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You are here: Home / Anderson On Health Insurance / Optimal plan design

Optimal plan design

by David Anderson|  April 1, 20221:21 pm| 6 Comments

This post is in: Anderson On Health Insurance

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My area of research interest is the ACA individual health insurance markets.  Part of my research is how to people sort through lots of possible choices to choose, hopefully, a decent enough fit.  The ACA markets have plenty of choices for people to look at with some counties seeing over 200 choices.

Behavioral assumptions underlying choice space curation

Part of the proliferation of choice is that insurers can and will offer a massive number of variations of cost-sharing for a given metal band. Some plans will be entirely deductible. Other plans will have no deductibles but high co-insurance and co-pays for inpatient stays. More plans will offer no cost-sharing for some low-cost services and very high cost-sharing for rare but very expensive service categories. From a researcher’s point of view, this variation is vital to identify effects. From a consumer’s point of view it is confusing as anything and everything.

A recent paper at the Journal of Risk and Insurance by Charles Phelps asks a very simple question — what is the optimal insurance design?.

Optimal insurance is derived by minimizing total welfare losses arising from risk-bearing and increased healthcare use arising from insurance-created price reductions….

new insights about optimal deductibles. Of greatest importance (given constant relative risk aversion, a widely-accepted general assumption) optimal deductibles appear to be a fixed proportion of income, not a fixed amount across all incomes….

If forced to choose a single set of parameter values among those in these tables, I would set ?∗=1, |?|=0.2 and ?=2.5 . At this combination of parameters, C* (co-insurance rate —DA emphasis) = 0.08 before applying any income-shift adjustment factors (M*), and would be still smaller for larger values of ?. These values were chosen purely for demonstration purposes.

Okay, to de-geek this, optimal insurance cost-sharing is likely a mostly deductible plan with modest if any co-insurance and little else. The deductible would increase as a function of income and it would be a significant chunk of the family income with significant carve-outs for chronic condition management and preventative care.

This is utterly fascinating!

We sort of kind-of do this with the ACA. Low income buyers have the option to buy Cost-Sharing Reduction subsidy silver plans that have high actuarial value, but there is a wide amount of variance in how these plans are designed. Low to no premium plans with lots of cost-sharing are currently available to higher income buyers who choose Bronze plans. But we don’t do this at work; if anything low actuarial value, high deductible plans may be more common for low income workers than high income workers who have the resources to absorb a big shock expense.

I need to chew on this paper some more but it is very interesting to me.

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6Comments

  1. 1.

    Matt

    April 1, 2022 at 1:53 pm

    optimal deductibles appear to be a fixed proportion of income, not a fixed amount across all incomes

    Damn shame that there’s no mechanism for charging everyone in a society a fixed proportion of their income, maybe by having them file forms once a year. /s

  2. 2.

    Ruckus

    April 1, 2022 at 1:57 pm

    I would think this is extremely important because none of us know what happens tomorrow or even in the next minute. Some of us have payment abilities that others can’t even conjure up a dream of, some of us have stunningly bad medical issues, a high percentage of us don’t have any major medical issues but may have them tomorrow, and few of us know most any of this at any one moment, except possibly the balance in our bank accounts. If we have a bank account.

    Doing your job of just thinking about how to create a payment system for everyone, given the above is mind boggling. That the healthcare insurance industry is trying to do this with maximum profit makes it a lot harder. And even in countries that massively simplify the problem, like the UK, there are still many that will pay more for their piece of mind for not having to associate with the common folk.

  3. 3.

    CindyH

    April 1, 2022 at 2:17 pm

    Hoping to see a follow up!  Fascinating to me as well (and thanks for the de-geeking)

  4. 4.

    Lobo

    April 1, 2022 at 3:09 pm

    One way to fix the “fixed amount across all income” is to provide credits  to the amount based on income.  But yes, I hope to see follow up.

  5. 5.

    Jesse

    April 1, 2022 at 3:20 pm

    “A given metal band.” I see what you did there.

  6. 6.

    Freemark

    April 1, 2022 at 3:44 pm

    David you are describing my situation. I recently had to give up the ACA CSR plan I had because my employer decided to start supplying insurance even for low part-time. Went from $500 ded, 10% co-ins, and max oop of $2000 to $2500 ded, co-ins of 20%, and max oop of $6500. And monthly cost went from 0 to $200.

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