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.nojekyll

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data-design.html

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<p>No! Some previous research tells us that using sunscreen actually reduces skin cancer risk, so maybe there is another variable that can explain this hypothetical association between sunscreen usage and skin cancer, as shown in <a href="#fig-sun-causes-cancer" class="quarto-xref">Figure&nbsp;<span>2.7</span></a>. One important piece of information that is absent is sun exposure. If someone is out in the sun all day, they are more likely to use sunscreen <em>and</em> more likely to get skin cancer. Exposure to the sun is unaccounted for in the simple observational investigation.</p>
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<div id="fig-sun-causes-cancer" class="quarto-float quarto-figure quarto-figure-center anchored" data-fig-align="center" alt="Three boxes are shown in a triangle arrangement representing: sun exposure, using sunscreen, and skin cancer. A solid arrow connects sun exposure as a causal mechanism to using sunscreen; a solid arrow also connects sun exposure as a causal mechanism to skin cancer. A questioning arrow indicates that the causal effect of using sunscreen on skin cancer is unknown. ">
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<div id="fig-sun-causes-cancer" class="quarto-float quarto-figure quarto-figure-center anchored" alt="Three boxes are shown in a triangle arrangement representing: sun exposure, using sunscreen, and skin cancer. A solid arrow connects sun exposure as a causal mechanism to using sunscreen; a solid arrow also connects sun exposure as a causal mechanism to skin cancer. A questioning arrow indicates that the causal effect of using sunscreen on skin cancer is unknown. " data-fig-align="center">
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<figure class="quarto-float quarto-float-fig figure"><div aria-describedby="fig-sun-causes-cancer-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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<a href="data-design_files/figure-html/fig-sun-causes-cancer-1.png" class="lightbox" data-gallery="quarto-lightbox-gallery-7" title="Figure&nbsp;2.7: Sun exposure may be the root cause of both sunscreen use and skin cancer."><img src="data-design_files/figure-html/fig-sun-causes-cancer-1.png" class="img-fluid quarto-figure quarto-figure-center figure-img" style="width:60.0%" alt="Three boxes are shown in a triangle arrangement representing: sun exposure, using sunscreen, and skin cancer. A solid arrow connects sun exposure as a causal mechanism to using sunscreen; a solid arrow also connects sun exposure as a causal mechanism to skin cancer. A questioning arrow indicates that the causal effect of using sunscreen on skin cancer is unknown. "></a>
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foundations-randomization.html

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<p>It might be a little easier to review the results using a visualization. <a href="#fig-opportunity-cost-obs-bar" class="quarto-xref">Figure&nbsp;<span>11.5</span></a> shows that a higher proportion of students in the treatment group chose not to buy the video compared to those in the control group.</p>
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<div id="fig-opportunity-cost-obs-bar" class="quarto-float quarto-figure quarto-figure-center anchored" alt="Stacked bar plot with groups of control and treatment and filled using the proportion who did and did not buy the video. 74% of the control group bought the video as compared with a little over 50% of the treatment group who bought the video. " data-fig-pos="H">
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<div id="fig-opportunity-cost-obs-bar" class="quarto-float quarto-figure quarto-figure-center anchored" data-fig-pos="H" alt="Stacked bar plot with groups of control and treatment and filled using the proportion who did and did not buy the video. 74% of the control group bought the video as compared with a little over 50% of the treatment group who bought the video. ">
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<figure class="quarto-float quarto-float-fig figure"><div aria-describedby="fig-opportunity-cost-obs-bar-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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<a href="foundations-randomization_files/figure-html/fig-opportunity-cost-obs-bar-1.png" class="lightbox" data-gallery="quarto-lightbox-gallery-5" title="Figure&nbsp;11.5: Stacked bar plot of results of the opportunity cost study."><img src="foundations-randomization_files/figure-html/fig-opportunity-cost-obs-bar-1.png" class="img-fluid figure-img" style="width:90.0%" data-fig-pos="H" alt="Stacked bar plot with groups of control and treatment and filled using the proportion who did and did not buy the video. 74% of the control group bought the video as compared with a little over 50% of the treatment group who bought the video. "></a>
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