Understanding Problem Solving Strategies

Abstract : The way in which problems are solved can have a dramatic impact on success. This report discusses the role strategies have in thinking processes, metacognition, planning, expertise, and decisions. The report also provides a description of each of 66 strategies identified in psychological studies. The strategies have been grouped into three classes with three subordinate categories each. The classes of strategies are managing information, controlling progress, and making choices. The categories include considering hypotheses, combining information, managing the amount of information, ordering processes by hierarchical structures, sequencing processes, ordering processes by merit, managing the number of options, using compensatory choice, and using noncompensatory choice. The report discusses the adaptive nature of strategies and how this information can be used to improve military problem solving. Noteably, strategies have a specific contribution to make in the study of expertise, in defining decision aid requirements and in developing training programs. The principal conclusion was that existing definitions of strategies under-represented everyday problem situations and that actual strategies need to be observed, defined, and assessed for improvement. A general plan of research is outlined for improving military problem solving.

[1]  Steven H. Schwartz,et al.  Modes of representation and problem solving: Well evolved is half solved. , 1971 .

[2]  K. D. Duncan,et al.  Strategies and tactics in fault diagnosis , 1988 .

[3]  J. Bettman.  An information processing theory of consumer choice , 1979 .

[4]  Stephen K. Reed,et al.  Learning functional relations: A theoretical and instructional analysis , 1987 .

[5]  Glenn J. Browne,et al.  Conceptual foundations of design problem solving , 1993, IEEE Trans. Syst. Man Cybern..

[6]  Gary Klein,et al.  A literature review of analytical and naturalistic decision making , 1992 .

[7]  R. Sternberg.  Beyond IQ: A Triarchic Theory of Human Intelligence , 1984 .

[8]  J. C. Thomas,et al.  Problem Solving by Human-Machine Interaction , 1989 .

[9]  Eric J. Johnson,et al.  Adaptive Strategy Selection in Decision Making. , 1988 .

[10]  Michael I. Posner,et al.  Cognitive Psychology. 2nd ed. , 1984 .

[11]  Johanna Helena Kerstholt,et al.  Information search and choice accuracy as a function of task complexity and task structure , 1992 .

[12]  E. Hunt.  COGNITIVE SCIENCE: Definition, Status, and Questions , 1989 .

[13]  T. O. Nelson.  Metamemory: A Theoretical Framework and New Findings , 1990 .

[14]  A. Tversky.  Intransitivity of preferences. , 1969 .

[15]  J. Ford,et al.  Process tracing methods: Contributions, problems, and neglected research questions , 1989 .

[16]  William M. Smith,et al.  A Study of Thinking , 1956 .

[17]  Dorothea P. Simon,et al.  Individual Differences in Solving Physics Problems (1978) , 1978 .

[18]  J. Bransford,et al.  Memory access: The effects of fact-oriented versus problem-oriented acquisition , 1988, Memory & cognition.

[19]  Robert J. Sternberg,et al.  Sketch of a componential subtheory of human intelligence , 1980, Behavioral and Brain Sciences.

[20]  Dennis H. Holding,et al.  Adversary Problem Solving by Humans , 1989 .

[21]  Roderick Munday,et al.  Inside the Juror: The Psychology of Juror Decision Making . Edited by Reid Hastie. [Cambridge: Cambridge University Press. 1993. 269, (Index of Names) 5 and (Index of Subjects) 2pp. Hardback £35.00 net. ISBN 0–521–41988–3.] , 1993, The Cambridge Law Journal.

[22]  N. Pennington,et al.  Explanation-based decision making: effects of memory structure on judgment , 1988 .

[23]  John R. Anderson.  The Analogical Origins of Errors in Problem Solving , 1989 .

[24]  J. Reggia,et al.  Abductive Inference Models for Diagnostic Problem-Solving , 1990, Symbolic Computation.

[25]  R. Glaser,et al.  Expertise in a complex skill: Diagnosing x-ray pictures. , 1988 .

[26]  Herbert A. Simon,et al.  Problem Solving and Reasoning. , 1984 .

