Finding dynamic treatment effects under anticipation

The effects of spanking on behaviour

Myoung-jae Lee, Fali Huang

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

The dynamic treatment effect literature considers multiple treatments administered over time, with some treatments affected by interim outcomes. But the literature overlooks the possibility of individuals acting in anticipation of future treatments. This lack of anticipation aspect may not matter in the drug-response relationships which motivated the literature. But human beings (or animals with some intelligence) do not just respond to current and past treatments, but also 'reflect and anticipate' future treatments. For example, a punishment or reward is likely to prompt forward looking. Even if no personal punishment or reward is involved, people may take action in anticipation of a future government policy, which would be an important concern for policy makers. The paper explores how to find dynamic treatment effects allowing for forward looking or anticipation by extending available dynamic treatment effect approaches in the literature. Then the methods proposed are applied to the effects of spanking on a child's bad behaviour where a child may act better in anticipation of future spanking, which is analogous to the relationship between punishment and crime.

Original languageEnglish
Pages (from-to)535-567
Number of pages33
JournalJournal of the Royal Statistical Society. Series A: Statistics in Society
Volume175
Issue number2
DOIs
Publication statusPublished - 2012 Apr 1

Fingerprint

Anticipation
Treatment Effects
penalty
reward
Reward
government policy
intelligence
animal
offense
Animals
drug
Drugs
Likely
human being
literature
Treatment effects
lack
Punishment

Keywords

  • Anticipation
  • Dynamic models
  • Dynamic treatment effect
  • Panel data
  • Spanking

ASJC Scopus subject areas

  • Statistics and Probability
  • Economics and Econometrics
  • Social Sciences (miscellaneous)
  • Statistics, Probability and Uncertainty

Cite this

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