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Employer-sponsored insurance premium contributions are the largest health subsidy absent from Populace's resource surface. Dense builds impute employer_sponsored_insurance_premiums (~$1.13T at f0af251, right scale against KFF EHBS employer-share benchmarks), but:
No calibration target or validation gate anchors it. A CBO-comparable household-resources measure counts employer premium contributions as income; without an external anchor the imputation can drift silently.
ESI status gates real policy interactions: an affordable-ESI offer blocks marketplace PTC eligibility, and ESI/Medicaid churn matters for coverage analyses. A live, validated ESI input makes those model pathways meaningful rather than degenerate.
Add a Ledger fact + calibration or validation target for aggregate employer premium contributions (NHEA sponsor-of-funds employer share, or KFF EHBS average premiums × employer share × covered lives; state-level if a defensible source exists).
Release gate: aggregate within a stated tolerance of the external anchor, plus a nonzero-mass check.
Document the resource-concept role: ESI belongs in the CBO-style "income including health benefits" surface alongside Medicaid/CHIP/PTC.
Acceptance
A release's stored ESI premiums aggregate within tolerance of the documented external anchor on both dense and sparse artifacts, with the gate red if the column is absent or zero-mass.
Consumer
PolicyEngine/obbba-paper (IARIW 2026): methods currently disclose "employer contributions to health premiums, which CBO's income measure also counts, are absent from this file" — this issue is the permanent fix.
Motivation
Employer-sponsored insurance premium contributions are the largest health subsidy absent from Populace's resource surface. Dense builds impute
employer_sponsored_insurance_premiums(~$1.13T at f0af251, right scale against KFF EHBS employer-share benchmarks), but:Proposed work
employer_sponsored_insurance_premiums(and the ESI offer/coverage flags it pairs with) through every release class — wire into the Sparse national-only release never persists input columns for tips/overtime/auto-loan/education/retirement-contribution/casualty/misc bases (absent-from-H5, engine defaults to 0) #340/Sparse-57k export drops 94 no-formula input columns from the dense parent (tips, overtime, disability flags, ESI premiums, rent, QBI basis) #361 input-coverage gate so sparse exports fail without it.Acceptance
A release's stored ESI premiums aggregate within tolerance of the documented external anchor on both dense and sparse artifacts, with the gate red if the column is absent or zero-mass.
Consumer
PolicyEngine/obbba-paper (IARIW 2026): methods currently disclose "employer contributions to health premiums, which CBO's income measure also counts, are absent from this file" — this issue is the permanent fix.