Learning to Think Mathematically: Problem Solving, Metacognition, and Sense Making in Mathematics (Reprint)

The goals of this chapter are (1) to outline and substantiate a broad conceptualization of what it means to think mathematically, (2) to summarize the literature relevant to understanding mathematical thinking and problem solving, and (3) to point to new directions in research, development, and assessment consonant with an emerging understanding of mathematical thinking and the goals for instruction outlined here. The use of the phrase “learning to think mathematically” in this chapter’s title is deliberately broad. Although the original charter for this chapter was to review the literature on problem solving and metacognition, the literature itself is somewhat ill defined and poorly grounded. As the literature summary will make clear, problem solving has been used with multiple meanings that range from “working rote exercises” to “doing mathematics as a professional”; metacognition has multiple and almost disjoint meanings (from knowledge about one’s thought processes to self-regulation during problem solving) that make it difficult to use as a concept. This chapter outlines the various meanings that have been ascribed to these terms and discusses their role in mathematical thinking. The discussion will not have the character of a classic literature review, which is typically encyclopedic in its references and telegraphic in its discussions of individual papers or results. It will, instead, be selective and illustrative, with main points illustrated by extended discussions of pertinent examples. Problem solving has, as predicted in the 1980 Yearbook of the National Council of Teachers of Mathematics (Krulik, 1980, p. xiv), been the theme of the 1980s. The decade began with NCTM’s widely heralded statement, in its Agenda for Action, that “problem solving must be the focus of school mathematics” (NCTM, 1980, p. 1). It concluded with the publication of Everybody Counts (National Research Council, 1989) and the Curriculum and Evaluation Standards for School Mathematics (NCTM, 1989), both of which emphasize problem solving. One might infer, then, that there is general acceptance of the idea that the primary goal of mathematics instruction should be to have students become competent problem solvers. Yet, given the multiple interpretations of the term, the goal is hardly clear. Equally unclear is the role that problem solving, once adequately characterized, should play in the larger context of school mathematics. What are the goals for mathematics instruction, and how does problem solving fit within those goals? Such questions are complex. Goals for mathematics instruction depend on one’s conceptualization of what mathematics is, and what it means to understand mathematics. Such conceptualizations vary widely. At one end of the spectrum, mathematical knowledge is seen as a body of facts and procedures dealing with quantities, magnitudes, and forms, and the relationships among them; knowing mathematics is seen as having mastered these facts and procedures. At the other end of the spectrum, mathematics is conceptualized as the “science of patterns,” an (almost) empirical discipline closely akin to the sciences in its emphasis on pattern-seeking on the basis of empirical evidence. The author’s view is that the former perspective trivializes mathematics; that a curriculum based on mastering a corpus of mathematical facts and procedures is severely impoverished—in much the same way that an English curriculum would be considered impoverished if it focused largely, if not exclusively, on issues of grammar. The author characterizes the mathematical enterprise as follows:

[1]  K. HAAS Mental Arithmetic , 1891, Nature.

[2]  E. Thorndike,et al.  The influence of improvement in one mental function upon the efficiency of other functions. (I). , 1901 .

[3]  Edward L. Thorndike,et al.  Mental Discipline in High School Studies. , 1924 .

[4]  G. Pólya,et al.  Aufgaben und Lehrsätze aus der Analysis , 1926, Mathematical Gazette.

[5]  J. Piaget The Language and Thought of the Child , 1927 .

[6]  J. Piaget The Child's Conception of Physical Causality , 1927 .

[7]  Helly Aufgaben und Lehrsätze aus der Analysis , 1928 .

[8]  I. Pavlov,et al.  Lectures on conditioned reflexes , 1928 .

[9]  Edwin W. Schreiber The National Council of Teachers of Mathematics , 1936 .

[10]  J. Hadamard,et al.  The Psychology of Invention in the Mathematical Field. , 1945 .

