Specializations
- Data Science
- Information Economics
- Technology for Developing Regions
Biography
Please visit http://www.jblumenstock.com for current information
Joshua Blumenstock is an Assistant Professor at the U.C. Berkeley School of Information. His research develops theory and methods for the analysis of large-scale behavioral data, with a focus on how such data can be used to better understand poverty and economic development. Recent projects combine field experiments with big spatiotemporal network data to model decision-making in poor and conflict-affected regions of the world. Prior to joining Berkeley, Joshua was on the faculty at the University of Washington, where he founded and co-directed the Data Science and Analytics Lab. He is a recipient of the Intel Faculty Early Career Honor, a Gates Millenium Grand Challenge award, a Google Faculty Research Award, and a former fellow of the Thomas J. Watson Foundation and the Harvard Institutes of Medicine.
Education
- Ph D, School of Information, University of California, Berkeley, 2012
- MA, Economics, University of California, Berkeley, 2010
- BA, Computer Science with high honors, Wesleyan University, 2003
- BA, Physics with high honors, Wesleyan University, 2003
Awards
- Millenium Grand Challenge Award - Bill and Melinda Gates Foundation, 2015
- Most Impactful Post of 2015 - NextBillion, 2015
- Google Faculty Research Award - Google, 2014
- Community Award - USENIX Networked Systems Design and Implementation, 2013
Consulting and Other Projects
- LIRNEasia (NGO), Sri Lanka, 2015
- International Finance Corporation (NGO), 2014
Publications and Contributions
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Journal Article, Academic JournalAirtime Transfers and Mobile Communications: Evidence in the Aftermath of Natural Disasters (2016)Journal of Development Economics, 120(Unknown Issue), pp. 157-181
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Conference Workshop PaperMachine Learning Across Cultures: Modeling the Adoption of Financial Services for the Poor (2016)The 33rd International Conference on Machine Learning (ICML ‘16), Workshop on Machine Learning in Social Good Applications
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Conference ProceedingObserving Gender Dynamics and Disparities with Mobile Phone Metadata (2016)Proceedings of the Eighth International Conference on Information and Communication Technologies and Development, pp. 48:1–48:4, ISBN/ISSN: 978-1-4503-4306-0
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Conference Workshop PaperPredicting Student Dropout in Higher Education (2016)International Conference on Machine Learning (ICML), Data4good: Machine Learning in Social Good Applications
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Conference PaperPredictors without Borders: Behavioral Modeling of Product Adoption in Three Developing Countries (2016)The 22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ‘16), ISBN/ISSN: 123-4567-24-567/08/06
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Conference PaperBehavioral Modeling for Churn Prediction: Early Indicators and Accurate Predictors of Customer Defection and Loyalty (2015)2015 IEEE International Congress on Big Data (Big Data ‘15)
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Conference PaperFeature Engineering with Deterministic Finite Automata (2015)The 29th Annual Conference on Neural Information Processing Systems (NIPS ‘15), Workshop on Networks in the Social and Information Sciences
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Journal Article, Academic JournalPredicting Poverty and Wealth from Mobile Phone Metadata (2015)Science, 350(6264), pp. 1073-1076
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Conference PaperPromises and Pitfalls of Mobile Money in Afghanistan: Evidence from a Randomized Control Trial (2015)The 7th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD '15)
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Conference PaperThe Price Is Right? Statistical evaluation of a crowdsourced market information system in Liberia (2015)The 5th Annual ACM Symposium on Computing for Development (DEV ’15)
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Conference PaperCalling for Better Measurement: Estimating an Individual's Wealth and Well-Being from Mobile Phone Transaction Records (2014)The 20th ACM Conference on Knowledge Discovery and Data Mining (KDD '14), Workshop on Data Science for Social Good
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Conference PaperComputational Challenges in the Analysis of Large, Sparse, Spatiotemporal Data (2014)The 6th ACM International Workshop on Data Intensive Distributed Computing (DIDC '14)
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Conference PaperDetecting and Classifying Anomalous Behavior in Spatiotemporal Network Data (2014)The 20th ACM Conference on Knowledge Discovery and Data Mining (KDD '14), Workshop on Data Science for Social Good