[27]  Frederick Hayes-Roth,et al.  AN OVERVIEW OF PATTERN-DIRECTED INFERENCE SYSTEMS , 1978 .

[28]  K. J. J. Gilhooly,et al.  Human and Machine Problem Solving , 1989 .

[29]  Eric J. Johnson,et al.  The adaptive decision maker , 1993 .

[30]  J. Rhode.  Putting it all together. , 2005, Dental economics - oral hygiene.

[31]  T. O. Nelson,et al.  Accuracy of Feeling-of-Knowing Judgments for Predicting Perceptual Identification and Relearning , 1984 .

[32]  N. Pennington,et al.  The story model for juror decision making , 1993 .

[33]  Kenneth Kotovsky,et al.  Representation and Transfer in Problem Solving , 1988 .

[34]  H. Simon,et al.  Invariants of human behavior. , 1990, Annual review of psychology.

[35]  L. Beach.  Broadening the Definition of Decision Making: The Role of Prechoice Screening of Options , 1993 .

[36]  Marc Roubens,et al.  Multiple criteria decision making , 1994 .

[37]  K. A. Ericsson,et al.  Toward a general theory of expertise : prospects and limits , 1991 .

[38]  Gideon Keren,et al.  Cognitive Aids and Debiasing Methods: CAN Cognitive Pills Cure Cognitive Ills? , 1990 .

[39]  Nils J. Nilsson,et al.  Artificial Intelligence , 1974, IFIP Congress.

[40]  R. Chaffin,et al.  Cognitive and Psychometric Analysis of Analogical Problem Solving , 1990 .

[41]  Robin Jeffries,et al.  The Processes Involved in Designing Software. , 1980 .

[42]  Elliot Soloway,et al.  A model of software design , 1986, Int. J. Intell. Syst..

[43]  Gary Klein,et al.  A Knowledge Elicitation Study of Military Planning , 1990 .

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

[45]  L. R. Novick.  Analogical transfer, problem similarity, and expertise. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[46]  I. Knez.  Estimation of the hypothesis hierarchy in probabilistic inference tasks , 1992 .

[47]  G. Lockhead.  Cognition and Thought , 1966 .

[48]  H. Montgomery.  From cognition to action: The search for dominance in decision making. , 1989 .

[49]  J. Read,et al.  Longitudinal tracking of difficult memory retrievals , 1982, Cognitive Psychology.

[50]  Edward E. Smith,et al.  Concepts and concept formation. , 1984, Annual review of psychology.

[51]  Allen Newell,et al.  Human Problem Solving. , 1973 .

[52]  C. Gettys,et al.  Hypothesis Generation and Plausibility Assessment. , 1978 .

[53]  Edward E. Smith,et al.  The Case for Rules in Reasoning , 1992, Cogn. Sci..

[54]  G. Miller,et al.  Plans and the structure of behavior , 1960 .

[55]  Ann L. Brown.  Knowing When, Where, and How to Remember: A Problem of Metacognition. Technical Report No. 47. , 1977 .

[56]  I. Knez.  Subjects' inferential performance and the interaction of data and hypotheses in probabilistic inference tasks , 1992 .

[57]  Daniel Gopher,et al.  The Blackwell dictionary of Cognitive Psychology , 1990 .

[58]  Susan S. Kirschenbaum,et al.  Influence of experience on information-gathering strategies , 1992 .

[59]  G. B. Davies,et al.  Potential problem analysis: A systematic approach to problem prediction and contingency planning—an aid to the smooth exploitation of research , 1973 .

[60]  Herbert A. Simon,et al.  Problem solving and education. , 1980 .

[61]  O. Svenson.  Process descriptions of decision making. , 1979 .

[62]  David E. Rumelhart,et al.  Introduction to human information processing , 1977 .

[63]  R. Lord,et al.  Contemporary views of leadership and individual differences , 1992 .

[64]  R. Kozma,et al.  Individuality in learning. , 1978 .

[65]  Henry Montgomery.  The search for a dominance structure in decision making: Examining the evidence. , 1993 .

[66]  Philip J. Smith,et al.  A Catalog of Errors , 1992, Int. J. Man Mach. Stud..

