Revisiting Decision Support Systems for Cognitive Readiness

In this article, the authors focus on scheduling situations. Because of their unstructured nature and hard combinatorial complexity, scheduling situations have always been a predominant application area for decision support systems (DSSes). After setting out the generic characteristics of a DSS, the authors summarize some of their known limitations in scheduling situations. They argue that scheduling situations focus excessively on performance and effectiveness and neglect the potential of human schedulers. The authors then review field studies to understand the way in which humans perform scheduling, demonstrating the importance of cognitive readiness if schedulers are to schedule efficiently. On the basis of design issues and field studies, the authors go on to refine three factors that influence cognitive readiness that therefore need to be taken into account when designing a DSS, namely, adaptability, flexibility, and acceptability. Finally, the authors show how these concepts can be used to assess DSS user interfaces and algorithms from a cognitive readiness perspective.

[1]  Rgj Mills,et al.  Scheduling of casino security officers , 1992 .

[2]  Vincent C. S. Wiers,et al.  A quantitative field study of the decision behaviour of four shopfloor schedulers , 1996 .

[3]  J. Bertrand,et al.  Operations management research methodologies using quantitative modeling , 2002 .

[4]  Wout van Wezel,et al.  A Comparison of Task Analysis Methods for Planning and Scheduling , 2010 .

[5]  Jc Jan Fransoo,et al.  Behavioral Operations in Planning and Scheduling. , 2011 .

[6]  John R. Wilson,et al.  A New Model of Scheduling in Manufacturing: Tasks, Roles, and Monitoring , 2004, Hum. Factors.

[7]  René J. Jorna Cognition, Planning and Domains: An Empirical Study into the Planning Processes of Planners , 2006 .

[8]  Jean-Michel Hoc,et al.  Allocating Functions to Human and Algorithm in Scheduling , 2010 .

[9]  David B. Kaber,et al.  Establishing information requirements for supervisory controllers in a flexible manufacturing system using GTA , 2000 .

[10]  Vincent C. S. Wiers,et al.  Building Decision Support Systems for Acceptance , 2010 .

[11]  Larry W. Jacobs,et al.  DSS for Job Shop Machine Scheduling , 1994 .

[12]  Marielle Christiansen,et al.  Industrial aspects and literature survey: Fleet composition and routing , 2010, Comput. Oper. Res..

[13]  Ralph H. Sprague,et al.  Invited Article: A Framework for the Development of Decisoin Support Systems , 1980, MIS Q..

[14]  Valerie J. Shute,et al.  State-of-the-art review of cognitive task analysis techniques , 2000 .

[15]  Vcs Vincent Wiers,et al.  A framework for decision support in production scheduling tasks , 1997 .

[16]  David B. Kaber,et al.  On the Design of Adaptive Automation for Complex Systems , 2001 .

[17]  A. G. Lagodimos,et al.  Computer-aided packing shop scheduling in a manufacturing plant , 1996 .

[18]  Amitava Dutta Reacting to scheduling exceptions in FMS environments , 1990 .

[19]  Jonathan D. Linton,et al.  A Decision Support System for Planning Remanufacturing at Nortel Networks , 2000, Interfaces.

[20]  W. Kowalczyk,et al.  An intelligent interactive project management support system , 1995 .

[21]  Fred D. Davis,et al.  Determinants of Decision Rule Use in a Production Planning Task , 1995 .

[22]  Kenneth N. McKay,et al.  The Organizational Interconnectivity of Planning and Scheduling , 2006 .

[23]  Michael Lewis,et al.  Operator performance at network scheduling with dynamic pricing and limited capacities , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[24]  Reha Uzsoy,et al.  Measuring the Quality of Manufacturing Schedules , 1995 .

[25]  Gavriel Salvendy,et al.  Analytical modeling and experimental study of human workload in scheduling of advanced manufacturing systems , 1994 .

[26]  Vcs Vincent Wiers,et al.  From anecdotes to theory: a review of existing knowledge on human factors of planning and scheduling , 2001 .

[27]  Christopher V. Jones,et al.  Developments in graph-based modeling for decision support , 1995, Decis. Support Syst..

[28]  van Wouter Wezel,et al.  The planning flexibility bottleneck in food processing industries , 2006 .

[29]  Dirkje Magrieta Mietus Understanding planning for effective decision support , 1994 .

[30]  Wayne Zachary,et al.  Decision Support Systems: Integrating Decision Aiding And Decision Training , 1997 .