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Conference PaperProbabilistic Inference of Unknown Locations: Exploiting Collective Behavior when Individual Data is Scarce (2014)The 5th Annual ACM Symposium on Computing for Development (DEV '14)
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Book, Chapter in Scholarly Book-NewThe Economic Impacts of New Technologies in Africa (2014)The Oxford Handbook of Africa and Economics
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Conference PaperExpanding Rural Cellular Networks with Virtual Coverage (2013)The 10th USENIX Symposium on Networked Systems Design and Implementation (NSDI '13)
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Research ReportIn the Hands of God: A Study of Risk and Savings in Afghanistan (2013)
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Conference PaperMigration and Ethnic Segregation: Evidence from Estonia’s Mobile Phone Logs (2013)Third Annual Conference on the Analysis of Mobile Phone Datasets (NetMob 2013)
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Conference PaperOperationalizing Outlier Detection in Community Health Programs (2013)The 6th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD '13)
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Conference PaperSocial and Spatial Ethnic Segregation: A Framework for Analyzing Segregation With Large-Scale Spatial Network Data (2013)The 4th Annual ACM Symposium on Computing for Development (DEV '13)
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Conference Workshop PaperUsing Mobile Communications Data to Measure Conflict (2013)American Political Science Association Annual Meetings
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Journal Article, Academic JournalDivided We Call: Disparities in Access and Use of Mobile Phones in Rwanda (2012)Information Technology and International Development, 8(2), pp. 1-16
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Journal Article, Academic JournalInferring Patterns of Internal Migration from Mobile Phone Call Records (2012)Information Technology for Development, 18(2), pp. 107–125
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Conference PaperThe Role of Gender in Mobile Phone Use: Quantitative Evidence from Rwanda (2012)Proceedings of the 5th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD ’12)
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Conference PaperMobile Divides: Gender, Socioeconomic Status, and Mobile Phone Use in Rwanda (2011)Proceedings of the 4th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD '10)
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Conference PaperUsing Mobile Phone Data to Measure the Ties Between Nations (2011)Proceedings of the 2011 iConference, pp. 195-202
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Conference PaperA Method for Estimating the Relationship Between Phone Use and Wealth (2010)Proceedings of the QualMeetsQuant Workshop at ICTD
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Conference PaperWho's Calling? Demographics of Mobile Phone Use in Rwanda (2010)2010 AAAI Spring Symposium Series, pp. 116-117
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Conference PaperSize Matters: Word Count as a Measure of Quality on Wikipedia (2008)Proceedings of the 17th ACM International Conference on the World Wide Web (WWW '08), pp. 1095-1096
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Conference PaperTelephone, Television, and Radio in the Home of the Future (2003)Internet and Multimedia Systems and Applications, pp. 263-268
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Journal Article, Academic JournalUsing Gene Expression Ratios to Predict Outcome Among Patients With Mesothelioma (2003)Journal of the National Cancer Institute, 95(8), pp. 598-605
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Journal Article, Academic JournalCorrecting for Signal Errors in the Analysis of Microarray Data (2002)Biotechniques, 32(2), pp. 330-337
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Journal Article, Academic JournalGlobal Analysis of Gene Expression: Methods, Interpretation, and Pitfalls (2002)Experimental Nephrology, 10(2), pp. 64-74
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Journal Article, Academic JournalTranslation of Microarray Data Into Clinically Relevant Cancer Diagnostic Tests Using Gene Expression Ratios in Lung Cancer and Mesothelioma (2002)Cancer Research, 62(17), pp. 4963-4967 Editor: R Bueno
Presentations
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A Society of Silent Separation: The Impact of Migration on Ethnic Segregation in Estonia
(2014)
Population Association of America Annual Conference - Boston, MA
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Big Data for Development
(2014)
International Telecommunications Union Telecom World 2014 - Doha, Qatar
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Development Engineering
(2014)
