is a theoretically sound and well-tested tool that is applicable to multiple physics domains and research purposes. In particular, it is useful for characterizing students' approaches to experimentation, designing or evaluating curricula for lab courses, and developing instruments to assess students' experimental modeling skills.

[1]  Dieter Schumacher Student undergraduate laboratory and project work , 2007 .

[2]  Angela R. Laird,et al.  Toward a Neurobiological Basis for Understanding Learning in University Modeling Instruction Physics Courses , 2018, Front. ICT.

[3]  Ismo T. Koponen,et al.  Models and Modelling in Physics Education: A Critical Re-analysis of Philosophical Underpinnings and Suggestions for Revisions , 2007 .

[4]  Bethany R. Wilcox,et al.  A summary of research-based assessment of students' beliefs about the nature of experimental physics , 2018 .

[5]  Stacey Lowery Bretz,et al.  Characterizing the Level of Inquiry in the Undergraduate Laboratory. , 2008 .

[6]  Ravit Golan Duncan,et al.  Disentangling the Role of Domain-Specific Knowledge in Student Modeling , 2019 .

[7]  Jessica Thompson,et al.  Beyond the scientific method: Model‐based inquiry as a new paradigm of preference for school science investigations , 2008 .

[8]  Ronald N. Giere,et al.  An agent-based conception of models and scientific representation , 2009, Synthese.

[9]  Cynthia Passmore,et al.  Exploring Opportunities for Argumentation in Modelling Classrooms , 2012 .

[10]  Ö. Özcan Investigating students’ mental models about the nature of light in different contexts , 2015 .

[11]  Colleen Megowan-Romanowicz,et al.  Helping Students Construct Robust Conceptual Models , 2011 .

[12]  C. Linder,et al.  Exploring the role of physics representations: an illustrative example from students sharing knowledge about refraction , 2012 .

[13]  Bethany R. Wilcox,et al.  Alternative model for the administration and analysis of research-based assessments , 2016, 1601.07896.

[14]  Benjamin M. Zwickl,et al.  Model-Based Reasoning in the Physics Laboratory: Framework and Initial Results. , 2015 .

[15]  Benjamin M. Zwickl,et al.  The process of transforming an advanced lab course: Goals, curriculum, and assessments , 2012, 1207.2177.

[16]  Richard E. Clark,et al.  Why Minimal Guidance During Instruction Does Not Work: An Analysis of the Failure of Constructivist, Discovery, Problem-Based, Experiential, and Inquiry-Based Teaching , 2006 .

[17]  H. J. Lewandowski,et al.  Using lab notebooks to examine students' engagement in modeling in an upper-division electronics lab course , 2017 .

[18]  J. Gilbert,et al.  Models of Modelling , 2016 .

[19]  Allyson Hajek,et al.  Student Perceptions of the Value of Physics Laboratories , 2011 .

[20]  Peter H. Sneddon,et al.  The perceptions, views and opinions of university students about physics learning during undergraduate laboratory work , 2008 .

[21]  Christina V. Schwarz,et al.  Developing preservice elementary teachers' knowledge and practices through modeling-centered scientific inquiry , 2009 .

[22]  David Fortus,et al.  High School Students’ Meta-Modeling Knowledge , 2016 .

[23]  C. Hmelo‐Silver,et al.  Scaffolding and Achievement in Problem-Based and Inquiry Learning: A Response to Kirschner, Sweller, and Clark (2006) , 2007 .

[24]  Ibrahim A. Halloun,et al.  Modeling instruction in mechanics , 1987 .

[25]  David Hestenes,et al.  A modeling method for high school physics instruction , 1995 .

[26]  Daryl McPadden,et al.  Impact of the Second Semester University Modeling Instruction Course on Students' Representation Choices. , 2017 .

[27]  D. Hestenes Toward a modeling theory of physics instruction , 1987 .

[28]  Jennifer L. Cartier,et al.  Developing Understanding Through Model-Based Inquiry , 2007 .

[29]  Benjamin M. Zwickl,et al.  Incorporating learning goals about modeling into an upper-division physics laboratory experiment , 2013, 1301.4414.

[30]  E. Iverson,et al.  Developing Model-Making and Model-Breaking Skills Using Direct Measurement Video-Based Activities. , 2017 .

[31]  N. Holmes,et al.  Teaching critical thinking , 2015, Proceedings of the National Academy of Sciences.

[32]  H. J. Lewandowski,et al.  Redesigning a junior-level electronics course to support engagement in scientific practices , 2015 .

[33]  Eugenia Etkina,et al.  Analyzing patterns in experts' approaches to solving experimental problems , 2015 .

[34]  Maria Opfermann,et al.  Multiple Representations in Physics and Science Education – Why Should We Use Them? , 2017 .

[35]  Bethany R. Wilcox,et al.  Developing skills versus reinforcing concepts in physics labs: Insight from a survey of students' beliefs about experimental physics , 2016, 1611.02322.

[36]  Sahana Murthy,et al.  Scientific Abilities and Their Assessment. , 2006 .

[37]  Eric Brewe Modeling theory applied: Modeling Instruction in introductory physics , 2008 .

[38]  D. Dounas-Frazer,et al.  Electronics lab instructors' approaches to troubleshooting instruction , 2016, 1610.01564.

[39]  Bethany R. Wilcox,et al.  Developing skills versus reinforcing concepts in physics labs: Insight from a survey of students' beliefs about experimental physics , 2017 .

[40]  Rosária Justi,et al.  Modelling-based Teaching in Science Education , 2016 .

[41]  Dimitri R. Dounas-Frazer,et al.  Aligning assessment design with lab instructors' self-reported learning goals about experimental modeling skills , 2017 .

[42]  Dimitri R. Dounas-Frazer,et al.  Attending to experimental physics practices and lifelong learning skills in an introductory laboratory course , 2016 .

[43]  Eugenia Etkina,et al.  How long does it take? A study of student acquisition of scientific abilities , 2008 .

[44]  A. Eryılmaz,et al.  The influence of instructional interactions on students’ mental models about the quantization of physical observables: a modern physics course case , 2015 .

[45]  Dimitri R. Dounas-Frazer,et al.  Electronics lab instructors’ approaches to troubleshooting instruction , 2017 .

[46]  David C Bailey,et al.  Not Normal: the uncertainties of scientific measurements , 2016, Royal Society Open Science.

[47]  Philip N. Johnson-Laird,et al.  Mental Models in Cognitive Science , 1980, Cogn. Sci..

[48]  Eugenia Etkina,et al.  The Role of Models in Physics Instruction , 2006 .

[49]  Pieter Coppens,et al.  Goals of lab work in electronics: Student and staff ideas , 2016 .

[50]  Cynthia Passmore,et al.  ‘Models of’ versus ‘Models for’ , 2017 .

[51]  MacKenzie R. Stetzer,et al.  Investigating the Role of Model-Based Reasoning While Troubleshooting an Electric Circuit. , 2016 .

[52]  Tarja Knuuttila,et al.  Modelling and representing: An artefactual approach to model-based representation , 2011 .

[53]  Tamar Fuhrmann,et al.  Should students design or interact with models? Using the Bifocal Modelling Framework to investigate model construction in high school science , 2018 .

[54]  Rosemary S. Russ,et al.  Intertwining Evidence- and Model-Based Reasoning in Physics Sensemaking: An Example from Electrostatics. , 2017 .