[11]  F. O. Bastos,et al.  [Behaviorism]. , 1953, Gazeta medica portuguesa.

[12]  George Polya,et al.  Induction and Analogy in Mathematics , 1954 .

[13]  J. Piaget The construction of reality in the child , 1954 .

[14]  R. Peters,et al.  Brett's history of psychology , 1955 .

[15]  G. Polya,et al.  Mathematics and Plausible Reasoning. Volume I, Induction and Analogy in Mathematics. Volume II, Patterns of Plausible Inference. , 1955 .

[16]  G. A. Miller THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

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

[18]  Robert Liebendorfer Mind, self and society , 1960 .

[19]  Marvin Minsky,et al.  Steps toward Artificial Intelligence , 1995, Proceedings of the IRE.

[20]  G. Ryle,et al.  The concept of mind. , 2004, The International journal of psycho-analysis.

[21]  B. Bloom,et al.  Taxonomy of Educational Objectives. Handbook I: Cognitive Domain , 1966 .

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

[23]  Jean Piaget,et al.  The child's conception of time; , 1969 .

[24]  John H. Flavell,et al.  Developmental changes in memorization processes , 1970 .

[25]  MAURICE CROSLAND,et al.  Foundations of Science , 1970, Nature.

[26]  Donald A. Norman,et al.  1 – Introduction: Models of Human Memory , 1970 .

[27]  R. M. Suinn,et al.  The MARS, a measure of mathematics anxiety: psychometric data. , 1972, Journal of clinical psychology.

[28]  Earl D. Sacerdoti,et al.  Planning in a Hierarchy of Abstraction Spaces , 1974, IJCAI.

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

[30]  Mark H. Lee From dissertation abstracts international , 1974, COMG.

[31]  Marvin Minsky,et al.  A framework for representing knowledge , 1974 .

[32]  John F. Lucas,et al.  The Teaching of Heuristic Problem-Solving Strategies in Elementary Calculus. , 1974 .

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

[34]  Earl Hunt THE SCOPE OF ARTIFICIAL INTELLIGENCE , 1975 .

[35]  Vadim Andreevich Krutet︠s︡kiĭ The Psychology of Mathematical Abilities in Schoolchildren , 1976 .

[36]  J. Flavell Metacognitive aspects of problem solving , 1976 .

[37]  John R. Anderson Language, Memory, and Thought , 1976 .

[38]  Mary Grace Kantowski PROCESSES INVOLVED IN MATHEMATICAL PROBLEM SOLVING , 1977 .

[39]  S. Tobias Overcoming Math Anxiety , 1978 .

[40]  Imre Lakatos,et al.  Mathematics, science and epistemology: Indexes , 1978 .

[41]  John Seely Brown,et al.  Diagnostic Models for Procedural Bugs in Basic Mathematical Skills , 1978, Cogn. Sci..

[42]  A. D. D. Groot Thought and Choice in Chess , 1978 .

[43]  G. Pólya,et al.  Mathematics and Plausible Reasoning: Vol. I: Induction and Analogy in Mathematics , 1979 .

[44]  W. V. Grant,et al.  Digest of Education Statistics, 1982. , 1980 .

[45]  Edward A. Silver,et al.  STUDENT PERCEPTIONS OF RELATEDNESS AMONG MATHEMATICAL VERBAL PROBLEMS , 1979 .

[46]  Barbara Hayes-Roth,et al.  A Cognitive Model of Planning , 1979, Cogn. Sci..

[47]  Walter Secada,et al.  Some theoretical issues in mathematics education : papers from a research presession , 1979 .

[48]  Geoffrey Howson,et al.  Critical Variables In Mathematics Education , 1980, The Mathematical Gazette.

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

[50]  H. Bauersfeld,et al.  Hidden dimensions in the so-called reality of a mathematics classroom , 1980 .

[51]  John R. Anderson Cognitive Psychology and Its Implications , 1980 .

