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CHAPTER 2. HEALTH PLAN CHOICE 98<br />

effects, due to very low dem<strong>and</strong> elasticity. 23 Note that these papers all focus on<br />

uniform pric<strong>in</strong>g, which we have noted is generally <strong>in</strong>efficient except <strong>in</strong> special cases.<br />

When we use our estimates to compare observed pric<strong>in</strong>g to optimal uniform prices,<br />

we f<strong>in</strong>d welfare costs of approximately 1-3% of coverage costs. In this sense, there<br />

appears to be a fair amount of agreement between studies.<br />

As a group, these studies also re<strong>in</strong>force our earlier observation that <strong>in</strong>efficiencies<br />

from pric<strong>in</strong>g can be driven both by the nature of sort<strong>in</strong>g <strong>and</strong> risk-selection, <strong>and</strong> by the<br />

price elasticity of dem<strong>and</strong>, which determ<strong>in</strong>es the extent to which implicit subsidies or<br />

taxes affect choices. To guage the sensitivity of our own estimates to these factors,<br />

we recalculated the surplus difference between the observed <strong>and</strong> the feasible efficient<br />

allocation assum<strong>in</strong>g that dem<strong>and</strong> was twice as sensitive to price as we have estimated,<br />

<strong>and</strong> half as sensitive. We performed a similar analysis vary<strong>in</strong>g the risk sensitivity of<br />

dem<strong>and</strong>. These analyses <strong>in</strong>crease the range of the welfare ga<strong>in</strong>s to 1-13% of total<br />

coverage costs. Given the range of dem<strong>and</strong> estimates <strong>in</strong> the literature, one may want<br />

to assign a correspond<strong>in</strong>g range of uncerta<strong>in</strong>ty to the potential welfare costs of price<br />

distortions.<br />

2.6 Conclusion<br />

Economists have long understood that competition <strong>in</strong> health <strong>in</strong>surance markets is no<br />

guarantee of efficiency. This paper contributes to a nascent literature that attempts<br />

to quantify market <strong>in</strong>efficiencies <strong>and</strong> identify their sources. A ma<strong>in</strong> f<strong>in</strong>d<strong>in</strong>g is that<br />

observed contribution policies distort enrollment decisions from their efficient level.<br />

We calculate that the welfare loss is on the order of 2-11% of the total cost of coverage.<br />

Captur<strong>in</strong>g these ga<strong>in</strong>s <strong>in</strong> full would require the use of risk-rated contribution policies.<br />

Absent such policies, optimally set employee contributions might <strong>in</strong>crease welfare by<br />

1-3% of coverage costs. A key po<strong>in</strong>t to emphasize is that despite these distortions,<br />

there appear to be substantial ga<strong>in</strong>s <strong>in</strong> our context from <strong>in</strong>troduc<strong>in</strong>g plan choice at<br />

23 One explanation for their <strong>in</strong>elastic dem<strong>and</strong> estimate is that they rely on time-series variation<br />

<strong>in</strong> contributions. As discussed above, employees appear to be more price sensitive <strong>in</strong> mak<strong>in</strong>g <strong>in</strong>itial<br />

choices than <strong>in</strong> mak<strong>in</strong>g changes once they are enrolled.

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