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DS Skills Lab 02

Nuthin’ but a B thang

Dr Danielle Evans

3 Oct 2024

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Overview

  • 1-Predictor Model

  • 2-Predictor Model

  • KahootR!












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Overview

  • 1-Predictor Model

  • 2-Predictor Model

  • KahootR!












Demo! Let's start on the Posit Cloud!

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A Little DetouR

  • So we'll often use the phrase 'per unit change in our predictor' when talking about the results of our model

    • But what does this actually mean?!
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A Little DetouR

  • So we'll often use the phrase 'per unit change in our predictor' when talking about the results of our model

    • But what does this actually mean?!
  • Well, each variable is measured in it's own units, this could be things like:

    • Metres

    • Beats per minute

    • Reaction times in milliseconds

    • A 5-point scale etc...

  • The 'per unit change in our predictor', just means, as our predictor changes by 1-unit (1 metre, 1 bpm, 1 millisecond or 1 scale point), our outcome changes by b1 units of whatever that variable is measured in

    • The b1 is the estimate for our predictor...
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Beauty Is In The Eye Of The Beta

  • So with our instructor beauty study, we found that our b1 was 0.13

  • Meaning that a unit increase in instructor beauty, equates to a unit change of 0.13 in teacher ratings

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Beauty Is In The Eye Of The Beta

  • So with our instructor beauty study, we found that our b1 was 0.13

  • Meaning that a unit increase in instructor beauty, equates to a unit change of 0.13 in teacher ratings

  • So if beauty was measured on a 5-point scale:

  • So even if we somehow increased my beauty score by 4 points (i.e., the entire scale!), my teaching evaluation score would only increase by 0.52 points (4 * 0.13) on the evaluation scale
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A Little DetouR

Click me! 🐣
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Final RemindRs

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KahootR!

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Overview

  • 1-Predictor Model

  • 2-Predictor Model

  • KahootR!












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