Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils

Big data is both a product and a function of technology and the ever-growing analytic and computational power. The potential impact of big data in health care innovation cannot be ignored. The technology-mediated transformative potential of big data is taking place within the context of historical i...

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Format: Article
Language:English
Published: Mary Ann Liebert 2020-04-01
Series:Health Equity
Online Access:https://www.liebertpub.com/doi/full/10.1089/HEQ.2019.0112
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spelling doaj-2b4503651e784a479e9f2b98ed180af72020-12-03T20:32:53ZengMary Ann LiebertHealth Equity 2473-12422020-04-0110.1089/HEQ.2019.0112Big Data Analytics and the Struggle for Equity in Health Care: The Promise and PerilsBig data is both a product and a function of technology and the ever-growing analytic and computational power. The potential impact of big data in health care innovation cannot be ignored. The technology-mediated transformative potential of big data is taking place within the context of historical inequities in health and health care. Although big data analytics, properly applied, hold great potential to target inequities and reduce disparities, we believe that the realization of this potential requires us to explicitly address concerns of fairness, equity, and transparency in the development of big data tools. To mitigate potential sources of bias and inequity in algorithmic decision-making, a multipronged and interdisciplinary approach is required, combining insights from data scientists and domain experts to design algorithmic decision-making approaches that explicitly account and correct for these issues.https://www.liebertpub.com/doi/full/10.1089/HEQ.2019.0112
collection DOAJ
language English
format Article
sources DOAJ
title Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
spellingShingle Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
Health Equity
title_short Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
title_full Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
title_fullStr Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
title_full_unstemmed Big Data Analytics and the Struggle for Equity in Health Care: The Promise and Perils
title_sort big data analytics and the struggle for equity in health care: the promise and perils
publisher Mary Ann Liebert
series Health Equity
issn 2473-1242
publishDate 2020-04-01
description Big data is both a product and a function of technology and the ever-growing analytic and computational power. The potential impact of big data in health care innovation cannot be ignored. The technology-mediated transformative potential of big data is taking place within the context of historical inequities in health and health care. Although big data analytics, properly applied, hold great potential to target inequities and reduce disparities, we believe that the realization of this potential requires us to explicitly address concerns of fairness, equity, and transparency in the development of big data tools. To mitigate potential sources of bias and inequity in algorithmic decision-making, a multipronged and interdisciplinary approach is required, combining insights from data scientists and domain experts to design algorithmic decision-making approaches that explicitly account and correct for these issues.
url https://www.liebertpub.com/doi/full/10.1089/HEQ.2019.0112
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