11.5 Truncated Models
Sample selection is determined by values of the \(Y\) variable. Do not observe x or y for truncated observations
- Example: interested in effect of education on income, but only sample people below a certain income.
- Example: studies of electoral success of newly formed political parties. Problem: likely only observe new parties whn their chance of success is likely high
- Example: studies using newspaper reports on social movements to study predictors of violence in these movements. Problem: newspapers select which movements to report on- likely those with chance of violence.
Solution? Requires information about the mechanism that leads to the incomplete (or truncated) data set