[67]  Aladin Akyürek,et al.  On a Computational Model of Human Planning , 1992 .

[68]  K. VanLehn.  Problem solving and cognitive skill acquisition , 1989 .

[69]  Laurence R. Paquette,et al.  The effect of decision strategy and task complexity on decision performance in an accounting context , 1988 .

[70]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[71]  H. Simon,et al.  A Behavioral Model of Rational Choice , 1955 .

[72]  J. Shanteau.  Psychological characteristics and strategies of expert decision makers , 1988 .

[73]  J. Anderson,et al.  Automaticity and the ACT* theory. , 1992, The American journal of psychology.

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

[75]  A. Tversky.  Elimination by aspects: A theory of choice. , 1972 .

[76]  B. Hayes-Roth.  Flexibility in Executive Strategies. , 1980 .

[77]  Douglas B. Lenat,et al.  Designing a rule system that searches for scientific discoveries , 1977, SGAR.

[78]  A. Battersby.  Plans and the Structure of Behavior , 1968 .

[79]  Peter Essens,et al.  COADE: A Framework for Cognitive Analysis, Design, and Evaluation. , 1995 .

[80]  H. J. Einhorn,et al.  Cognitive processes in choice and decision behavior , 1979 .

[81]  K. Holyoak,et al.  Schema induction and analogical transfer , 1983, Cognitive Psychology.

[82]  Roger C. Schank,et al.  SCRIPTS, PLANS, GOALS, AND UNDERSTANDING , 1988 .

[83]  Robert W. Weisberg,et al.  Problem solving and creativity , 1988 .

[84]  Kate Ehrlich,et al.  Knowledge and processes in the comprehension of computer programs. , 1988 .

[85]  J. Shaoul.  Human Error , 1973, Nature.

[86]  D W Massaro,et al.  Information processing models: microscopes of the mind. , 1993, Annual review of psychology.

[87]  Effects of Partial Analogies on Solving an Ill-Defined Problem , 1991 .

[88]  T. Salthouse.  Expertise as the circumvention of human processing limitations. , 1991 .

[89]  James Shanteau,et al.  Concepts in judgement and decision research: Definitions, sources, interrelations, comments , 1981 .

[90]  L. Birnbaum,et al.  The transfer of experience across planning domains through the acquisition of abstract strategies , 1988 .

[91]  Amitava Dutta,et al.  Reasoning with imprecise knowledge to enhance intelligent decision support , 1989, IEEE Trans. Syst. Man Cybern..

[92]  Simon French,et al.  Applied Decision Analysis. , 1985 .

[93]  Kenneth Kotovsky,et al.  Complex Information Processing: The Impact of Herbert A. Simon , 1989 .

[94]  Henry Montgomery,et al.  Information search and evaluative processes in decision making: A computer based process tracing study , 1984 .

[95]  Thomas R. Hinrichs.  Problem Solving in Open Worlds , 1992 .

[96]  C. Thronesbery,et al.  Metamemory through the Adult Life Span. , 1979 .

[97]  K. Holyoak,et al.  Analogical problem solving , 1980, Cognitive Psychology.

[98]  P. Johnson-Laird,et al.  The Blackwell dictionary of cognitive psychology , 1990 .

[99]  Roger J. Volkema,et al.  Problem complexity and the formulation process in planning and design , 1988 .

[100]  Mark S. Cohen.  Three paradigms for viewing decision biases , 1993 .

[101]  P. Johnson-Laird,et al.  Psychology of Reasoning: Structure and Content , 1972 .

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

[103]  J. Metcalfe,et al.  Recognition failure and the composite memory trace in CHARM. , 1991, Psychological review.

[104]  William Rogers,et al.  A principled approach to the measurement of situation awareness in commercial aviation , 1992 .

[105]  Eric J. Johnson,et al.  Expertise and decision under uncertainty: Performance and process. , 1988 .

[106]  J. Baron.  Thinking and Deciding , 2023 .

[107]  Robert J. Sternberg,et al.  The Psychology of human thought , 1988 .

[108]  J. Klayman,et al.  Confirmation, Disconfirmation, and Informa-tion in Hypothesis Testing , 1987 .

