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Understanding the Importance of Modeling for Decision-Making and Insight

This text explores the essential role of modeling as a representation or simulation of phenomena. It highlights why modeling is necessary, including its ability to enhance decision-making by managing complexity, tracking multiple variables, and generating outcome values for evaluation. Through modeling, we can gain valuable insights into relationships among variables, making long-term planning feasible and improving understanding of complex situations. Moreover, models aid in presentations by clarifying assumptions and fostering structured discussions, leading to informed choices and enhanced communication.

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Understanding the Importance of Modeling for Decision-Making and Insight

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  1. Why Model? By the way …. A model is a representation, abstraction, or a simulation of a phenomenon that we are trying to understand.

  2. Why Model? • Necessity • To Make Better Decisions • Gain Better Insight • Aid to Presentations / Communication • Support Intuition

  3. Why is modeling a necessity? • Limitations of the human mind (can process only a few issues). • Difficult to keep track of several variables at a time. • Modeling is a small effort compared to the magnitude of the outcome. • Need to generate values of outcome to be able to evaluate various choices (decisions).

  4. Can models help make better decisions? • Many relevant facts accounted for .. • Impact of each variable (on outcome) can be measured. • Many relationships among variables can be made explicit. • Can look into longer time frames (planning) • Can perform sensitivity and goal-seeking analyses.

  5. Can models improve insight into phenomenon? • Complexity seems manageable. • Learn structure of the phenomenon / situation. • Understand the anatomy of the problem. • Extend understanding to other similar domains. • Improves confidence.

  6. Aid to presentations / communication • Beliefs about relationships made explicit. • Means to test assumptions / beliefs. • Demonstrate more comprehensive understanding. • Lead more structured discussions, be able to address specifics in the context of the “big picture” • As a basis to determine newer needs ...

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