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Ethical Data Science : Prediction in the Public Interest
Can data science truly serve the public interest? Data-driven analysis shapes many interpersonal, consumer, and cultural experiences yet scientific solutions to social problems routinely stumble.All too often, predictions remain solely a technocratic instrument that sets financial interests against service to humanity.Amidst a growing movement to use science for positive change, Anne L.Washington offers a solution-oriented approach to the ethical challenges of data science.Ethical Data Science empowers those striving to create predictive data technologies that benefit more people.As one of the first books on public interest technology, it provides a starting point for anyone who wants human values to counterbalance the institutional incentives that drive computational prediction.It argues that data science prediction embeds administrative preferences that often ignore the disenfranchised.The book introduces the prediction supply chain to highlight moral questions alongside the interlocking legal and commercial interests influencing data science.Structured around a typical data science workflow, the book systematically outlines the potential for more nuanced approaches to transforming data into meaningful patterns.Drawing on arts and humanities methods, it encourages readers to think critically about the full human potential of data science step-by-step.Situating data science within multiple layers of effort exposes dependencies while also pinpointing opportunities for research ethics and policy interventions. This approachable process lays the foundation for broader conversations with a wide range of audiences.Practitioners, academics, students, policy makers, and legislators can all learn how to identify social dynamics in data trends, reflect on ethical questions, and deliberate over solutions.The book proves the limits of predictive technology controlled by the few and calls for more inclusive data science.
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Jersey Uhlsport Prediction
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Welfare Economics and Second-Best Theory : A Distortion-Analysis Protocol for Economic-Efficiency Prediction
This book examines the implications of The General Theory of Second Best for analyzing the economic efficiency of non-government conduct or government policies in an economically efficient way. It develops and legitimates an economically efficient economic-efficiency-analysis protocol with three unique characteristics: First, the protocol focuses separately on each of a wide variety of categories of economic inefficiency, many of which conventional analyses ignore.Second, it analyzes the impact of conduct or policies on each of these categories of economic inefficiency, primarily by predicting the respective conduct’s/policy’s impact on the distortion that the economy’s various Pareto imperfections generate in the profits yielded by the resource allocations associated with the individual categories of economic inefficiency—i.e., on the difference between their profitability and economic efficiency. And third, it is third-best—i.e., it instructs the analyst toexecute a theoretical or empirical research project if and only if the economic-efficiency gains the project is expected to generate by increasing the accuracy of economic-efficiency conclusions exceed the predicted allocative cost of its execution and public financing. The book also uses the protocol to analyze the economic efficiency of specific policies so as to illustrate both how it differs from the protocols that most applied welfare economists continue to use and how its conclusions differ from those produced by standard analysis.
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Jersey Uhlsport Prediction
Sublimation printingRound collarPrinted letteringPrinted logo"FOR THE PLANET"Smartbreathe LiteUnisex cut
Price: 28.19 £ | Shipping*: 0.00 £ -
Jersey Uhlsport Prediction
Sublimation printingRound collarPrinted letteringPrinted logo"FOR THE PLANET"Smartbreathe LiteUnisex cut
Price: 28.19 £ | Shipping*: 0.00 £ -
Children's jersey Uhlsport Prediction
Sublimation printingRound collarPrinted letteringPrinted logo"FOR THE PLANET"Smartbreathe LiteUnisex cut
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goalie jersey Uhlsport Prediction
Sublimation printPrinted logoElastic waistband with drawstringNo liningTPU pressure on the elbowCotton foot for comfort and breathabilityPrinted lettering"FOR THE PLANET"
Price: 28.19 £ | Shipping*: 0.00 £
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