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Problem Solving & Decision Biases

Jul 1, 2025

Overview

This lecture covers common strategies for problem solving, definitions and differences between algorithms and heuristics, and typical obstacles and biases that can impede effective decision-making.

Problem-Solving Strategies

  • Problem solving requires clearly identifying the issue before applying strategies.
  • Trial and error involves trying different solutions until finding one that works.
  • Algorithms are step-by-step, formulaic procedures that guarantee a correct answer if followed precisely.
  • Heuristics are general mental shortcuts used to solve problems quickly but are not always accurate.
  • Working backwards starts from the desired goal and plans a path back to the current state.
  • Breaking a large task into smaller steps helps make complex problems manageable.

Everyday Problem Solving

  • Practice with puzzles (like sudoku) sharpens problem-solving skills.
  • Spatial or logic puzzles test the ability to use different strategies, such as thinking "outside the box."

Pitfalls to Problem Solving

  • A mental set is sticking to solutions that worked before, even if they're no longer effective.
  • Functional fixedness is the inability to see alternative uses for an object beyond its usual purpose.
  • Both mental set and functional fixedness can limit creativity and adaptability in problem resolution.
  • Functional fixedness occurs across cultures, regardless of exposure to specialized tools.

Decision-Making Biases

  • Anchoring bias is focusing too much on the first piece of information encountered.
  • Confirmation bias is seeking out information that supports your preexisting beliefs.
  • Hindsight bias is believing, after the fact, that an event was predictable.
  • Representative bias is unintentionally stereotyping someone or something based on existing categories.
  • Availability heuristic leads to decisions based on information that comes easily to mind, regardless of its accuracy.

Key Terms & Definitions

  • Algorithm — A precise, step-by-step problem-solving formula that always yields the correct answer when followed.
  • Heuristic — A general, efficient mental shortcut or strategy that simplifies problem solving.
  • Mental set — The tendency to approach problems using a previously successful method.
  • Functional fixedness — The inability to see new uses for familiar objects.
  • Anchoring bias — Overreliance on the first piece of information offered.
  • Confirmation bias — The tendency to notice and favor information that confirms one's beliefs.
  • Hindsight bias — The belief, after an event, that it was predictable.
  • Representative bias — Judging based on stereotypes rather than unique characteristics.
  • Availability heuristic — Relying on immediate examples that come to mind when evaluating a topic.

Action Items / Next Steps

  • Review examples of algorithms and heuristics in daily life.
  • Practice solving various logic and spatial puzzles to enhance problem-solving skills.
  • Watch linked videos on functional fixedness and cognitive biases for deeper understanding.