• Menu
  • Skip to primary navigation
  • Skip to main content
  • Skip to primary sidebar

Before Header

  • About Us
  • Lexicon
  • Contact Us
  • Our Store
  • ↑
  • ↓
  • ←
  • →

Balloon Juice

Come for the politics, stay for the snark.

Rupert, come get your orange boy, you petrified old dinosaur turd.

“When somebody takes the time to draw up a playbook, they’re gonna use it.”

We’ve had enough carrots to last a lifetime. break out the sticks.

A norm that restrains only one side really is not a norm – it is a trap.

The snowflake in chief appeared visibly frustrated when questioned by a reporter about egg prices.

Is trump is trying to break black America over his knee? signs point to ‘yes’.

This must be what justice looks like, not vengeful, just peaceful exuberance.

I’d like to think you all would remain faithful to me if i ever tried to have some of you killed.

You don’t get to peddle hatred on saturday and offer condolences on sunday.

Republicans: “Abortion is murder but you can take a bus to get one.” Easy peasy.

Live so that if you miss a day of work people aren’t hoping you’re dead.

Nothing worth doing is easy.

Marge, god is saying you’re stupid.

Pessimism assures that nothing of any importance will change.

Republicans are radicals, not conservatives.

How stupid are these people?

I have other things to bitch about but those will have to wait.

the 10% who apparently lack object permanence

If senate republicans had any shame, they’d die of it.

Stamping your little feets and demanding that they see how important you are? Not working anymore.

If America since Jan 2025 hasn’t broken your heart, you haven’t loved her enough.

Consistently wrong since 2002

Museums are not America’s attic for its racist shit.

My right to basic bodily autonomy is not on the table. that’s the new deal.

Mobile Menu

  • 4 Directions VA 2025 Raffle
  • 2025 Activism
  • Donate with Venmo, Zelle & PayPal
  • Site Feedback
  • War in Ukraine
  • Submit Photos to On the Road
  • Politics
  • On The Road
  • Open Threads
  • Topics
  • Authors
  • About Us
  • Contact Us
  • Lexicon
  • Our Store
  • Politics
  • Open Threads
  • 2025 Activism
  • Garden Chats
  • On The Road
  • Targeted Fundraising!
You are here: Home / Anderson On Health Insurance / Linking subsidies to price paper

Linking subsidies to price paper

by David Anderson|  February 6, 20177:18 am| 1 Comment

This post is in: Anderson On Health Insurance

FacebookTweetEmail

NBER** has a really interesting (to me) paper on the economic and policy ramifications of linking subsidies to a non-fixed price versus a subsidy that is independent of price. This is very important to my thinking because my Silver Gap and Silver Spam ideas are effectively hacks that exploit the problems that this paper identifies with price linked subsidies. Let’s look at the paper and then go through a phalanx of indecipherable text:

price-linked subsidies as involving a basic tradeoff. On the one hand, they create a competitive distortion, increasing consumers’ or government’s cost by leading to higher prices compared to “fixed subsidies” set independently of prices. On the other hand, price-linked subsidies create an indirect link between subsidies and cost shocks, which can be desirable in the face of uncertainty about health care costs…
If a higher price yields a higher subsidy for the firm relative to other options in the market, the firm has an incentive to raise its price. Even in markets where subsidies are constant across plans, as in the ACA, the subsidy usually does not apply to the “outside option” of not purchasing insurance. A higher subsidy decreases the cost of buying a market plan relative to not buying insurance. (My Emphasis) Each firm gains some of the consumers brought into the market by the higher subsidy, so each firm has an incentive to raise the price of any plan that may affect the subsidy.

The second paragraph is the key insight behind the Silver Gap strategy where a carrier in a region that owns the least expensive Silver should attempt to maximize the spread between in order to make the subsidized buy/no buy decision more favorable and less expensive compared to running naked. We have seen examples where aggressive Silver Gapping leads to families of three being able to pay $0 per month in premiums for a Silver plan up to $38,500 in income and $0 in premiums for a Bronze plan while earning over 300% FPL per year. Signing up is painless for quite a few people in aggressively gapped counties even before we account for the mandate penalty.

And now the big meaty policy questions below the fold — what does this do to enrollment?

