PolicyEngine / policyengine-uk

The UK's only open-source static tax-benefit microsimulation model.
https://policyengine.github.io/policyengine-uk/
GNU Affero General Public License v3.0
23 stars 24 forks source link

Add PIP statistics to calibration procedure #588

Open MaxGhenis opened 2 years ago

MaxGhenis commented 2 years ago

Per the table in PolicyEngine/openfisca-uk#102, EUROMOD underestimates PIP by about 40%. We currently take FRS reported values so they could be similarly underestimated, though it's not in our validation report. We could use impute additional PIP receipt to hit the target, possibly using a model to predict one's probability a la synthimpute.

MaxGhenis commented 2 years ago

Is this still an issue post-reweighting? The validation docs don't have PIP.

nikhilwoodruff commented 2 years ago

It's better than that table: now at £12.9 / £16.8bn (-23.5%) compared to -39.2%. But we should add PIP to the targets.