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

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Analytic Approach 21<br />

tion of educational atta<strong>in</strong>ment, age, and <strong>in</strong>dividual characteristics. <strong>The</strong> SIPP does not<br />

dist<strong>in</strong>guish between Medicare A and B benefits. However, “Almost all persons entitled<br />

<strong>to</strong> HI [Part A] choose <strong>to</strong> enroll <strong>in</strong> SMI [Part B]” (Social Security Adm<strong>in</strong>istration, July<br />

2004). Because the SIPP does not <strong>in</strong>clude <strong>in</strong>stitutionalized persons, it does not <strong>in</strong>clude<br />

Medicaid beneficiaries <strong>in</strong> long-term care.<br />

In the second stage, for those who have used either program, we model hospitalization<br />

(i.e., use of <strong>in</strong>patient services) as a function of education level, age, and <strong>in</strong>dividual<br />

characteristics.<br />

<strong>The</strong> SIPP does not <strong>in</strong>dicate the amount of Medicare or Medicaid spend<strong>in</strong>g on<br />

a respondent. We assume that cost per participant is <strong>in</strong>dependent of the participant’s<br />

education level. We use 2002 average payment per beneficiary for <strong>in</strong>patient and outpatient<br />

services program benefit data <strong>from</strong> the Centers for Medicare and Medicaid<br />

Services of the U.S. Department of Health and Human Services.<br />

F<strong>in</strong>ally, the SIPP does not provide data on Part B premiums. However, premiums<br />

are paid regardless of subsequent program utilization, so there is no reason <strong>to</strong> believe<br />

that reductions <strong>in</strong> utilization related <strong>to</strong> <strong>in</strong>creased education will be partially offset by<br />

reductions <strong>in</strong> premiums.<br />

Here, <strong>to</strong>o, we run separate models for men and women.<br />

<strong>The</strong> limits on participation <strong>in</strong> social support programs were generally <strong>in</strong>troduced<br />

well before 2002, when the SIPP data were collected, so their effects are reflected <strong>in</strong><br />

the data. Hence, our estimates of program participation implicitly take account of the<br />

effects of these limits on program participation.<br />

F<strong>in</strong>ally, an <strong>in</strong>crease <strong>in</strong> a student’s education reduces the likelihood that he or she<br />

will participate <strong>in</strong> social support programs and, consequently, reduces the adm<strong>in</strong>istrative<br />

costs of social support programs. Because these sav<strong>in</strong>gs are small relative <strong>to</strong> the<br />

sav<strong>in</strong>gs on payments <strong>to</strong> participants that result <strong>from</strong> reductions <strong>in</strong> participation <strong>in</strong><br />

social support programs, we do not attempt <strong>to</strong> estimate the sav<strong>in</strong>gs on adm<strong>in</strong>istrative<br />

costs that taxpayers realize when <strong>in</strong>creases <strong>in</strong> education reduce social support program<br />

participation.<br />

Incarceration Costs<br />

A person with more education is less likely <strong>to</strong> be unemployed; everyth<strong>in</strong>g else constant,<br />

an <strong>in</strong>dividual with a legitimate job is better able <strong>to</strong> support him- or herself, is less likely<br />

<strong>to</strong> resort <strong>to</strong> crime, and, consequently, is less likely <strong>to</strong> be <strong>in</strong>carcerated. Also, <strong>in</strong>creased<br />

educational atta<strong>in</strong>ment raises the wage that the person commands <strong>in</strong> the labor market.<br />

This, <strong>in</strong> turn, raises the costs of crime for the <strong>in</strong>dividual <strong>in</strong> several ways. Incarceration<br />

means lost time and lost wages <strong>from</strong> legal activities, as well as a severe reduction <strong>in</strong><br />

employment follow<strong>in</strong>g the correctional period. Indeed, there is substantial empirical

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