Allan M. Collins

  • Professor Emeritus of Learning Sciences, Northwestern University

[email protected]

scholar.google.com/citations?user=q6Kzly0AAAAJ

Impact Metrics
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Total Citations
5
PR Journals
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Top Conf
8
Other Works
Awards & Honors
Fellow

American Association for the Advancement of Science (AAAS)

Fellow

Cognitive Science Society

Fellow

American Educational Research Association (AERA)

2008
Elected Member

National Academy of Education

1992
Fellow

Association for the Advancement of Artificial Intelligence (AAAI)

1990
Sloan Fellowship

Alfred P. Sloan Foundation

1980
John Simon Guggenheim Memorial Foundation Fellowship

John Simon Guggenheim Memorial Foundation

1974
Past Positions

Visiting Senior Lecturer, Harvard Graduate School of Education

2005–2006

Visiting Scholar, Harvard Graduate School of Education

2001–2005

Professor of Education and Social Policy (Learning Sciences), Northwestern University

1989–2005

Research Professor, School of Education, Boston College

1998–2002

Principal Scientist, BBN Technologies (Bolt Beranek and Newman)

1982–2000

Co-Director, U.S. Department of Education – Center for Technology in Education (CTE)

1991–1994

Senior Scientist, BBN Technologies (Bolt Beranek and Newman)

1967–1982
Education
PhD, Cognitive Psychology
University of Michigan (1970)
MA, Communication Sciences
University of Michigan (1961)
BBA, Accounting
University of Michigan (1959)
Biography

Professor Emeritus of Learning Sciences at Northwestern University’s School of Education and Social Policy, noted for foundational contributions to cognitive apprenticeship, situated learning, intelligent tutoring systems, and design-based research. He is a member of the National Academy of Education and a fellow of AAAI, AERA, AAAS, and the Cognitive Science Society; earlier he served as founding editor of Cognitive Science and first chair of the Cognitive Science Society. From 1991–1994 he co-directed the U.S. Department of Education’s Center for Technology in Education. His recent books include What’s Worth Teaching? and (with Richard Halverson) Rethinking Education in the Age of Technology. citeturn1search1turn1search3turn22search5

Theories & Frameworks
Cognitive Apprenticeship

An instructional framework that adapts apprenticeship methods to cognitive domains by making expert processes visible and situating learning in authentic activity. It emphasizes modeling, coaching, scaffolding, articulation, reflection, and exploration.

Introduced: 1989
Epistemic Forms and Games

A framework that identifies target knowledge structures (epistemic forms) and strategic moves (epistemic games) learners use to organize inquiry, supporting analysis of structure, function, and process in complex domains.

Introduced: 1993
Design‑Based Research (Design Experiments)

An approach to studying learning in natural settings through iterative design, enactment, analysis, and redesign of innovations to develop and refine theory and practice.

Introduced: 1992
Research Interests
  • Assessment
  • Cognitive Apprenticeship
  • Design-Based Research
  • Intelligent Tutoring Systems
  • Learning Communities
  • Learning Sciences
  • Situated Learning
Peer-reviewed Journal Articles & Top Conference Papers
5

Journal of Computer Assisted Learning • Journal

Allan M. Collins

Synthesizes arguments from Rethinking Education in the Age of Technology to examine tensions between traditional schooling and digital media. Reviews prospects and challenges of technology-enabled learning and stresses the need for coherent models to guide educational transformation.

Journal of the Learning Sciences • Journal

Allan M. Collins

Introduces design research as an evolution of early “design experiments” for studying and refining educational innovations in real settings. Clarifies goals, relationships to other methodologies, and provides examples and guidelines for conducting rigorous, iterative studies that both improve designs and contribute to theory.

Educational Psychologist • Journal

Allan M. Collins

Defines epistemic forms as target knowledge structures that guide inquiry (e.g., lists, matrices, causal maps) and epistemic games as strategies for filling them out. Details one such game and overviews a catalog of games that support structural, functional, and process analyses to foster disciplined inquiry.

Educational Researcher • Journal

Allan M. Collins

Argues that knowledge is fundamentally situated—shaped by the activity, context, and culture in which it is developed and used. Critiques school practices that detach concepts from use, and proposes cognitive apprenticeship as a model that honors the social and practical nature of knowing. Illustrates the approach with mathematics teaching examples that make expert practices visible and meaningful.

Educational Researcher • Journal

Allan M. Collins

Introduces the idea of systemic validity—tests should induce instructional and curricular changes that cultivate the very competencies they aim to measure. Analyzes features that support systemic validity and offers design principles for assessment systems, illustrated through a student assessment design example.

Other Works
8

Teachers College Press • Book

Allan M. Collins

Examines how digital technologies are transforming learning in and beyond schools and argues for reimagining schooling to leverage new media and “anytime, anywhere” learning. Provides a balanced account of opportunities and challenges and offers practical guidance for curriculum, assessment, equity, and leadership in a technological world.

Teachers College Press • Book

Richard Halverson, Allan M. Collins

Synthesizes how digital technologies are reshaping learning in and out of school and proposes ways schools can adapt. The book contrasts enthusiast vs. skeptic arguments, traces the evolution of American schooling, and offers design‑oriented recommendations for assessment, curriculum, equity, and policy to align schooling with 21st‑century learning opportunities.

Teachers College Press • Book

Allan M. Collins

Proposes criteria for deciding what knowledge and skills matter today and outlines a curriculum aligned with the demands of a networked, technology-rich society. Argues for cultivating flexible, self-directed learners and details implications for literacy, STEM, and redesigning schools to prepare students for complex, changing contexts.

NASSP Bulletin • Journal

Allan M. Collins

Describes the learning‑communities approach in which classrooms cultivate shared goals, distributed expertise, and collective knowledge building. Highlights how networks and partnerships beyond the classroom can extend participation and support lifelong learning.

New Directions in Educational Technology (Springer) • Chapter

Allan M. Collins

Calls for a cumulative “design science” that synthesizes research on educational technology and develops methodologies for design experiments. Outlines how systematic study of technology-rich learning environments can yield transferable principles for introducing and sustaining innovations in schools.

American Educator • Journal

Allan M. Collins

Presents cognitive apprenticeship as a classroom model that adapts apprenticeship methods to cognitive skills, emphasizing modeling, coaching, scaffolding, articulation, reflection, and exploration. Shows how making expert reasoning visible helps students appropriate strategies in reading, writing, and mathematics.

Center for the Study of Reading, University of Illinois at Urbana–Champaign • Report

Allan M. Collins

Argues that computers enable resource‑intensive learning environments aligned with cognitive apprenticeship. Emphasizes modeling, coaching, performance reflection, articulation, and the value of situating knowledge in authentic contexts; contends that technology can make such learning scalable and cost‑effective.

Knowing, Learning, and Instruction: Essays in Honor of Robert Glaser (Lawrence Erlbaum) • Chapter

Allan M. Collins

Articulates the cognitive apprenticeship framework: adapting apprenticeship to cognitive domains by making tacit expert processes visible, situating tasks, sequencing experiences, and shaping the learning culture. Describes methods and classroom cases in reading, writing, and mathematics.