[31]  René J. Jorna,et al.  Paradoxes in planning , 2001 .

[32]  Kenneth N. McKay,et al.  Unifying the theory and practice of production scheduling , 1999 .

[33]  E. Kim,et al.  A survey of decision support system applications (1995–2001) , 2006, J. Oper. Res. Soc..

[34]  Jeffrey W. Herrmann,et al.  Improving Production Scheduling : Integrating Organizational , Decision-Making , and Problem-Solving Perspectives , 2006 .

[35]  Jean-Michel Hoc,et al.  Cognitive styles as an explanation of experts' individual differences: A case study in computer-assisted troubleshooting diagnosis , 2006, Int. J. Hum. Comput. Stud..

[36]  Kim J. Vicente,et al.  Ecological Interface Design: Progress and Challenges , 2002, Hum. Factors.

[37]  Kenneth N. McKay,et al.  ‘Common sense’ realities of planning and scheduling in printed circuit board production , 1995 .

[38]  Kenneth N. McKay,et al.  Schedulers & Planners: What and How Can We Learn From Them , 1995 .

[39]  Bijan Fazlollahi,et al.  Adaptive decision support systems , 1997, Decis. Support Syst..

[40]  D. Lai,et al.  A Review of Adaptiveness in DSS: An Information Structuring Approach , 1995, PACIS.

[41]  Pascale Carayon,et al.  Handbook of human factors and ergonomics in health care and patient safety , 2006 .

[42]  C. de Snoo,et al.  An empirical investigation of scheduling performance criteria , 2011 .

[43]  Edward R. Tufte,et al.  The Visual Display of Quantitative Information , 1986 .

[44]  Leena Suhl,et al.  A Decision Support System for Airline Crew Management: Crew Scheduling and Rescheduling , 2005 .

[45]  Martina Berglund,et al.  Human, technological and organizational aspects influencing the production scheduling process , 2007 .

[46]  B. Williams,et al.  Operations management. , 2001, Optometry.

[47]  Valerie L. Shalin,et al.  Cognitive task analysis , 2000 .

[48]  Peter Cowling CHAPTER ELEVEN Design and Implementation of an Effective Decision Support System : A Case Study in Steel Hot Rolling Mill Scheduling , 2009 .

[49]  Sang M. Lee,et al.  A Survey of Decision Support System Applications (1971–April 1988) , 1990 .

[50]  Sean B. Eom,et al.  A survey of decision support system applications (1988–1994) , 1998, J. Oper. Res. Soc..

[51]  Jean-Michel Hoc,et al.  The role of algorithm and result comprehensibility of automated scheduling on complacency , 2008 .

[52]  René J. Jorna,et al.  The SEC-system reuse: support for scheduling system development , 1999, Decis. Support Syst..

[53]  Eva L. Baker,et al.  Assessing problem solving in expert systems using human benchmarking , 2002, Comput. Hum. Behav..

[54]  Graham Pervan,et al.  Eight key issues for the decision support systems discipline , 2008, Decis. Support Syst..

[55]  Gert Jan Hofstede,et al.  Modesty in modelling: on the applicability of interactive planning systems, with a case study in pot plant cultivation , 1992 .

[56]  Edward Rolf Tufte,et al.  The visual display of quantitative information , 1985 .

[57]  Pierre Lopez,et al.  Implications of Technological Changes in Vehicle Routing Interfaces for Planners' Constraint Processing , 2012 .

[58]  J. Cegarra,et al.  A cognitive typology of scheduling situations: a contribution to laboratory and field studies , 2008 .

[59]  E. Rogers,et al.  Diffusion of innovations , 1964, Encyclopedia of Sport Management.

[60]  W. V. Wezel,et al.  Planners and their cognitive maps: an analysis of domain representations using multi dimensional scaling. , 2005, Applied ergonomics.

[61]  Candace Blair Cronin,et al.  The Relationship Between Personnel Support Programs and Readiness: A Model to Guide Future Research , 2005 .

[62]  S. Chipman,et al.  Introduction to Cognitive Task Analysis , 2000 .

[63]  Jack R. Meredith,et al.  Reconsidering the Philosophical Basis of OR/MS , 2001, Oper. Res..

[64]  Neville Moray,et al.  Taxonomy of Scheduling Systems as a Basis for the Study of Strategic Behavior , 1995, Hum. Factors.

