Towards More Expressive Problem Structuring: A Theoretical Conceptualization of 'Problem' in the Context of Enterprise Modeling

Dealing with ill-structured problems is a central responsibility of the manager operating in a business environment of complexity and ambiguity. To assist in problem structuring, a number of problem structuring methods have been developed in the field of operations research. But the modeling approaches incorporated in existing problem structuring methods lack semantic expressiveness, syntactical precision, and domain-specific modeling concepts. In contrast, the field of enterprise modeling offers a range of semantically rich domain-specific modeling languages. In this paper, we report on work towards a more expressive problem structuring method that integrates insights from theoretical problem solving research, core assumptions of the field of problem structuring methods, and modeling languages from the field of enterprise modeling. Specifically, we present results of a conceptual study of theoretical views of the concept of a problem, we present a meta model conceptualization of 'problem' in the context of enterprise modeling, and we illustrate the practical use of the proposed meta model with a case study. The presented conceptualization contributes to the field of enterprise modeling by offering a more nuanced 'problem' modeling concept than is currently available, and by constituting progress towards a problem structuring method that is more expressive and versatile than existing approaches.

[1]  Robert Winter,et al.  BISE – Call for Papers Issue 1/2015 , 2013, Business & Information Systems Engineering.

[2]  Maurice Landry.  A Note on the Concept of 'Problem' , 1995 .

[3]  H. Simon,et al.  Administrative Behavior: A Study of Decision-Making Processes in Administrative Organization. , 1959 .

[4]  Thomas Hess,et al.  Options for Formulating a Digital Transformation Strategy , 2020, MIS Q. Executive.

[5]  Timothy A. Post,et al.  On the solving of ill-structured problems. , 1988 .

[6]  David Dery,et al.  Decision-making, problem-solving and organizational learning , 1983 .

[7]  M. Scheerer,et al.  Problem Solving , 1967, Nature.

[8]  S. Ian Robertson,et al.  Problem-solving , 2001, Human Thinking.

[9]  Ulrich Frank,et al.  Multilevel Modeling , 2014, Business & Information Systems Engineering.

[10]  M. Chi,et al.  Problem-Solving Ability. , 1985 .

[11]  D. Seddon.  A `New Paradigm' for Analysis? , 1986 .

[12]  Peter Checkland,et al.  Systems Thinking, Systems Practice: Includes a 30-Year Retrospective , 1999 .

[13]  Fran Ackermann,et al.  Problem structuring methods 'in the Dock': Arguing the case for Soft OR , 2012, Eur. J. Oper. Res..

[14]  Colin Eden,et al.  SODA - The principles , 2001 .

[15]  Richard K. Wagner,et al.  Managerial problem solving. , 1991 .

[16]  Ulrich Frank,et al.  Domain-Specific Modeling Languages: Requirements Analysis and Design Guidelines , 2013, Domain Engineering, Product Lines, Languages, and Conceptual Models.

[17]  J. Mingers,et al.  A New Paradigm of Analysis , 2001 .

[18]  Herbert A. Simon,et al.  The Structure of Ill Structured Problems , 1973, Artif. Intell..

[19]  E. Weber,et al.  Content and Discontent: Indications and Implications of Domain Specificity in Preferential Decision Making , 1995 .

[20]  Gene P. Agre.  The Concept of Problem , 1982 .

[21]  Alexander Bock,et al.  The Concepts of Decision Making: An Analysis of Classical Approaches and Avenues for the Field of Enterprise Modeling , 2015, PoEM.

[22]  J. Sinnott.  A model for solution of ill-structured problems: Implications for everyday and abstract problem solving. , 1989 .

[23]  D. J. DeTombe,et al.  Defining Complex Interdisciplinary Societal Problems: A Theoretical Study for Constructing a CO-Operative Problem Analyzing Method: The Method Compram , 1994 .

[24]  Sybren de Kinderen,et al.  EA Anamnesis: An Approach for Decision Making Analysis in Enterprise Architecture , 2014, Int. J. Inf. Syst. Model. Des..

[25]  John Mingers,et al.  Soft OR comes of age—but not everywhere! , 2011 .

[26]  L. White,et al.  Evaluating problem-structuring methods: developing an approach to show the value and effectiveness of PSMs , 2006, J. Oper. Res. Soc..

[27]  Dimitris Karagiannis,et al.  On the Conceptualisation of Modelling Methods Using the ADOxx Meta Modelling Platform , 2013, Enterp. Model. Inf. Syst. Archit. Int. J. Concept. Model..

[28]  Allen Newell,et al.  Heuristic programming: ill-structured problems , 1993 .

[29]  Jonathan Rosenhead,et al.  Past, present and future of problem structuring methods , 2006, J. Oper. Res. Soc..

[30]  J. March.  The Technology of Foolishness , 2020 .

[31]  Jac A. M. Vennix,et al.  On Evaluating the Performance of Problem Structuring Methods: An Attempt at Formulating a Conceptual Model , 2009 .

[32]  Reid Hastie,et al.  Emerging Perspectives on Judgment and Decision Research: Comprehension and Decision Making , 2003 .

[33]  Alexander Bock,et al.  How Modeling Language Shapes Decisions: Problem-Theoretical Arguments and Illustration of an Example Case , 2016, BMMDS/EMMSAD.

[34]  Arthur B. VanGundy,et al.  Techniques of structured problem solving , 1981 .

[35]  Ulrich Frank.  Enterprise Modelling: The Next Steps , 2014, Enterp. Model. Inf. Syst. Archit. Int. J. Concept. Model..

[36]  Robert Y. Cavana,et al.  Towards a new framework for evaluating systemic problem structuring methods , 2013, Eur. J. Oper. Res..

[37]  Colin Eden,et al.  Messing about in problems: An informal structured approach to their identification and management , 1983 .

[38]  George P. Richardson,et al.  Integrating modes of policy analysis and strategic management practice: requisite elements and dilemmas , 2009, J. Oper. Res. Soc..

[39]  David H. Jonassen,et al.  Instructional design models for well-structured and III-structured problem-solving learning outcomes , 1997 .

[40]  Peter Checkland,et al.  Soft Systems Methodology in Action , 1990 .

[41]  John F. Rauthmann,et al.  Principles of Situation Research: Towards a Better Understanding of Psychological Situations , 2015 .

[42]  G. A. Davis.  Psychology of Problem Solving: Theory and Practice , 1973 .

[43]  John E. Dittrich,et al.  Managerial Problem Solving Models: A Review and a Proposal , 1978 .

[44]  Ulrich Frank,et al.  Multi-perspective enterprise modeling: foundational concepts, prospects and future research challenges , 2014, Software & Systems Modeling.

[45]  Christine Van Winkelen,et al.  Cognition in strategic decision making , 2009 .

[46]  Alexander Bock,et al.  MEMO GoalML: A Context-Enriched Modeling Language to Support Reflective Organizational Goal Planning and Decision Processes , 2016, ER.

[47]  Dmitry Kudryavtsev,et al.  Operations architecture modeling for IT-driven organizational development of a construction company , 2016, CBI.

[48]  Dieter Fensel,et al.  Structured Development of Problem Solving Methods , 2001, IEEE Trans. Knowl. Data Eng..