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<title>Center for Policy Research</title>
<copyright>Copyright (c) 2013 Syracuse University All rights reserved.</copyright>
<link>http://surface.syr.edu/cpr</link>
<description>Recent documents in Center for Policy Research</description>
<language>en-us</language>
<lastBuildDate>Fri, 24 May 2013 11:30:55 PDT</lastBuildDate>
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<title>The Effect of Disability Insurance on Health Investment: Evidence from the VA Disability Compensation Program</title>
<link>http://surface.syr.edu/cpr/196</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/196</guid>
<pubDate>Mon, 08 Oct 2012 09:01:51 PDT</pubDate>
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	<p>I examine whether individuals respond to monetary incentives to detect latent medical conditions. The effect is identified by an amendment to Title 38 that deemed diabetes associated with Agent Orange exposure a compensable disability under the VA’s Disability Compensation program. Since a diagnosis is a requisite for benefit eligibility, and nearly one-third of diabetics remain undiagnosed, the advent of disability insurance may have encouraged the detection of diabetes among the previously undiagnosed population. Evidence from the National Health Interview Survey suggests that the policy increased the prevalence of diabetes by 2.7 percentage points among veterans.</p>

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<author>Perry Singleton</author>


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<title>Social Interactions in the Labor Market</title>
<link>http://surface.syr.edu/cpr/195</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/195</guid>
<pubDate>Mon, 08 Oct 2012 09:01:49 PDT</pubDate>
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	<p>We examine theoretically and empirically social interactions in labor markets and how policy prescriptions can change dramatically when there are social interactions present.</p>
<p>Spillover effects increase labor supply and conformity effects make labor supply perfectly inelastic at a reference group average. The demand for a good may also be influenced by either a spillover effect or a conformity effect. Positive spillover increases the demand for the good with interactions, and a conformity effect makes the demand curve pivot to become less price sensitive. Similar social interactions effects appear in the associated derived demands for labor.</p>
<p>Individual and community factors may influence the average length of poverty spells. We measure local economic conditions by the county unemployment rate and neighborhood spillover effects by the racial makeup and poverty rate of the county. We find that moving an individual from one standard deviation above the mean poverty rate to one standard deviation below the mean poverty rate (from the inner city to the suburbs) lowers the average poverty spell by 20–25 percent.</p>
<p>We further consider overall labor market outcomes by examining theoretically the socially optimal wealth distribution. Interdependence in utility can mitigate the need to transfer wealth to low-wage individuals and may require them to be poorer by all objective measures.</p>
<p>Finally, we quantify how labor market policy changes when there are household social interactions. Labor supply estimates indicate positive economically important spillovers for adult U.S. men. Ignoring or incorrectly considering social interactions can mis-estimate the labor supply response of tax reform in the United States by as much as 60 percent.</p>

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<author>Andrew Grodner et al.</author>


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<title>The Hausman-Taylor Panel Data Model with Serial Correlation</title>
<link>http://surface.syr.edu/cpr/194</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/194</guid>
<pubDate>Mon, 08 Oct 2012 09:01:46 PDT</pubDate>
<description>
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	<p>This paper modifies the Hausman and Taylor (1981) panel data estimator to allow for serial correlation in the remainder disturbances. It demonstrates the gains in efficiency of this estimator versus the standard panel data estimators that ignore serial correlation using Monte Carlo experiments.</p>

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<author>Badi Baltagi et al.</author>


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<title>A Lagrange Multiplier Test for Cross-Sectional Dependence in a Fixed Effects Panel Data Model</title>
<link>http://surface.syr.edu/cpr/193</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/193</guid>
<pubDate>Mon, 08 Oct 2012 09:01:44 PDT</pubDate>
<description>
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	<p>It is well known that the standard Breusch and Pagan (1980) LM test for cross-equation correlation in a SUR model is not appropriate for testing cross-sectional dependence in panel data models when the number of cross-sectional units (n) is large and the number of time periods (T) is small. In fact, a scaled version of this LM test was proposed by Pesaran (2004) and its finite sample bias was corrected by Pesaran, Ullah and Yamagata (2008). This was done in the context of a heterogeneous panel data model. This paper derives the asymptotic bias of this scaled version of the LM test in the context of a fixed effects homogeneous panel data model. This asymptotic bias is found to be a constant related to n and T, which suggests a simple bias corrected LM test for the null hypothesis. Additionally, the paper carries out some Monte Carlo experiments to compare the finite sample properties of this proposed test with existing tests for cross-sectional dependence.</p>