Department of Electrical Engineering and Computer Science, University of California, Berkeley - Berkeley, CA
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International Experiences: Leveraging Big Data for Development in the Global South
(2014)
Big Data for Development: Responsible Use of Mobile Meta-data to Support Public Purposes, LIRNEAsia - Colombo, Sri Lanka
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Probabilistic Inference of Unknown Locations: Exploiting Collective Behavior when Individual Data is Scarce
(2014)
ACM-DEV - San Jose, CA
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Risk Sharing and Mobile Phones
(2014)
Bill and Melinda Gates Foundation - Seattle, WA
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Violence & Financial Decisions: Evidence from a Randomized Control Trial of Mobile Money in Afghanistan
(2014)
Design Use Build seminar, University of Washington - Seattle, WA
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Violence and Financial Decisions: Evidence from Mobile Money in Afghanistan
(2014)
Northeast Universities Development Consortium Annual Conference, Boston University - Boston, MA
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Violence and Financial Decisions: Evidence from Mobile Money in Afghanistan
(2014)
Information School, University of Maryland - College Park, MD
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A different type of ?Data Science?? Terabyte-Scale Data and the Social Impact of Technology
(2013)
Medio Corporation - Seattle, WA
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A different type of ?Data Science?? Terabyte-Scale Data and the Social Impact of Technology
(2013)
Starbucks Corporation - Seattle, WA
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Behavioral Economics and Large-Scale Data Mining
(2013)
Intel Corporation - Hillsboro, OR
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Behavioral Economics and Large-Scale Data Mining
(2013)
Microsoft Research New England - Cambridge, MA
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Big Data & Development: Empirical Research in Rwanda and Afghanistan
(2013)
Change Seminar, Department of Computer Science and Engineering, University of Washington - Seattle, WA
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Data Science and Social Change: Research and Perspective
(2013)
AIMS seminar, Information School, University of Washington - Seattle, WA
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Data Science and Social Welfare
(2013)
The 6th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD '13), Workshop on Big Data and Development - Cape Town, South Africa
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Expanding Rural Cellular Networks and Virtual Coverage
(2013)
10th USENIX Symposium on Networked Systems Design and Implementation - Lombard, IL
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How do Labor Markets Equilibriate?
(2013)
8th IZA/World Bank Conference on Employment and Development - Bonn, Germany
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Migration and Ethnic Segregation: Evidence from Estonia's Mobile Phone Logs
(2013)
Third Annual Conference on the Analysis of Mobile Phone Datasets, NetMob - Cambridge, MA
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Motives for Phone-Based Giving: Departmental Colloquium
(2013)
Department of Economics, University of Washington - Seattle, WA
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Operationalizing Outlier Detection in Community Health Programs
(2013)
The 6th IEEE/ACM International Conference on Information and Communication Technologies and Development (ICTD '13) - Cape Town, South Africa
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Risk Sharing and Social Networks in Rwanda
(2013)
CSE Departmental Seminar, Department of Computer Science and Engineering, University of Washington - Seattle, WA
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Social and Spatial Ethnic Segregation: A Framework for Analyzing Segregation With Large-Scale Spatial Network Data
(2013)
The 4th Annual ACM Symposium on Computing for Development (DEV '13) - Cape Town, South Africa
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Societal-Scale Data Analysis in Developing Countries
(2013)
Microsoft Faculty Summit - Redmond, WA
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Using Mobile Communications Data to Measure Conflict
(2013)
Annual Meeting, American Political Science Association - Chicago, IL
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Big Data & International Development: Measuring Impact and Behavior
(2012)
Gates Foundation - Seattle, WA
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Charity and Reciprocity in Mobile Phone-Based Giving
(2012)
Advanced Technology Labs, Sprint - Redwood City, CA
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Consumer Bias and Inconsistency in Contract Choice
(2012)
Advanced Technology Labs, Sprint - Redwood City, CA