State of Health Equity Movement, 2011 Update Part B: Catalog of Activities DRA Project Report No. 11-02

State of Health Equity Movement, 2011 Update Part B: Catalog of Activities DRA Project Report No. 11-0

State of Health Equity Movement, 2011 Update Part C: Compendium of Recommendations DRA Project Report No. 11-03

State of Health Equity Movement, 2011 Update Part C: Compendium of Recommendations DRA Project Report No. 11-0

Improving fairness in machine learning systems: What do industry practitioners need?

The potential for machine learning (ML) systems to amplify social inequities and unfairness is receiving increasing popular and academic attention. A surge of recent work has focused on the development of algorithmic tools to assess and mitigate such unfairness. If these tools are to have a positive impact on industry practice, however, it is crucial that their design be informed by an understanding of real-world needs. Through 35 semi-structured interviews and an anonymous survey of 267 ML practitioners, we conduct the first systematic investigation of commercial product teams' challenges and needs for support in developing fairer ML systems. We identify areas of alignment and disconnect between the challenges faced by industry practitioners and solutions proposed in the fair ML research literature. Based on these findings, we highlight directions for future ML and HCI research that will better address industry practitioners' needs.Comment: To appear in the 2019 ACM CHI Conference on Human Factors in Computing Systems (CHI 2019

State of Health Equity Movement, 2011 Update: DRA Project Report No. 11-01

State of Health Equity Movement, 2011 Update Part A: Overview DRA Project Report No. 11-0

Pillars for Progress on the Right to Health: Harnessing the Potential of Human Rights Through a Framework Convention on Global Health

Ever more constitutions incorporate the right to health, courts continue to expand their right to health jurisprudence, and communities and civil society increasingly turn to the right to health in their advocacy. Yet the right remains far from being realized. Even with steady progress on numerous fronts of global health, vast inequities at the global and national levels persist, and are responsible for millions of deaths annually. We propose a four-part approach to accelerating progress towards fulfilling the right to health: 1) national legal and policy reform, incorporating right to health obligations and principles including equity, participation, and accountability in designing, implementing, and monitoring the health sector, as well as an all-of-government approach in advancing the public\u27s health; 2) litigation, using creative legal strategies, enhanced training, and promotion of progressive judgments to increase courts\u27 effectiveness in advancing the right to health; 3) civil society and community engagement, empowering communities to understand and claim this right and building the capacity of right to health organizations; and 4) innovative global governance for health, strengthening World Health Organization leadership on health and human rights, further clarifying the international right to health, ensuring sustained and scalable development assistance, and conforming other international legal regimes (e.g., trade, intellectual property, and finance) to health and human rights norms. We offer specific steps to advance each of these areas, including how a new global health treaty, a Framework Convention on Global Health, could help construct these four pillars

Water and Nutrition: Harmonizing actions for the United Nations Decade of Action on Nutrition and the United Nations Water Action Decade

Progress for both SDG 2 and SDG 6 has been unsatisfactory, with several indicators worsening over time, including an increase in the number of undernourished, overweight and obese people, as well as rapid increases in the number of people at risk of severe water shortages. This lack of progress is exacerbated by climate change and growing regional and global inequities in food and water security, including access to good quality diets, leading to increased violation of the human rights to water and food. Reversing these trends will require a much greater effort on the part of water, food security, and nutrition communities, including stronger performances by the United Nations Decade of Action on Nutrition and the United Nations International Decade for Action on Water for Sustainable Development. To date, increased collaboration by these two landmark initiatives is lacking, as neither work program has systematically explored linkages or possibilities for joint interventions. Collaboration is especially imperative given the fundamental challenges that characterize the promotion of one priority over another. Without coordination across the water, food security, and nutrition communities, actions toward achieving SDG2 on zero hunger may contribute to further degradation of the world’s water resources and as such, further derail achievement of the UN Decade of Action on Water and SDG 6 on water and sanitation. Conversely, actions to enhance SDG 6 may well reduce progress on the UN Decade of Action on Nutrition and SDG 2. This paper reviews these challenges as part of a broader analysis of the complex web of pathways that link water, food security and nutrition outcomes. Climate change and the growing demand for water resources are also considered, given their central role in shaping future water and nutrition security. The main conclusions are presented as three recommendations focused on potential avenues to deal with the complexity of the water-nutrition nexus, and to optimize outcomes

Catalytic Change: Lessons Learned from the Racial Justice Grantmaking Assessment

ARC and PRE designed the Racial Justice Grantmaking Assessment to help foundation staff and leaders understand the benefits of being explicit about racial equity, and to determine the degree to which their work is advancing racial justice. This report is based on the pilot process, and is intended to share insights into some of the barriers within the philanthropic sector that stand in the way of achieving racial justice outcomes. It is organized into five segments:This introduction, which provides brief profiles of ARC and PRE, and of the assessment team;A description of the assessment process, including definitions, assumptions, and methodology;An overview of the assessments of the Consumer Health Foundation and the Barr Foundation, including brief profiles of each, summary findings, recommendations, and impacts to date;Lessons learned from the pilot process by the ARC-PRE assessment team; andAppendices with more detailed findings, recommendations, and initial impacts for each foundation

Healing conversations: Developing a practical framework for clinical communication between Aboriginal communities and healthcare practitioners

In recognition of the ongoing health disparities experienced by Aboriginal and Torres Strait Islander peoples (hereafter Aboriginal), this scoping review explores the role and impact of the clinical communication process on Aboriginal healthcare provision. A medical education lens is applied, looking at the utility of a tailored clinical communication framework to assist health practitioners work more effectively with Aboriginal peoples and communities. The initial framework, building on existing communication guides, proposes four domains: content, process, relational and environmental. It places emphasis on critical self-reflection of the health practitioner’s own cultural identity and will be guided by collective Aboriginal world-views in select Australian settings. Using a two-eyed seeing approach the framework will be developed and tested in health professional education. The aim of this research journey is to enable health practitioners to have more effective healthcare conversations with Aboriginal peoples, working toward more socially just and equitable healthcare interactions and outcome

Forecasting environmental equity: Air quality responses to road user charging in Leeds, UK

Sustainable development requires that the goals of economic development, environmental protection and social justice are considered collectively when formulating development strategies. In the context of planning sustainable transport systems, trade-offs between the economy and the environment, and between the economy and social justice have received considerable attention. In contrast, much less attention has been paid to environmental equity, the trade-off between environmental and social justice goals, a significant omission given the growing attention to environmental justice by policy makers in the EU and elsewhere. In many countries, considerable effort has been made to develop clean transport systems by using, for example, technical, economic and planning instruments. However, little effort has been made to understand the distributive and environmental justice implications of these measures. This paper investigates the relationship between urban air quality (as NO2) and social deprivation for the city of Leeds, UK. Through application of a series of linked dynamic models of traffic simulation and assignment, vehicle emission, and pollutant dispersion, the environmental equity implications of a series of urban transport strategies, including road user cordon and distance based charging, road network development, and emission control, are assessed. Results indicate a significant degree of environmental inequity exists in Leeds. Analysis of the transport strategies indicates that this inequity will be reduced through natural fleet renewal, and, perhaps contrary to expectations, road user charging is also capable of promoting environmental equity. The environmental equity response is however, sensitive to road pricing scheme design