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In this approach, scientific discovery is treated as a form of problem-solving activity (Simon 1973; see also Newell and Simon 1971), whereby the systematic aspects of problem solving are studied within an information-processing framework.
Many aspects of problem solving involve inductive reasoning, or induction.
"For all content areas, practice allows students to achieve automaticity of basic skills — the fast, accurate and effortless processing of content information — which frees up working memory for more complex aspects of problem solving," the report said.
Computational complexity deals precisely with the quantitative aspects of problem solving.
Technologists, more than engineers, deal with human needs as well as economic, social, cultural or environmental aspects of problem solving and new product development.
Autor and Dorn suggest that middle-class careers will expand in sectors that require manual skills and the capacity of interacting with other humans, together with more abstract aspects of problem solving.
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It can be speculated that education in these countries is more geared towards math education and modelling processes in mathematical scenarios, whilst the aspect of problem solving in science is less emphasised (Janssen and Geiser [2012]).
For example, a STEAM problem focused on a spacecraft safely re-entering the earth's atmosphere might have students take on the role of manager, mission control expert, ground controller, and astronomer, with each bringing a different aspect of problem solving to the collaboration, creating a need to have a discussion focused on multiple disciplines.
This second aspect of problem solving emphasizes the levels of cognitive functioning or expert-like skills necessary for solving the problem.
The essence of the story is the same: Let the machines contribute their ability to solve what you can mechanize, but recognize that for the foreseeable future there are aspects of all kinds of problem solving that require a human touch.
Work through the stages of problem solving.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com