Faculty & Research Published Research Research Economics Education Health Policy (-) Ethics Facet Area of Focus - Research Richard Bonnie Ruth Gaare Bernheim Bala Mulloth Eileen Chou (-) John Pepper Facet People - Research Facet UVA Partner - Research Published Research Ethics Identification of Expected Outcomes in a Data Error Mixing Model with Multiplicative Mean Authors: John Pepper, Brent Kreider We consider the problem of identifying a mean outcome in corrupt sampling where the observed outcome is drawn from a mixture of the distribution of interest and another distribution. Relaxing the contaminated sampling assumption that the outcome is statistically independent of the mixing process, we assess the identifying power of an assumption that the conditional means of the distributions differ by a factor of proportionality. Learn more
Published Research Ethics Identification of Expected Outcomes in a Data Error Mixing Model with Multiplicative Mean Authors: John Pepper, Brent Kreider We consider the problem of identifying a mean outcome in corrupt sampling where the observed outcome is drawn from a mixture of the distribution of interest and another distribution. Relaxing the contaminated sampling assumption that the outcome is statistically independent of the mixing process, we assess the identifying power of an assumption that the conditional means of the distributions differ by a factor of proportionality. Learn more