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Minor lecture and syllabus updates
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NickCH-K committed Apr 25, 2019
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Binary file modified ECON 305 Syllabus Updated Template.docx
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12 changes: 6 additions & 6 deletions Lectures/Lecture_18_Controlling.Rmd
Expand Up @@ -412,9 +412,9 @@ ggplot(basketball,aes(x=HeightInches,y=PointsPerGame))+geom_point()+

## Colliders in the Gender Wage Gap

- We are interested in `discrim -> wage`
- We are interested in `gender -> discrim -> wage`; our treatment is `gender -> discrim`, the discrimination caused by your gender

```{r, dev='CairoPNG', echo=FALSE, fig.width=5, fig.height=5.5}
```{r, dev='CairoPNG', echo=FALSE, fig.width=5, fig.height=4.5}
dag <- dagify(occup~gender+abil+discrim,
wage~abil+discrim+occup,
discrim~gender,
Expand All @@ -428,17 +428,17 @@ ggdag(dag,node_size=20)
## Colliders in the Gender Wage Gap

- <span style = "color:red">Front doors</span>/<span style = "color:blue">Open back doors</span>/<span style = "color:orange">Closed back doors</span>
- <span style = "color:red">`discrim -> wage`</span>
- <span style = "color:red">`discrim -> occup -> wage`</span>
- <span style = "color:red">`gender -> discrim -> wage`</span>
- <span style = "color:red">`gender -> discrim -> occup -> wage`</span>
- <span style = "color:blue">`discrim <- gender -> occup -> wage`</span>
- <span style = "color:orange">`discrim <- gender -> occup <- abil -> wage`</span>
- <span style = "color:orange">`discrim -> occup <- abil -> wage`</span>
- <span style = "color:orange">`gender -> discrim -> occup <- abil -> wage`</span>

## Colliders in the Gender Wage Gap

- No `occup` control? Ignore nondiscriminatory reasons to choose different occupations by gender
- Control for `occup`? Open both back doors, create a correlation between `abil` and `discrim` where there wasn't one
- And also close a FRONT door, `discrim -> occup -> wage`: discriminatory reasons for gender diffs in `occup`
- And also close a FRONT door, `gender -> discrim -> occup -> wage`: discriminatory reasons for gender diffs in `occup`
- We actually *can't* identify the effect we want in this diagram by controlling. It happens!
- Suggests this question goes beyond just controlling for stuff. Real research on this topic gets clever.

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