Why we use models - Deepstash
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Why we use models

  • A model is just a series of calculations that abstractly represent some systems in the real world. We use models all the time.
  • We may work out the routes we could take to get to work at a specific time of the day. We use past data to make predictions about what we can expect in the future in a given set of circumstances.
  • As the volume of data and the number of variables increase, the computational task would increase.
  • Powerful models aim to forecast inherently unpredictable events and make use of machine learning to look for patterns in the data that would otherwise be missed.

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The accuracy of a model

You can never accurately predict what's going to happen. Some efforts come close.

For example, models looking at the weather can achieve more than 90% accuracy. But crises are about change, and a model working from historical data may miss a dramatic and new change.

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How people could respond to different situations

Knowing how people will respond in different situations is essential if you hope to keep them safe during a crisis. A type of simulation known as agent-based modelling attempts to understand interpersonal behaviours.

In stadiums, crowds of people can behave very differently depending ...

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Simulating a crisis

Simulating a crisis

Modeling systems are used to provide a better understanding of a bad situation and how to possibly prevent it.

Groups of researchers, teams of engineers and companies are dedicated to simulate a range of disasters to help us all be better prepared.

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Sometimes, all you need to do is look at things from a different perspective.

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Why We Make Poor Decisions

  • We’re not as rational as we think. 
  • We’re not prepared. We don’t understand the invariant ideas — the mental models — of how the world really works. 
  • We don’t gather the information we need. We make decisions based on our “g...

The Unpredictability Factor

Predictions are inherently inaccurate because in the time horizon of 10 to 12 years many other things happen which cannot be foreseen, and which cause all kinds of good and bad effects. Speculation is useful and starts interesting discussions (like death rate predictions and economic consequences...

Evaluating The Mental Models We Use

Evaluating The Mental Models We Use

Mental models are a set of ideas, which like an algorithm, shapes our perception and understanding of how the world operates.

And we need to evaluate the validity of these shortcuts and check the reliability of the mental models to ensure they are effective.

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