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interweave graphs and definitions of estimands
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malcolmbarrett committed Apr 24, 2024
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95 changes: 47 additions & 48 deletions slides/raw/07-using-pscores.qmd
Original file line number Diff line number Diff line change
Expand Up @@ -247,54 +247,6 @@ $$\Large w_{ATE} = \frac{Z_i}{p_i} + \frac{1-Z_i}{1 - p_i}$$
(Z / p) + ((1 - Z) / (1 - p))
```



## Target estimands: ATT & ATC {background-color="#23373B"}

. . .

Average Treatment Effect Among the Treated (ATT)
$$\Large w_{ATT} = \frac{p_i Z_i}{p_i} + \frac{p_i (1-Z_i)}{1-p_i}$$

```{r}
#| eval: false
((p * Z) / p) + ((p * (1 - Z)) / (1 - p))
```

## Target estimands: ATT & ATC {background-color="#23373B"}

Average Treatment Effect Among the Controls (ATC)
$$\Large w_{ATC} = \frac{(1-p_i)Z_i}{p_i} + \frac{(1-p_i)(1-Z_i)}{(1-p_i)}$$

```{r}
#| eval: false
(((1 - p) * Z) / p) + (((1 - p) * (1 - Z)) / (1 - p))
```

## Target estimands: ATM & ATO {background-color="#23373B"}

. . .

Average Treatment Effect Among the Evenly Matchable (ATM)
$$\Large w_{ATM} = \frac{\min \{p_i, 1-p_i\}}{Z_ip_i + (1-Z_i)(1-p_i)}$$


```{r}
#| eval: false
pmin(p, 1 - p) / (Z * p + (1 - Z) * (1 - p))
```

## Target estimands: ATM & ATO {background-color="#23373B"}

Average Treatment Effect Among the Overlap Population
$$\Large w_{ATO} = (1-p_i)Z_i + p_i(1-Z_i)$$


```{r}
#| eval: false
(1 - p) * Z + p * (1 - Z)
```

## Histogram of propensity scores

```{r}
Expand Down Expand Up @@ -350,6 +302,28 @@ ggplot(df, aes(.fitted)) +
theme(legend.position = "bottom")
```

## Target estimands: ATT & ATC {background-color="#23373B"}

. . .

Average Treatment Effect Among the Treated (ATT)
$$\Large w_{ATT} = \frac{p_i Z_i}{p_i} + \frac{p_i (1-Z_i)}{1-p_i}$$

```{r}
#| eval: false
((p * Z) / p) + ((p * (1 - Z)) / (1 - p))
```

## Target estimands: ATT & ATC {background-color="#23373B"}

Average Treatment Effect Among the Controls (ATC)
$$\Large w_{ATC} = \frac{(1-p_i)Z_i}{p_i} + \frac{(1-p_i)(1-Z_i)}{(1-p_i)}$$

```{r}
#| eval: false
(((1 - p) * Z) / p) + (((1 - p) * (1 - Z)) / (1 - p))
```

## ATT

```{r}
Expand Down Expand Up @@ -384,6 +358,31 @@ ggplot(df, aes(.fitted)) +
theme(legend.position = "bottom")
```


## Target estimands: ATM & ATO {background-color="#23373B"}

. . .

Average Treatment Effect Among the Evenly Matchable (ATM)
$$\Large w_{ATM} = \frac{\min \{p_i, 1-p_i\}}{Z_ip_i + (1-Z_i)(1-p_i)}$$


```{r}
#| eval: false
pmin(p, 1 - p) / (Z * p + (1 - Z) * (1 - p))
```

## Target estimands: ATM & ATO {background-color="#23373B"}

Average Treatment Effect Among the Overlap Population
$$\Large w_{ATO} = (1-p_i)Z_i + p_i(1-Z_i)$$


```{r}
#| eval: false
(1 - p) * Z + p * (1 - Z)
```

## ATM

```{r}
Expand Down

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