[109]  Robert P. Abelson,et al.  Conjunctive explanations: When two reasons are better than one. , 1984 .

[110]  John D. Bransford,et al.  New approaches to instruction: because wisdom can't be told , 1989 .

[111]  A. K. Basu.  A Theory of Decision-Making , 1973, The Journal of Sociology & Social Welfare.

[112]  Janet E. Davidson,et al.  The role of metacognition in problem solving , 1994 .

[113]  R. A. Carlson,et al.  Acquisition of a problem-solving skill : levels of organization and use of working memory , 1990 .

[114]  L. Squire,et al.  The structure and organization of memory. , 1993, Annual review of psychology.

[115]  Nancy E. Reed,et al.  Practical Reasoning , 1996, Lecture Notes in Computer Science.

[116]  R. Dawes.  SOCIAL SELECTION BASED ON MULTIDIMENSIONAL CRITERIA. , 1964, Journal of abnormal psychology.

[117]  Kurt VanLehn,et al.  Repair Theory: A Generative Theory of Bugs in Procedural Skills , 1980, Cogn. Sci..

[118]  Y. Anzai.  Learning and use of representations for physics expertise , 1991 .

[119]  Valerie J. Shute,et al.  Taxonomy of Learning Skills , 1988 .

[120]  O. Svenson.  Eliciting and analyzing verbal protocols in process studies of judgment and decision making , 1989 .

[121]  I. Knez.  Interaction of data and hypotheses in probabilistic inference tasks : Rejection of the hypothesis sampling model? , 1991 .

[122]  J. Bransford,et al.  The ideal problem solver , 1984 .

[123]  Thomas Andre,et al.  Cognitive Classroom Learning: Understanding, Thinking, and Problem Solving , 1987 .

[124]  Hylton Boothroyd.  Image Theory: Decision Making in Personal and Organizational Contexts. , 1990 .

[125]  Components of intelligence or steps in routine procedures? , 1983, Cognition.

[126]  M. Levine.  Hypothesis behavior by humans during discrimination learning. , 1966, Journal of experimental psychology.

[127]  G. Klein,et al.  Decision Making in Action: Models and Methods , 1993 .

[128]  John R. Anderson,et al.  Cognitive principles in the design of computer tutors , 1984 .

[129]  Jim Q. Smith,et al.  Image Theory: Decision Making in Personal and Organizational Contexts. , 1991 .

[130]  Kathleen M. Galotti,et al.  Approaches to studying formal and everyday reasoning. , 1989 .

[131]  Gunilla A. Sundström,et al.  Process Tracing of Decision Making: An Approach for Analysis of Human-Machine Interactions in Dynamic Environments , 1991, Int. J. Man Mach. Stud..

[132]  W. Kintsch,et al.  Strategies of discourse comprehension , 1983 .

[133]  Benedict du Boulay,et al.  Nonadversary Problem Solving by Machine , 1989 .

[134]  Charles Vlek,et al.  TOWARDS A DYNAMIC STRUCTURAL THEORY OF DECISION BEHAVIOR - COMMENT , 1987 .

[135]  Joseph E. Robertshaw,et al.  Problem solving, a systems approach , 1978 .

[136]  T. O. Nelson,et al.  Why investigate metacognition , 1994 .

[137]  Raanan Lipshitz,et al.  Converging themes in the study of decision making in realistic settings. , 1993 .

[138]  Tim Shallice,et al.  Supervisory control of action and thought selection. , 1993 .

[139]  Paul J. Feltovich,et al.  Categorization and Representation of Physics Problems by Experts and Novices , 1981, Cogn. Sci..

[140]  G. Pitz,et al.  Judgment and decision: theory and application. , 1984, Annual review of psychology.

[141]  Gary Klein,et al.  Strategies of Decision Making , 1989 .

[142]  T. O. Nelson,et al.  Accuracy of feeling-of-knowing judgments for predicting perceptual identification and relearning. , 1984, Journal of experimental psychology. General.

[143]  John W. Payne,et al.  Contingent decision behavior. , 1982 .