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To access the Appendix, click on the Appendix link in the box to the right of the article online
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To access the Appendix, click on the Appendix link in the box to the right of the article online.
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By comparison, the 2008 SIPP reweighting approach used by CMS for Modified Adjusted Gross Income standard conversions uses 1,152 cells based on interactions between discrete categories of eight covariates (age, parent status, sex, race or ethnicity, total household income, and categories of unearned income).For more details, see Department of Health and Human Services, Office of the Assistant Secretary for Planning and Evaluation. Data sources for Modified Adjusted Gross Income (MAGI) conversions [Internet]. Washington (DC): ASPE; 2013 Feb [cited 2013 Sep 4]. (ASPE Issue Brief). Available from
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By comparison, the 2008 SIPP reweighting approach used by CMS for Modified Adjusted Gross Income standard conversions uses 1,152 cells based on interactions between discrete categories of eight covariates (age, parent status, sex, race or ethnicity, total household income, and categories of unearned income). Another key difference is borrowing across state boundaries: CMS's ap-proach does not restrict borrowing, but our approach restricted borrowing to neighboring states and states with similar policies about eligibility for public programs. For more details, see Department of Health and Human Services, Office of the Assistant Secretary for Planning and Evaluation. Data sources for Modified Adjusted Gross Income (MAGI) conversions [Internet]. Washington (DC): ASPE; 2013 Feb [cited 2013 Sep 4]. (ASPE Issue Brief). Available from: http://aspe.hhs.gov/health/reports/2013/sipp/ib.cfm
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Another key difference is borrowing across state boundaries: CMS's ap-proach does not restrict borrowing, but our approach restricted borrowing to neighboring states and states with similar policies about eligibility for public programs
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Nearly two million households respond to the ACS in a given year. See Census Bureau. American Community Survey [home page on the Internet]. Washington (DC): Census Bureau; [cited 2013 Sep 4]. Available from:
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Nearly two million households respond to the ACS in a given year. The survey therefore provided a rich data source of more reliable survey information for calibrating our state weights. See Census Bureau. American Community Survey [home page on the Internet]. Washington (DC): Census Bureau; [cited 2013 Sep 4]. Available from: http://www.census.gov/acs/www/methodology/sample_size_definitions/
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The survey therefore provided a rich data source of more reliable survey information for calibrating our state weights
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We identified states with similar public eligibility policies using a Medicaid generosity index that we constructed.We permitted cross-state borrowing among states that were within 2.5 percentage points above or below each other. Program eligibility rules were drawn from Kaiser Commission on Medicaid and the Uninsured. Where are states today? Medicaid and CHIP eligibility levels for children and non-disabled adults [Internet]. Washington (DC): KFF; 2013 Mar [cited 2013 Sep 4]. Available from
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We identified states with similar public eligibility policies using a Medicaid generosity index that we constructed. We applied each state's 2012 public program income eligibility rules to a national sample of nonelderly adults from the 2008 SIPP.We then estimated and ranked states based on the percentage of this sample that would be eligible for coverage under each state's rules.We permitted cross-state borrowing among states that were within 2.5 percentage points above or below each other. Program eligibility rules were drawn from Kaiser Commission on Medicaid and the Uninsured. Where are states today? Medicaid and CHIP eligibility levels for children and non-disabled adults [Internet]. Washington (DC): KFF; 2013 Mar [cited 2013 Sep 4]. Available from: http://kaiserfamilyfoundation.files.wordpress.com/2013/04/7993-03.pdf
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We applied each state's 2012 public program income eligibility rules to a national sample of nonelderly adults from the 2008 SIPP e then estimated and ranked states based on the percentage of this sample that would be eligible for coverage under each state's rules
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Better methods will be needed to project incomes to estimate eligibility for subsidies in health insurance exchanges
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Graves JA. Better methods will be needed to project incomes to estimate eligibility for subsidies in health insurance exchanges. Health Aff (Millwood). 2012;31(7):1613-22.
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Graves, J.A.1
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