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<author>Badi Baltagi et al.</author>


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<title>Estimation and Prediction in the Random Effects Model with AR(P) Remainder Disturbances</title>
<link>http://surface.syr.edu/cpr/192</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/192</guid>
<pubDate>Mon, 08 Oct 2012 09:01:42 PDT</pubDate>
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	<p>This paper considers the problem of estimation and forecasting in a panel data model with random individual effects and AR(p) remainder disturbances. It utilizes a simple exact transformation for the AR(p) time series process derived by Baltagi and Li (1994) and obtains the generalized least squares estimator for this panel model as a least squares regression. This exact transformation is also used in conjunction with Goldberger’s (1962) result to derive an analytic expression for the best linear unbiased predictor. The performance of this predictor is investigated using Monte Carlo experiments and illustrated using an empirical example.</p>

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<author>Badi Baltagi et al.</author>


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<title>Family Structure and the Economic Wellbeing of Childrem</title>
<link>http://surface.syr.edu/cpr/191</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/191</guid>
<pubDate>Mon, 08 Oct 2012 09:01:40 PDT</pubDate>
<description>
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	<p>An extensive literature that examines the relationship between family structure and children’s outcomes consistently shows that living with a single parent is associated with negative outcomes. Few studies, however, directly test the relationship between family structure and outcomes for the child once he/she reaches adulthood. We directly examine, using the Panel Study of Income Dynamics, whether family structure during childhood is related to the child’s economic wellbeing both during childhood as well as adulthood. Our findings suggest that the economic wellbeing of children of mothers who experience a marital dissolution and remarry are no different from the children of mothers who are continuously married. However, the children of mothers whose marriages dissolve but who do not remarry experience large declines in their income over their first ten years of life. We also show that while the children of never married mothers earn a lot less as adults than the children of married parents, these differences can largely be explained by demographic and socioeconomic factors. Finally, our findings suggest that children who have mothers who experience a marital dissolution and who do not remarry have economic losses that persist into adulthood. Robustness checks using family fixed effects models support this result.</p>

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<author>Leonard M. Lopoo et al.</author>


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<title>A Robust Hausman-Taylor Estimator</title>
<link>http://surface.syr.edu/cpr/190</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/190</guid>
<pubDate>Mon, 08 Oct 2012 09:01:38 PDT</pubDate>
<description>
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	<p>This paper suggests a robust Hausman and Taylor (1981) estimator, here-after HT that deals with the possible presence of outliers. This entails two modifications of the classical HT estimator. The first modification uses the Bramati and Croux (2007) robust Within MS estimator instead of the Within estimator in the first stage of the HT estimator. The second modification uses the robust Wagenvoort and Waldmann (2002) two stage generalized MS estimator instead of the 2SLS estimator in the second step of the HT estimator. Monte Carlo simulations show that, in the presence of vertical outliers or bad leverage points, the robust HT estimator yields large gains in MSE as compared to its classical Hausman-Taylor counterpart. We illustrate this robust version of the Hausman-Taylor estimator using an empirical application.</p>

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<author>Badi Baltagi et al.</author>


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<title>Small Sample Properties and Pretest Estimation of a Spatial Hausman-Taylor Model</title>
<link>http://surface.syr.edu/cpr/189</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/189</guid>
<pubDate>Mon, 08 Oct 2012 09:01:37 PDT</pubDate>
<description>
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	<p>This paper considers a Hausman and Taylor (1981) panel data model that exhibits a Cliff and Ord (1973) spatial error structure. We analyze the small sample properties of a generalized moments estimation approach for that model. This spatial Hausman-Taylor estimator allows for endogeneity of the time-varying and time-invariant variables with the individual effects. For this model, the spatial effects estimator is known to be consistent, but its disadvantage is that it wipes out the effects of time-invariant variables, which are important for most empirical studies. Monte Carlo results show that the spatial Hausman-Taylor estimator performs well in small samples.</p>

