Introduction to decision-making

Demystifying Decision Science

Akshay Swaminathan

PD Soros Fellow at Stanford University School of Medicine

Decision Science in action

Decision Science impacts many domains:

  • Business: Determining successful product launches
  • Healthcare: Developing personalized treatment plans

In this video, we'll explore:

  • Data-driven decision-making tools and techniques
  • Methods to solve complex problems effectively
  • Frameworks to facilitate a systematic approach to decision-making
Demystifying Decision Science

Applying decision-making frameworks

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Scenario:

  • Job A: Higher salary, requires relocation
  • Job B: Lower salary, better work-life balance

 

Decision-making challenge:

  • Gut feeling versus structured evaluation
  • Systematic assessment of pros and cons
Demystifying Decision Science

Decision trees

 

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A structured, tree-like decision framework

  • Applicable to a variety of problems
  • Can include probabilities and uncertainties
  • Provides a visual representation of the decision
Demystifying Decision Science

Expected value

 

 

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  • Expected value: Calculates the average outcome considering probabilities of outcomes

  • Example: Investing in a startup

    • Success: substantial returns
    • Failure: financial loss
    • Expected value clarifies the overall worth of the investment
  • Importance in decision trees:

    • Enables informed, strategically optimized decisions
Demystifying Decision Science

Game theory

 

  • Analyzes strategic interactions
  • Outcomes depend on decisions of multiple individuals
  • Used in economics, politics, biology

Used to understand how individuals make decisions in competitive situations

A/B testing

 

  • Experimental approach comparing outcomes between groups
  • Randomly assigns participants to different conditions
  • Commonly used in marketing, web design, product development

Used to test which choice is likely to succeed

Demystifying Decision Science

Let's practice!

Demystifying Decision Science

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