We use standard demand estimation methods for micro-data, similar to Berry et al. (2004). Our model allows for adverse selection by letting both demand and cost parameters vary with demographics. An important strength of our method is that we use quasiexperimental variation to identify a key statistic – the responsiveness of insurance demand to the price of the outside option.8 We draw on two natural experiments: the state’s introduction of a mandate penalty and a subsidy increase that lowered all plans’ premiums (but
left the penalty for uninsurance unchanged). In both cases, we use income groups excluded from the change as control groups. The results are similar: each $1 increase in the relative price of uninsurance raised insurance demand by about 1%….

When costs are as expected, fixed subsidies result in higher welfare. But as costs diverge from the regulator’s expectations, the gap narrows, and with a large enough shock, price-linked subsidies may do better

A Silver Gap strategy lowers the price of insurance for subsidized individuals compared to uninsurance. It may increase the price of insurance for non-subsidized individuals as some plausible products that could have been offered between the actual lowest Silver and the actual second lowest Silver were not offered. However the QHP market is has an odd feature. The on-Exchange market and product profile is only a subset of what is offered by the Off-Exchange market. Products can be offered off-exchange that are not on-Exchange. Thus carriers could offer the forty three isomorphs of their lowest priced Silver plan. Buyers who are not subsidy qualified can buy on or off-Exchange so they lose very little utility from the option value if the carrier offers the full array of products off-Exchange that they would have offered on-Exchange if they were not trying to Silver Gap.

The most important finding of the paper is the obvious one. Cost-linked subsidie shift risk from individuals of large cost spikes to the Federal government. Subsidized individuals this year are fairly well protected from 20% rate increases. They are protected if they live in Rhode Island which has very low base rates and they are protected if they live in Alaska which has the highest national rates. Unsubsidized individuals got kicked in the shorts this year on the rate hikes. If the subsidy was a formula that was not tied to rate hikes but rather to expected rate information, most of the subsidized population would be paying more which means lower enrollment uptake.

This is a very useful paper that puts some meat to the bones of the subsidy manipulation games that I like to think about.

** Jaffe, S., & Shepard, M. (2017). Price-Linked Subsidies and Health Insurance Markups. NBER Working Paper Series. doi:10.3386/w23104

FacebookTweetEmail
Previous Post: « Monday Morning Open Thread: Remember the Ladies!
Next Post: Partisanship and enrollment changes on Healthcare.gov »

Reader Interactions

1Comments

  1. 1.

    Sab

    February 6, 2017 at 8:03 am

    Interesting. Thanks.

Comments are closed.

Primary Sidebar

On The Road - ema - Midtown Manhattan Fall Foliage 1
Image by ema (1/18/26)

Mary Peltola Alaska Senate

Donate

Order Your Pet Calendars!

Order Calendar A

Order Calendar B

 

Recent Comments

  • Professor Bigfoot on Sunday Morning Open Thread (Jan 18, 2026 @ 4:05pm)
  • Jackie on Football Playoffs, Again! (Jan 18, 2026 @ 3:59pm)
  • Professor Bigfoot on Good Trouble (Jan 18, 2026 @ 3:56pm)
  • sab on Sunday Morning Open Thread (Jan 18, 2026 @ 3:53pm)
  • Kayla Rudbek on Good Trouble (Jan 18, 2026 @ 3:53pm)

Balloon Juice Posts

View by Topic
View by Author
View by Month & Year
View by Past Author

Featuring

Medium Cool
Artists in Our Midst
Authors in Our Midst
On Artificial Intelligence (7-part series)

🎈Keep Balloon Juice Ad Free

Become a Balloon Juice Patreon
Donate with Venmo, Zelle or PayPal

Calling All Jackals

Site Feedback
Nominate a Rotating Tag
Submit Photos to On the Road
Balloon Juice Anniversary (All Links)
Balloon Juice Anniversary (All Posts)
Fix Nyms with Apostrophes

Balloon Juice Mailing List Signup

Social Media

Balloon Juice
WaterGirl
TaMara
John Cole
DougJ (aka NYT Pitchbot)
Betty Cracker
Tom Levenson
David Anderson
Major Major Major Major
DougJ NYT Pitchbot
mistermix
Rose Judson (podcast)

Mary Peltola Alaska Senate

Donate

Site Footer

Come for the politics, stay for the snark.

  • Facebook
  • RSS
  • Twitter
  • YouTube
  • Comment Policy
  • Our Authors
  • Blogroll
  • Our Artists
  • Privacy Policy

Privacy Manager

Copyright © 2026 Dev Balloon Juice · All Rights Reserved · Powered by BizBudding Inc

Share this ArticleLike this article? Email it to a friend!

Email sent!