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<author>Badi Baltagi et al.</author>


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<title>Standardized LM Test for Spatial Error Dependence in Linear or Panel Regressions</title>
<link>http://surface.syr.edu/cpr/188</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/188</guid>
<pubDate>Mon, 08 Oct 2012 09:01:35 PDT</pubDate>
<description>
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	<p>The robustness of the LM tests for spatial error dependence of Burridge (1980) and Born and Breitung (2011) for the linear regression model, and Anselin (1988) and Debarsy and Ertur (2010) for the panel regression model with random or fixed effects are examined. While all tests are asymptotically robust against distributional misspecification, their finite sample behavior may be sensitive to the spatial layout. To overcome this shortcoming, standardized LM tests are suggested. Monte Carlo results show that the new tests possess good finite sample properties. An important observation made throughout this study is that the LM tests for spatial dependence need to be both mean- and variance-adjusted for good finite sample performance to be achieved. The former is, however, often neglected in the literature.</p>

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<author>Badi Baltagi et al.</author>


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<title>On the Estimation and Testing of Fixed Effects Panel Data Models with Weak Instruments</title>
<link>http://surface.syr.edu/cpr/187</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/187</guid>
<pubDate>Mon, 08 Oct 2012 09:01:33 PDT</pubDate>
<description>
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	<p>This paper studies the asymptotic properties of within groups <em>k-</em>class estimators in a panel data model with weak instruments. Weak instruments are characterized by the coefficients of the instruments in the reduced form equation shrinking to zero at a rate proportional to <em>nT</em>δ ; where <em>n </em>is the dimension of the cross-section and <em>T </em>is the dimension of the time series. Joint limits as (<em>n</em>,<em>T </em>)→∞show that this within group <em>k-</em>class estimator is consistent if 0 ≤δ ≤ ½ and inconsistent if ½ ≤δ ≤ ∞.</p>

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<author>Badi Baltagi et al.</author>


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<title>Intergenerational Labor Market and Welfare Consequences of Poor Health</title>
<link>http://surface.syr.edu/cpr/186</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/186</guid>
<pubDate>Wed, 03 Oct 2012 09:54:24 PDT</pubDate>
<description>
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	<p>Our research provides new econometric evidence concerning partial economic risk sharing between a frail elderly parent and an adult child. We estimate a jointly determined limited dependent variables system explaining the parent’s entry into a nursing home, the adult child’s visits to the parent, and the adult child’s labor supplied. The time allocation of adult sons is unaffected by a parent’s frail health. Adult daughters who visit a frail elderly parent daily decrease their annual labor supplied by about 1,000 hours annually, largely through labor force non-participation. The implied welfare loss to the daughter from a frail elderly parent in need of frequent visits is about $180,000. Our results run counter to the moral hazard argument against long-term care insurance and clarify the two sides’ positions in the policy debate over the degree of generosity of recently proposed tax credits for adult children who help care for sick aged parents.</p>

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<author>Thomas J. Kniesner et al.</author>


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<title>Explicit Versus Implicit Income</title>
<link>http://surface.syr.edu/cpr/185</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/185</guid>
<pubDate>Wed, 03 Oct 2012 09:54:22 PDT</pubDate>
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	<p>By supplementing income explicitly through payments or implicitly through taxes collected, income-based taxes and transfers make disposable income less variable. Because disposable income determines consumption, policies that smooth disposable income also create welfare improving consumption insurance. With data from the Panel Study of Income Dynamics we find that annual consumption variation is reduced by almost 20 percent due to explicit and implicit income smoothing. Consumption insurance is as important economically as private health or automobile insurance. Although taxes have become an increasingly important source of consumption insurance, the 2001 income-tax reform legislation should have little effect on implicit consumption insurance.</p>

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<author>Thomas J. Kniesner et al.</author>


