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Deploying Machine Learning For A Sustainable Future, Cary Coglianese
Deploying Machine Learning For A Sustainable Future, Cary Coglianese
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To meet the environmental challenges of a warming planet and an increasingly complex, high tech economy, government must become smarter about how it makes policies and deploys its limited resources. It specifically needs to build a robust capacity to analyze large volumes of environmental and economic data by using machine-learning algorithms to improve regulatory oversight, monitoring, and decision-making. Three challenges can be expected to drive the need for algorithmic environmental governance: more problems, less funding, and growing public demands. This paper explains why algorithmic governance will prove pivotal in meeting these challenges, but it also presents four likely obstacles that …
Risk Equity: A New Proposal, Matthew D. Adler
Risk Equity: A New Proposal, Matthew D. Adler
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What does distributive justice require of risk regulators? Various executive orders enjoin health and safety regulators to take account of “distributive impacts,” “equity,” or “environmental justice,” and many scholars endorse these requirements. But concrete methodologies for evaluating the equity effects of risk regulation policies remain undeveloped. The contrast with cost-benefit analysis--now a very well developed set of techniques --is stark. Equity analysis by governmental agencies that regulate health and safety risks, at least in the United States, lacks rigor and structure. This Article proposes a rigorous framework for risk-equity analysis, which I term “probabilistic population profile analysis” (PPPA). PPPA is …
Policy Analysis For Natural Hazards: Some Cautionary Lessons From Environmental Policy Analysis, Matthew D. Adler
Policy Analysis For Natural Hazards: Some Cautionary Lessons From Environmental Policy Analysis, Matthew D. Adler
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How should agencies and legislatures evaluate possible policies to mitigate the impacts of earthquakes, floods, hurricanes and other natural hazards? In particular, should governmental bodies adopt the sorts of policy-analytic and risk assessment techniques that are widely used in the area of environmental hazards (chemical toxins and radiation)? Environmental hazards policy analysis regularly employs proxy tests, in particular tests of technological “feasibility,” rather than focusing on a policy’s impact on well-being. When human welfare does enter the analysis, particular aspects of well-being, such as health and safety, are often given priority over others. “Individual risk” tests and other features of …