[65]  Chetan S. Sankar,et al.  A DSS user interface model to provide consistency and adaptability , 1995, Decis. Support Syst..

[66]  Jonathan Rosenhead,et al.  Problem structuring methods in action , 2004, Eur. J. Oper. Res..

[67]  Kenneth N. McKay,et al.  The evolution of a production planning system: A 10-year case study , 2007, Comput. Ind..

[68]  Michael V. Mannino,et al.  Tools for building the human-computer interface of a decision support system , 1995, Decis. Support Syst..

[69]  Sabah U. Randhawa,et al.  An Investigation of the Applicability of Expert Systems to Job Shop Scheduling , 1990, Int. J. Man Mach. Stud..

[70]  Damien Trentesaux,et al.  Integration of the human operator into responsive discrete production management systems , 1998, Eur. J. Oper. Res..

[71]  Bart L. MacCarthy,et al.  Investigating the Work of Industrial Schedulers through Field Study , 1999, Cognition, Technology & Work.

[72]  Allen Newell,et al.  The psychology of human-computer interaction , 1983 .

[73]  Charles Fleurent,et al.  SAPHIR: A Decision Support System for Course Scheduling , 1994 .

[74]  Constantine D. Spyropoulos,et al.  Continual planning and scheduling for managing patient tests in hospital laboratories , 2000, Artif. Intell. Medicine.

[75]  G. Yukl Managerial Leadership: A Review of Theory and Research , 1989 .

[76]  W.M.C. van Wezel Interactive scheduling systems , 2006 .

[77]  Ralph H. Sprague,et al.  A Framework for the Development of Decision Support Systems , 1993 .

[78]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[79]  Reha Uzsoy,et al.  Predictable scheduling of a single machine with breakdowns and sensitive jobs , 1999 .

[80]  E. N. Corlett,et al.  WORK SAMPLING USING EXTENDED OBSERVATIONS , 1965 .

[81]  Robin Lane,et al.  Solving problems in production scheduling , 1995 .

[82]  Peter G. W. Keen,et al.  Decision support systems : an organizational perspective , 1978 .

[83]  Simon Dunstall,et al.  A foundation for analysis of human cooperation in multi-party scheduling , 2005 .

[84]  Hans-Otto Günther,et al.  Supply Chain Management und Logistik , 2005 .

[85]  K. E. Thurley,et al.  THE SUPERVISOR'S ROLE IN PRODUCTION CONTROL , 1961 .

[86]  D.H.R. Price,et al.  A review of production planning and scheduling in smaller manufacturing companies in the UK , 1994 .

[87]  Wayne Zachary,et al.  A Cognitively-Based Functional Taxonomy of Decision Support Techniques , 1986, SGCH.

[88]  Karl Kurbel,et al.  Integrating intelligent job-scheduling into a real-world production-scheduling system , 1996, J. Intell. Manuf..

[89]  Roger M. Kerr,et al.  Expert systems in production scheduling: Lessons from a failed implementation , 1992, J. Syst. Softw..

[90]  G. I. Green,et al.  An empirical analysis of job shop dispatch rule selection , 1981 .

[91]  Geoff Buxey,et al.  Production scheduling: Practice and theory , 1989 .

[92]  Kenneth N. McKay,et al.  Job-Shop Scheduling Theory: What Is Relevant? , 1988 .

[93]  John R. King,et al.  Production Scheduling , 1988, Computer-Aided Production Management.

[94]  Peter G. Higgins,et al.  INTERACTION IN HYBRID INTELLIGENT SCHEDULING , 1996 .

[95]  Jens Rasmussen,et al.  Cognitive Systems Engineering , 2022 .

[96]  Richard Gibson,et al.  The Presentation of Information to the Job-Shop Scheduler , 1978 .

[97]  Penelope M. Sanderson,et al.  The Human Planning and Scheduling Role in Advanced Manufacturing Systems: An Emerging Human Factors Domain , 1989 .

[98]  Steve Whittaker,et al.  Meetings of the Board: The Impact of Scheduling Medium on Long Term Group Coordination in Software Development , 1999, Computer Supported Cooperative Work (CSCW).

[99]  N. Taatgen Learning without limits: from problem solving towards a Unified Theory of Learning , 1999 .

[100]  Mark Keil,et al.  Usefulness and ease of use: field study evidence regarding task considerations , 1995, Decis. Support Syst..

[101]  Jc Jan Fransoo,et al.  Action variety of planners: Cognitive load and requisite variety , 2006 .