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<title>Provider Type and Depression Treatment Adequacy</title>
<link>http://surface.syr.edu/cpr/184</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/184</guid>
<pubDate>Wed, 03 Oct 2012 09:54:20 PDT</pubDate>
<description>
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	<p>We investigate the effect of initial provider (primary care physician, psychiatrist, or non-physician mental health specialist) on the adequacy of subsequent treatment for persons with depression. Our data are from MarketScan<sup>®</sup>, a medical and pharmacy insurance claims database, which we use to estimate models of the likelihood of treatment for depression and the likelihood that any treatment received is adequate. Patients initially seeing psychiatrists are most likely to receive adequate treatment. Provider type has a statistically and medically significant effect on whether any treatment occurs but a smaller effect on treatment adequacy among treated patients. The results show the importance of provider type in treatment patterns, but the effects on patient outcomes are yet to be determined definitively.</p>

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<author>Thomas J. Kniesner et al.</author>


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<title>Why Relative Economic Position Does not Matter: A Cost Benenit Analysis</title>
<link>http://surface.syr.edu/cpr/183</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/183</guid>
<pubDate>Wed, 03 Oct 2012 09:54:19 PDT</pubDate>
<description>
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	<p>The current debate over cost-benefit concerns in agencies’ evaluations of government regulations is not so much whether to consider costs and benefits at all but rather what belongs in the estimated costs and benefits. Overlaid is the long-standing belief that the distribution of costs and benefits needs some consideration in policy evaluations. In a recent article in the University of Chicago Law Review, Robert Frank and Cass Sunstein proposed a relatively simple method for adding distributional concerns to policy evaluation that enlarges the typically constructed estimates of the individual’s willingness to pay for safer jobs or safer products. One might pay more for safety if it were the result of a government regulation that mandated greater safety across-the-board. Frank and Sunstein argue that the reason for enlarging current estimates is that someone who takes a safer job or buys a safer product gives up wages or pays a higher price, which then moves him or her down in the ladder of income left over to buy other things. Alternatively, a worker who is given a safer job via a government regulation will have no relative income consequences if all workers have lower pay. We show that when considering the core of the Frank and Sunstein proposal carefully one concludes that current regulatory evaluations should be left alone because there is no reason to believe that relative positional effects can be well identified quantitatively, are important to personal decisions in general, or are important to well-constructed cost-benefit calculations of government regulations.</p>
<p>One of the practical problems with trying to consider relative position of income and consumption when estimating willingness to pay is that there is no unique way to ascertain, from a statistical model, the person’s actual social reference group. A researcher must specify ex ante a reference group and then net out the behavioral effects of a possibly incorrectly attributed reference group’s behavior on the individual. There is no well-established result from survey data for a typical person’s economic reference group. Moreover, the econometric literature generally finds that reference group or social interaction effects are unlikely to be identified uniquely or are small and easily ignored, perhaps because the relative positional effects of workplace or product safety offset possible reference group effects on income.</p>
<p>To some extent, Frank and Sunstein’s recommended increase in the value of willingness to pay for safety used in current regulatory evaluations is already considered. Regulatory evaluations often include a pessimistic and an optimistic value of likely benefits, and Frank and Sunstein’s suggested revised value of willingness to pay is still below the optimistic case that carefully formulated cost-benefit studies use. It is easy to show that almost doubling the estimated value of a statistical life would have an inconsequential effect on the economic desirability of a broad set of regulatory policies.</p>
<p>Finally, we argue that the most important refinements in the area of regulatory evaluation would be for agencies involved to adhere more to the framework of what is generally considered a carefully done cost-benefit study and for agencies to make greater actual use of appropriately done cost-benefit studies when recommending regulations.</p>

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<author>Thomas J. Kniesner et al.</author>