[52]  Thomas P. Carpenter,et al.  RESULTS OF THE SECOND NAEP MATHEMATICS ASSESSMENT: SECONDARY SCHOOL , 1980 .

[53]  Robert E. Reys,et al.  Problem Solving in School Mathematics , 1980 .

[54]  K. A. Ericsson,et al.  Verbal reports as data. , 1980 .

[55]  Paul R. Halmos,et al.  The Heart of Mathematics. , 1980 .

[56]  Edward A. Silver,et al.  Recall of Mathematical Problem Information: Solving Related Problems. , 1981 .

[57]  A. Newell The heuristic of George Polya and its relation to artificial intelligence , 1981 .

[58]  John R. Weisz,et al.  Perceived Personal Control and Academic Achievement , 1981 .

[59]  Philip J. Davis,et al.  The Mathematical Experience , 1982 .

[60]  Herbert A. Simon,et al.  Information-processing models of cognition , 1981, J. Am. Soc. Inf. Sci..

[61]  Thomas A. Romberg,et al.  Problem-solving studies in mathematics , 1981 .

[62]  David P. Gardner,et al.  A Nation at Risk: The Imperative for Educational Reform , 1983, The Elementary School Journal.

[63]  N. Cocchiarella,et al.  Situations and Attitudes. , 1986 .

[64]  Marilyn Zweng Proceedings of the Fourth International Congress on Mathematical Education , 1983 .

[65]  Walter F. Bischof,et al.  Methods of heuristics , 1983 .

[66]  Alan H. Schoenfeld,et al.  Problem Solving in the Mathematics Curriculum. A Report, Recommendations, and an Annotated Bibliography. MAA Notes, Number 1. , 1983 .

[67]  Peter J. Denning,et al.  A nation at risk: the imperative for educational reform , 1983, CACM.

[68]  Ann L. Brown,et al.  Reciprocal Teaching of Comprehension-Fostering and Comprehension-Monitoring Activities , 1984 .

[69]  Edward A. Silver,et al.  Teaching and Learning Mathematical Problem Solving : Multiple Research Perspectives , 1985 .

[70]  Thomas J. Cooney A Beginning Teacher's View of Problem Solving. , 1985 .

[71]  Edward A. Silver,et al.  Many Voices, Many Views , 1985, Journal for Research in Mathematics Education.

[72]  Susan S. Stodolsky,et al.  Telling math: Origins of math aversion and anxiety. , 1985 .

[73]  Michael I. Posner,et al.  Cognitive Psychology and Its Implications. 2nd ed. , 1985 .

[74]  Joe Garofalo,et al.  Metacognition, Cognitive Monitoring, and Mathematical Performance. , 1985 .

[75]  Philip Kitcher,et al.  The Nature of Mathematical Knowledge. , 1985 .

[76]  J. Hiebert Conceptual and procedural knowledge : the case of mathematics , 1987 .

[77]  B. Skinner Is it behaviorism? , 1986, Behavioral and Brain Sciences.

[78]  J. Stigler,et al.  Mathematics achievement of Chinese, Japanese, and American children. , 1986, Science.

[79]  James Hiebert Missing Links@@@Conceptual and Procedural Knowledge: The Case of Mathematics , 1987 .

[80]  Alan H. Schoenfeld,et al.  Pólya, Problem Solving, and Education , 1987 .

[81]  R. W. Burchfield,et al.  The Compact edition of the Oxford English dictionary : complete text reproduced micrographically , 1987 .

[82]  A. Brown Metacognition, executive control, self-regulation, and other more mysterious mechanisms , 1987 .

[83]  J. Dossey,et al.  The Underachieving Curriculum : Assessing U. S. School Mathematics from an International Perspective , 1987 .

[84]  Edward A. Silver,et al.  Foundations of cognitive theory and research for mathematics problem-solving instruction. , 1987 .

[85]  Claude Janvier Problems of representation in the teaching and learning of mathematics , 1987 .

