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        "event_title":"Curriculum \/ Collection",
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        "combined_title":"Curriculum \/ Collection",
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        "description":"In Curriculum \/ Collection, an incredible variety of University of Michigan courses take material form. Collected for each course are objects that address the nature of materiality, time, and human interaction in relation to our environments, our wars, our relationships, and our eccentricities.\u00a0\n \nWorking in collaboration with University faculty, the works in this exhibition were selected for their capacity to provoke engagement with the guiding questions and themes of their specific courses, while also offering students inspiration for research and art projects in their areas of study. The exhibition demonstrates some of the diverse and creative ways art plays a central role in learning across the disciplines. It also asks us to consider what we can learn from art objects across an infinite variety of specialties and subject matter.\n \nAs classes begin in Fall of 2021, you\u2019ll be able to use these pages to explore the collections designed for each course, dive into the works themselves, and hear from the professors and students about how they are engaging with art and objects in new ways. Who knows, maybe you\u2019ll learn something surprising along the way, too.\n\nLead support for this exhibition is provided by the University of Michigan Office of the Provost, Erica Gervais Pappendick and Ted Pappendick, and the Eleanor Noyes Crumpacker Endowment Fund, and the Oakriver Foundation.\n\u00a0",
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        "tags":["Research","Museum","Nature","Art","UMMA","Exhibition","Faculty"],
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        "description":"Frisbee tournament in Zeeland, MI",
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        "event_title":"Topics in Causal Inference Addressing Practical Data Challenges",
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        "combined_title":"Topics in Causal Inference Addressing Practical Data Challenges: Charlotte Mann",
        "event_subtitle":"Charlotte Mann",
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        "description":"Abstract: Evaluating the effects of interventions is important to inform policy decisions across many disciplines. This dissertation is motivated by applications including evaluating medical treatments, state-level policy decisions, and educational curricular interventions. In each of these applications, there are practical barriers to using previously developed effect estimation methods with available data. We present estimation strategies that overcome these challenges or offer practical benefits of their own, beyond those of typical methods.\r\n\r\nFirst, we apply a method that integrates experimental (RCT) and observational data for treatment effect estimation to a paired cluster-randomized field experiment in education (CTAI study). For this data integration approach, first, we fit an outcome model with the auxiliary, observational data. Then, we use predictions from the auxiliary model as a \u201csuper covariate\u201d in treatment effect estimation with the RCT. The application to the CTAI study demonstrates the process and practical benefits of fitting an auxiliary model in addition to the data integration method\u2019s efficacy in a relevant applied setting.  \r\n\r\nWhile we were able to access both auxiliary and RCT data for the CTA study, this may not always be the case in practice. For example, during the first year of the COVID-19 pandemic, large patient databases existed, but access to this data was restricted. To overcome this challenge, we aimed to share a useful auxiliary model for analyses of COVID-19 RCTs. In collaboration with physicians, we developed a risk model for in-hospital COVID-19 mortality. We discuss considerations for developing a model that would be useful for data integration in diverse (and unknown) RCTs and for physicians in practice. \r\n\r\nWe additionally explore more general approaches to integrate observational and experimental data for causal inference, when data privacy is a concern. Namely, we consider ways to release observational datasets, which limit disclosure of confidential information and can still be used in two treatment effect estimators, which leverage auxiliary data for generalizability or precision. We find that integrating privacy transformed observational data still improves generalizability or precision of treatment effect estimates, beyond that achieved using the RCT data alone.\r\n\r\nResearchers may also want to use data that cannot be fully released, due to data privacy concerns, for treatment effect estimation directly. For example, analyses of health policies often rely on data provided by US data agencies, but publicly available mortality outcomes in the US are censored, so counts of 10 or fewer individual deaths are suppressed. This results in sometimes substantial missing data for county-level analyses. We address this common challenge to policy evaluations by presenting a rank-sum test statistic that accommodates outcomes censored in this way. We apply the rank-sum test to estimate the county-level effect of Medicaid expansion as part of the Affordable Care Act on mortality in the US in 2014, with attention to observational study design and additional statistical challenges that arise with county-level mortality counts.\r\n\r\nFinally, motivated by the CTAI study, we present a general framework for design-based estimation in paired cluster-randomized experiments (pCRTs) for average individual effects. Given that pCRTs are common, it is surprisingly not obvious how to analyze them. Our framework clarifies the bias-variance trade-off between different treatment effect estimators and emphasizes the benefits of covariate adjustment for estimation with pCRTs. This analysis and extensive simulation studies provide guidance for how to analyze pCRTs in practice.",
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