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<title>Psychotherapy in Antidepressant Patients</title>
<link>http://surface.syr.edu/cpr/182</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/182</guid>
<pubDate>Wed, 03 Oct 2012 09:54:17 PDT</pubDate>
<description>
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	<p>Depression is a condition with various modes of treatment, including pharmacotherapy, psychotherapy, and some combination of each. The role of psychotherapy in the treatment of depression relative to the role of pharmacotherapy is not well understood, and guidelines for psychotherapy in the primary care setting differ from guidelines for specialty care. There is little evidence about the circumstances in actual practice that affect the use of psychotherapy in conjunction with pharmacotherapy.</p>
<p>We retrospectively identify the most important factors associated with the use of psychotherapy in combination with pharmacotherapy in the treatment of depression. Specifically, we study provider choice, health plan characteristics, and patient characteristics.</p>
<p>We use a comprehensive medical and pharmacy claims data sample of 1,023 individuals during 1992–1994. We select persons prescribed with an antidepressant medication and diagnosed with a depressive disorder by a primary care physician, psychiatrist, or non-physician mental health specialist. Controlling for depression diagnosis and severity, comorbidity, and demographics, we examine the role of provider type and plan benefit characteristics. We study the intensity of psychotherapy using zero-inflated count regression, the intensity of pharmacotherapy using truncated count regression, and the likelihood of relapse of depression using logistic regression.</p>
<p>Patients initially seeing a psychiatrist receive more than double the amount of psychotherapy and slightly more pharmacotherapy than patients of other providers. An additional prescription for antidepressant medication reduces by five percent the likelihood of relapse into depression, but the amount of psychotherapy does not affect relapse. Patients seeing a psychiatrist are half as likely to relapse, independent of any effect of psychotherapy. Case management and coinsurance rates do not affect the amount of psychotherapy, but the presence of case management has a positive effect on the amount of pharmacotherapy and on the likelihood of relapse.</p>
<p>We find no discernible pattern of complementarity or substitution between pharmacotherapy and psychotherapy across providers. Although the amount of psychotherapy provided in conjunction with medication does not affect the rate of relapse to depression, psychotherapy may nonetheless provide beneficial outcomes not studied here. Choice of a psychiatrist reduces the likelihood of relapse, independent of the number of psychotherapy sessions and antidepressant prescriptions. The effect of provider choice on relapse could be an artifact of differences in provider follow-up practices or could represent a difference in provider skills. Managed care strategies do not appear to reduce the intensity of depression treatment, but case management does increase the likelihood of relapse.</p>
<p>Pharmacotherapy and psychotherapy appear to be neither substitutes nor complements in the treatment of depression, suggesting that treatment is individualized. Choice of psychiatrist as the initial provider appears to reduce the likelihood of relapse, suggesting models of coordinated care may be beneficial. The link between psychiatrists and more psychotherapy is consistent with the hypothesis that patients resistant to treatment may nonetheless receive high quality care.</p>
<p>Managed care tools such as case management and coinsurance rates do not appear to restrict the use of either psychotherapy or pharmacotherapy. The association of case management with an increased likelihood of relapse suggests that plan characteristics can affect outcomes.</p>
<p>Our study focuses on psychotherapy combined with medication and does not psychotherapy alone in the treatment of depression, which may be a preferred mode of treatment for some. Outcomes other than relapse, as well as costs, should also be considered. Our findings that psychiatrists are associated with a decreased likelihood of relapse and that case management is associated with an increased likelihood of relapse despite a correlation with greater pharmacotherapy intensity present avenues for additional study.</p>

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<author>Thomas J. Kniesner et al.</author>


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<title>On the Measurment of Job Risk in Hedonic Wage Models</title>
<link>http://surface.syr.edu/cpr/181</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/181</guid>
<pubDate>Wed, 03 Oct 2012 09:54:15 PDT</pubDate>
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	<p>We examine the incidence, form, and research consequences of measurement error in measure of fatal injury risk in United States workplaces using both BLS and NIOSH data. We find evidence of substantial measurement errors in the fatality risk researchers attach to individual workers when estimating the implicit price of risk and the value of a statistical life. We first examine possible classical attenuation bias in the fatality risk coefficient. However, because we also find non-classical measurement error that differs across multiple risk measures and is not independent of other regressors, more complex statistical procedures than a standard instrumental variables estimator need be applied to obtain statistically improved estimates of wage-fatality risk tradeoffs. We conclude by noting that the National Institute of Safety and Health’s industry risk measure produces implicit value of life estimates much more in line with the mode for the existing literature than other risk measures.</p>

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<author>Dan Black et al.</author>


