TY - GEN AU - Aragon, Cecilia, AU - Guha Shion AU - Kogan Marina AU - Muller Machael AU - Neff Gina TI - Human-Centered Data Science: An Introduction SN - 9780262543217 U1 - 005.7 ARA PY - 0000///Cambridge, Massachusetts CY - 2022 PB - MIT Press KW - Big data KW - Moral and ethical aspect KW - Data processing KW - Information science KW - Quantitative research N2 - Human-centered data science is a new interdisciplinary field that draws from human- computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods ER -