[86]  Nicolas Balacheff Dévolution d'un problème et construction d'une conjecture, le cas de la somme des angles d'un triangle , 1987 .

[87]  Deborah Loewenberg Ball,et al.  Knowledge and reasoning in mathematical pedagogy : examining What prospective teachers bring to teacher education. (Volumes I and II) , 1988 .

[88]  Edward A. Silver,et al.  The teaching and assessing of mathematical problem solving , 1988 .

[89]  Daniel Alibert,et al.  Towards New Customs in the Classroom. , 1988 .

[90]  Ina V. S. Mullis,et al.  The Mathematics Report Card: Are We Measuring Up? Trends and Achievement Based on the 1986 National Assessment. , 1988 .

[91]  Michelle Perry,et al.  Cross-cultural studies of mathematics teaching and learning: Recent findings and new directions , 1988 .

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

[93]  C. Hirsch Curriculum and Evaluation Standards for School Mathematics , 1988 .

[94]  L. Steen The Science of Patterns , 1988, Science.

[95]  Alan H. Schoenfeld,et al.  When Good Teaching Leads to Bad Results: The Disasters of 'Well-Taught' Mathematics Courses , 1988 .

[96]  L. Resnick Treating Mathematics as an Ill-Structured Discipline. , 1988 .

[97]  Ralph T. Putnam Alternative Perspectives on Knowing Mathematics in Elementary Schools. Elementary Subjects Center Series No. 11. , 1989 .

[98]  Frank K. Lester,et al.  The Role of Metacognition in Mathematical Problem Solving: A Study of Two Grade Seven Classes. Final Report. , 1989 .

[99]  A. Collins,et al.  Situated Cognition and the Culture of Learning , 1989 .

[100]  Sigrid Wagner,et al.  Research Issues in the Learning and Teaching of Algebra. Research Agenda for Mathematics Education. Volume 4. , 1989 .

[101]  G Tiberghien,et al.  Models of human memory. , 1989, Archives of gerontology and geriatrics. Supplement.

[102]  Denis Newman,et al.  The Construction Zone: Working for Cognitive Change in School , 1989 .

[103]  Carolyn Kieran,et al.  Research Issues in the Learning and Teaching of Algebra , 1989 .

[104]  Alan H. Schoenfeld,et al.  Ideas in the air: Speculations on small group learning, environmental and cultural influences on cognition, and epistemology , 1989 .

[105]  Penelope L. Peterson,et al.  Teachers' Pedagogical Content Beliefs in Mathematics , 1989 .

[106]  Douglas B. McLeod,et al.  Affect and Mathematical Problem Solving , 1989 .

[107]  Douglas B. McLeod,et al.  Affect and mathematical problem solving : a new perspective , 1989 .

[108]  Alan H. Schoenfeld,et al.  Explorations of Students' Mathematical Beliefs and Behavior. , 1989 .

[109]  Magdalene Lampert,et al.  When the Problem Is Not the Question and the Solution Is Not the Answer: Mathematical Knowing and Teaching , 1990 .

[110]  Alan H. Schoenfeld A Source book for college mathematics teaching : a report from the MAA Committee on the Teaching of Undergraduate Mathematics , 1990 .

[111]  H. Skinner,et al.  An agenda for action. , 1990, CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne.

[112]  Etienne Wenger,et al.  Situated Learning: Legitimate Peripheral Participation , 1991 .

[113]  A. Schoenfeld On mathematics as sense-making: An informal attack on the unfortunate divorce of formal and informal mathematics. , 1991 .

[114]  Philip Wong Metacognition in Mathematical Problem Solving , 1992 .

[115]  L. Wiener,et al.  The Nature of Proof , 1992 .

[116]  H. A. Buckmaster Teaching problem solving , 1993 .

[117]  Thomas D. Snyder,et al.  Digest of Education Statistics , 1994 .

[118]  A. Schoenfeld Reflection on Doing and Teaching Mathematics , 2016 .