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<title>Social Interactions in Labor Supply</title>
<link>http://surface.syr.edu/cpr/180</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/180</guid>
<pubDate>Wed, 03 Oct 2012 09:54:14 PDT</pubDate>
<description>
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	<p>Our research examines the effect of interdependence on estimation and interpretation of earnings/labor supply equations. We consider the cases of (1) a positive spillover from others’ labor supplied and (2) a need for conformity with others’ labor supplied. Qualitative and quantitative comparative statics results with a Stone-Geary utility function demonstrate how spillover effects increase labor supply uniformly. Alternatively, conformity effects move labor supplied toward the mean of the reference group so that, in the limit, labor supply becomes perfectly inelastic at the reference group average. When there are un-modeled exogenous social interactions, conventional wage elasticities are still relatively well estimated although structural parameters may not be. Omitting endogenous social interactions may seriously misrepresent the labor supply effects of policy, however.</p>

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<author>Andrew Grodner et al.</author>


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<title>The Effect of Income Taxation on Consumption and Labor Supply</title>
<link>http://surface.syr.edu/cpr/179</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/179</guid>
<pubDate>Wed, 03 Oct 2012 09:54:12 PDT</pubDate>
<description>
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	<p>We estimate the incentive effects of income taxation in a life-cycle model of consumption and labor supply that relaxes the standard assumption of strong separability within periods. Our model permits identification of both within-period preference parameters and lifecycle preference parameters such as the inter-temporal substitution elasticity. Results indicate that consumption and hours worked are direct complements in utility, and both increase with an increase in the after-tax share and with a compensated increase in the net wage. The compensated net wage elasticity is about 0.3, nearly double the standard estimates for men in the United States that ignore within-period non-separability between consumption and hours and rely on linear preferences. Given our estimated inter-temporal elasticity of substitution of about 0.96, the Frisch specific substitution elasticities of consumption and labor supply with respect to the after-tax wage are about 0.1 and 0.5, indicating significant inter-temporal smoothing of utility. Depending on consumption measure, static estimates of the marginal welfare cost of revenue-neutral taxation are 6–20 percent, which is about half the estimated welfare cost when additivity between consumption and leisure is incorrectly imposed.</p>

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<author>James P. Ziliak et al.</author>


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<title>Labor Supply with Social Interactions: Econometric Estimates and Their Tax Policy Implications</title>
<link>http://surface.syr.edu/cpr/178</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/178</guid>
<pubDate>Wed, 03 Oct 2012 09:54:09 PDT</pubDate>
<description>
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	<p>Our research fleshes out econometric details of examining possible social interactions in labor supply. We look for a response of a person's hours worked to hours worked in the labor market reference group, which includes those with similar age, family structure, and location. We identify endogenous spillovers by instrumenting average hours worked in the reference group with hours worked in neighboring reference groups. Estimates of the canonical labor supply model indicate positive economically important spillovers for adult men. The estimated total wage elasticity of labor supply is 0.22, where 0.08 is the exogenous wage change effect and 0.14 is the social interactions effect. We demonstrate how ignoring or incorrectly considering social interactions can mis-estimate the labor supply response of tax reform by as much as 60 percent.</p>

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<author>Andrew Grodner et al.</author>


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<title>Ranking Inequality: Applications of Multivariate Subset Selection</title>
<link>http://surface.syr.edu/cpr/177</link>
<guid isPermaLink="true">http://surface.syr.edu/cpr/177</guid>
<pubDate>Wed, 03 Oct 2012 09:54:08 PDT</pubDate>
<description>
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	<p>Inequality measures are often presented in the form of a rank ordering to highlight their relative magnitudes. However, a rank ordering may produce misleading inference, because the inequality measures themselves are statistical estimators with different standard errors, and because a rank ordering necessarily implies multiple comparisons across all measures. Within this setting, if differences between several inequality measures are <em>simultaneously </em>and statistically insignificant, the interpretation of the ranking is changed. This study uses a multivariate subset selection procedure to make simultaneous distinctions across inequality measures at a pre-specified confidence level. Three applications of this procedure are explored using country-level data from the Luxembourg Income Study. The findings show that simultaneous precision plays an important role in relative inequality comparisons and should not be ignored.</p>

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<author>William C. Horrace et al.</author>


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