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The Benefits to Taxpayers from Increases in Students - RAND ...

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104 <strong>The</strong> <strong>Benefits</strong> <strong>to</strong> <strong>Taxpayers</strong> <strong>from</strong> <strong>Increases</strong> <strong>in</strong> <strong>Students</strong>’ Educational Atta<strong>in</strong>ment<br />

Medicaid<br />

<strong>The</strong> SIPP does not report Medicaid payments on behalf of a respondent. For each<br />

respondent, it reports whether the respondent was covered by Medicaid, the number<br />

of medical provider visits <strong>in</strong> the previous 12 months, and whether the respondent was<br />

hospitalized <strong>in</strong> the previous 12 months. We use a two-part model <strong>to</strong> estimate benefits<br />

<strong>from</strong> the Medicaid program. <strong>The</strong> first part estimates Medicaid utilization, the probability<br />

that a respondent covered by Medicaid had at least one medical provider visit<br />

<strong>in</strong> the previous 12 months. <strong>The</strong> second part estimates hospitalization, conditional on<br />

Medicaid utilization. We assume that Medicaid utilization absent hospitalization is<br />

outpatient utilization. We assume that hospitalization is <strong>in</strong>patient utilization.<br />

As the SIPP provides utilization but not benefit data, we compute per-person<br />

average <strong>in</strong>patient as well as outpatient benefits <strong>from</strong> Centers for Medicare and Medicaid<br />

Services data.<br />

As our analysis of the age profile of Medicaid participants and nonparticipants<br />

did not <strong>in</strong>dicate anyth<strong>in</strong>g remotely resembl<strong>in</strong>g a transition po<strong>in</strong>t based on age, we did<br />

not separately model Medicaid utilization for the elderly and non-elderly. Estimates are<br />

presented <strong>in</strong> Table C.5.<br />

Medicare<br />

<strong>The</strong> SIPP does not report Medicare payments on behalf of a respondent. For each<br />

respondent, it reports whether the respondent was covered by Medicare, the number<br />

of medical provider visits <strong>in</strong> the previous 12 months, and whether the respondent was<br />

hospitalized <strong>in</strong> the previous 12 months. We use a two-part model <strong>to</strong> estimate benefits<br />

<strong>from</strong> the Medicare program. <strong>The</strong> first part estimates Medicare utilization, the probability<br />

that a respondent covered by Medicare had at least one medical provider visit<br />

<strong>in</strong> the previous 12 months. <strong>The</strong> second part estimates hospitalization, conditional on<br />

Medicare utilization. We assume that Medicare utilization absent hospitalization is<br />

outpatient utilization. We assume that hospitalization is <strong>in</strong>patient utilization.<br />

As the SIPP provides utilization but not benefit data, we compute per-person<br />

average <strong>in</strong>patient as well as outpatient benefits <strong>from</strong> CMS data.<br />

As Medicare is primarily a health care <strong>in</strong>surance program for the elderly but also<br />

a disability and renal-disease program regardless of age, we modeled Medicare utilization<br />

separately for the elderly and non-elderly. An analysis of the age distribution of<br />

participants and nonparticipants also supports this choice for mere utilization (not<br />

hospitalization). Estimates are presented <strong>in</strong> Table C.6.

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