The Subsidy Cliff and the Risk Pool: An Actuarial Analysis of Adverse Selection and Premium Stability in the ACA Individual Market after the Expiration of the Enhanced Premium Tax Credits
Keywords:
Affordable Care Act; premium tax credits; adverse selection; subsidy cliff; bunching; difference-in-differences; medical loss ratioAbstract
Background. The enhanced Affordable Care Act premium tax credits expired on 31 December 2025, restoring the original
contribution schedule and the cliff at 400% of the federal poverty level.
Methods. Net premiums were computed for every HealthCare.gov rating area from CMS public use files. A Tweedie cost model
was estimated on 68,119 MEPS person-years and a selection-and-repricing model was calibrated to 2026 plan selections.
Income-band responses were tested against 2024 to 2025 as a placebo, in state-by-band difference-in-differences regressions
with the unsubsidized premium burden as a dose, and in a county panel. Loss ratios for 2021 to 2024 and the cost per personyear
of four restoration schedules were computed.
Results. The median benchmark premium rose 24.3%; crossing 400% of poverty costs a 40-year-old $1,487 and a 60-year-old
$10,163. In 30 HealthCare.gov states, selections above 400% fell 34.6% against 3.5% below, after rising 9.0% in the placebo
year. A single price response calibrated to the total predicts a 5.1% loss above the threshold; fitting the segments separately
requires responses differing by a factor of 11. Selections at 300 to 400% of poverty exceed their counterfactual by 122,752,
71% of the loss immediately above. The exposed segment’s loss rose 3.25 points per point of unsubsidized burden; the placebo
year shows no gradient. Full restoration costs $30,786 per person-year of coverage; extending the 9.96% cap above 400%
costs $9,636.
Conclusions. The subsidized market absorbed the reversion; the unsubsidized segment contracted sharply, partly through
income reporting at the notch. No single elasticity describes both.

























