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A quarter-century of statistical research has shown that census coverage surveys, valuable as they are in offering a report card on each decennial census, do not provide usable estimates of geographical differences in coverage. The…

Applications · Statistics 2008-12-18 Kenneth Wachter

Social media platforms are currently the main channel for political messaging, allowing politicians to target specific demographics and adapt based on their reactions. However, making this communication transparent is challenging, as the…

Computation and Language · Computer Science 2023-07-04 Tunazzina Islam , Shamik Roy , Dan Goldwasser

This paper investigates the usage patterns of Facebook among different demographics in the United States, focusing on the consumption of political information and its variability across age, gender, and ethnicity. Employing a novel data…

Social and Information Networks · Computer Science 2024-07-12 Joao Couto , Kiran Garimella

Social media data provides propitious opportunities for public health research. However, studies suggest that disparities may exist in the representation of certain populations (e.g., people of lower socioeconomic status). To quantify and…

Computers and Society · Computer Science 2017-11-07 Nina Cesare , Christan Grant , Jared B. Hawkins , John S. Brownstein , Elaine O. Nsoesie

Online data sources offer tremendous promise to demography and other social sciences, but researchers worry that the group of people who are represented in online datasets can be different from the general population. We show that by…

Applications · Statistics 2019-07-01 Dennis M. Feehan , Curtiss Cobb

Many online services, such as search engines, social media platforms, and digital marketplaces, are advertised as being available to any user, regardless of their age, gender, or other demographic factors. However, there are growing…

Information Retrieval · Computer Science 2017-05-31 Rishabh Mehrotra , Ashton Anderson , Fernando Diaz , Amit Sharma , Hanna Wallach , Emine Yilmaz

Reliable statistical information is important to make political decisions on a sound basis and to help measure the impact of policies. Unfortunately, statistics offices in developing countries have scarce resources and statistical censuses…

Computers and Society · Computer Science 2013-09-19 Thoralf Gutierrez , Gautier Krings , Vincent D. Blondel

Socio-economic indicators provide context for assessing a country's overall condition. These indicators contain information about education, gender, poverty, employment, and other factors. Therefore, reliable and accurate information is…

Computers and Society · Computer Science 2023-02-07 Rahul Goel , Angelo Furno , Rajesh Sharma

Despite Facebook's central role in American civic life, a clear, evidence-based understanding of users' long-term information environments has remained elusive, hindering assessments of the platform's societal impact. This study addresses…

Social and Information Networks · Computer Science 2026-05-06 S M Mehedi Zaman , Joao Couto , Kiran Garimella

The United States spends more than $1B each year on initiatives such as the American Community Survey (ACS), a labor-intensive door-to-door study that measures statistics relating to race, gender, education, occupation, unemployment, and…

Computer Vision and Pattern Recognition · Computer Science 2022-06-08 Timnit Gebru , Jonathan Krause , Yilun Wang , Duyun Chen , Jia Deng , Erez Lieberman Aiden , Li Fei-Fei

Facebook News Feed personalization algorithm has a significant impact, on a daily basis, on the lifestyle, mood and opinion of millions of Internet users. Nonetheless, the behavior of such algorithms usually lacks transparency, motivating…

Social and Information Networks · Computer Science 2018-11-01 Eduardo Hargreaves , Claudio Agosti , Daniel Menasché , Giovanni Neglia , Alexandre Reiffers-Masson , Eitan Altman

Poverty maps derived from satellite imagery are increasingly used to inform high-stakes policy decisions, such as the allocation of humanitarian aid and the distribution of government resources. Such poverty maps are typically constructed…

Machine Learning · Computer Science 2023-05-04 Emily Aiken , Esther Rolf , Joshua Blumenstock

Social networks offer convenient ways to seamlessly reach out to large audiences. In particular, Facebook pages are increasingly used by businesses, brands, and organizations to connect with multitudes of users worldwide. As the number of…

Biases in large-scale image datasets are known to influence the performance of computer vision models as a function of geographic context. To investigate the limitations of standard Internet data collection methods in low- and middle-income…

Computer Vision and Pattern Recognition · Computer Science 2023-08-21 Keziah Naggita , Julienne LaChance , Alice Xiang

Urban income segregation is a widespread phenomenon that challenges societies across the globe. Classical studies on segregation have largely focused on the geographic distribution of residential neighborhoods rather than on patterns of…

Social and Information Networks · Computer Science 2020-04-21 Xiaowen Dong , Alfredo J. Morales , Eaman Jahani , Esteban Moro , Bruno Lepri , Burcin Bozkaya , Carlos Sarraute , Yaneer Bar-Yam , Alex Pentland

Literacy is one of the most fundamental skills for people to access and navigate today's digital environment. This work systematically studies the language literacy skills of online populations for more than 160 countries and regions across…

Computers and Society · Computer Science 2023-03-23 Yu-Ru Lin , Shaomei Wu , Winter Mason

Fine resolution estimates of demographic and socioeconomic attributes are crucial for planning and policy development. While several efforts have been made to produce fine-scale gridded population estimates, socioeconomic features are…

Traditional sources of population data, such as censuses and surveys, are costly, infrequent, and often unavailable in crisis-affected regions. Mobile phone application data offer near real-time, high-resolution insights into population…

Applications · Statistics 2025-09-04 Carmen Cabrera , Francisco Rowe

Political campaigns are increasingly turning to digital advertising to reach voters. These platforms empower advertisers to target messages to platform users with great precision, including through inferences about those users' political…

Computers and Society · Computer Science 2019-12-18 Muhammad Ali , Piotr Sapiezynski , Aleksandra Korolova , Alan Mislove , Aaron Rieke

Facebook and other advertising platforms exploit users data for marketing purposes by allowing advertisers to select specific users and target them (the practice is being called micro-targeting). However, advertisers such as Cambridge…

Computers and Society · Computer Science 2024-03-05 Salim Chouaki , Islem Bouzenia , Oana Goga , Beatrice Roussillon