Cited by 296Teaching and Learning ProgrammingHistory of Computing TechnologiesComputability, Logic, AI Algorithms

Computational Thinking

Denning, Peter J., Tedre, Matti·2019·The MIT Press eBooks

Abstract

An introduction to computational thinking that traces a genealogy beginning centuries before the digital computer. A few decades into the digital era, scientists discovered that thinking in terms of computation made possible an entirely new way of organizing scientific investigation; eventually, every field had a computational branch: computational physics, computational biology, computational sociology. More recently, “computational thinking” has become part of the K–12 curriculum. But what is computational thinking? This volume in the MIT Press Essential Knowledge series offers an accessible overview, tracing a genealogy that begins centuries before digital computers and portraying computational thinking as pioneers of computing have described it. The authors explain that computational thinking (CT) is not a set of concepts for programming; it is a way of thinking that is honed through practice: the mental skills for designing computations to do jobs for us, and for explaining and interpreting the world as a complex of information processes. Mathematically trained experts (known as “computers”) who performed complex calculations as teams engaged in CT long before electronic computers. The authors identify six dimensions of today's highly developed CT—methods, machines, computing education, software engineering, computational science, and design—and cover each in a chapter. Along the way, they debunk inflated claims for CT and computation while making clear the power of CT in all its complexity and multiplicity.

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Crossref · 10.7551/mitpress/11740.001.0001

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Authors
Denning, P. J., & Tedre, M.
Venue
The MIT Press eBooks
Publisher
The MIT Press
Published
2019-05-14
OpenAlex
W2998595140
Cited by
296
References
0
Citations by year
2026: 35 · 2025: 30 · 2024: 48 · 2023: 34 · 2022: 43 · 2021: 44 · 2020: 21 · 2019: 40 · 2012: 1
FWCI
49.73
Type
book
Language
en
Open access
closed
Locations
The MIT Press eBooks (publishedVersion)
Topics
  • Physical Sciences › Computer Science › Computer Science Applications › Teaching and Learning Programming
  • Physical Sciences › Computer Science › Computer Science Applications › History of Computing Technologies
  • Physical Sciences › Computer Science › Computational Theory and Mathematics › Computability, Logic, AI Algorithms
Keywords
computational thinking, history of computing, scientific computing, computing education, software engineering, computational design, computational methods, computational biology, computational physics, computational sociology, K-12 curriculum, information processes

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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

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