Understanding and empowering the learning of teams, organizations, and nations.

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Observatory of Economic Complexity
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Github Repo
Simoes | Landry | Teng | Hidalgo
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Github Repo
Simoes | Landry | Teng | Speiser | Hidalgo
Visit SiteYu | Hu | Hidalgo
Place Pulse
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Github repo
Salesses | Smilkov | Jagdish | Hidalgo
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Github repo
Almossawi | Hidalgo
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Github repo Simoes | Landry | Hidalgo
HDI Tree
Visit Site Simoes | Landry | House | Meirelles | Hidalgo
Visit Site Naik | Philipoom | Raskar | Hidalgo
Global Language Network
Visit Site Ronen | Hu | Hidalgo

Our Websites

Collective Learning in China's Regional Economic Development
Jian Gao, Bogang Jun, Alex Pentland, Tao Zhou, Cesar A Hidalgo
arXiv preprint arXiv:1703.01369 (Full Text)
Meet me in the middle: The reunification of Germany's research network
Bogang Jun, Flávio Pinheiro, Tobias Buchmann, Seung-kyu Yi, Cesar Hidalgo
arXiv preprint arXiv:1704.08426 (Full Text)
When to target hubs? Strategic Diffusion in Complex Networks
Aamena Alshamsi, Flavio L Pinheiro, Cesar A Hidalgo
arXiv preprint arXiv:1705.00232 (Full Text)
Linking Economic Complexity, Institutions, and Income Inequality
Dominik Hartmann, Miguel Guevara, Cristian Jara-figueroa, Manuel Aristaran, César A. Hidalgo
World Development [In Press] (Full Text)
Disconnected, Fragmented, or United? A Trans-disciplinary Review of Network Science
César A. Hidalgo
Applied Network Science 1(1) (Full Text)
Are Safer Looking Neighborhoods More Lively? A Multimodal Investigation Into Urban Life
Marco De Nadai, Radu Laurentiu Vieriu, Gloria Zen, Stefan Dragicevic, Nikhil Naik, Michelle Caravielle, César A. Hidalgo, Nicu Sebe, Bruno Lepri
Proceedings of the 2016 ACM on Multimedia Conference 1127-1135 (Full Text)
Inequality in Latin America and Asia
Dominik Hartmann, Cristian Jara-figueroa, Miguel Guevara, Alex Simoes, César A. Hidalgo
Revista Integración & Comercio: No. 40: Junio, 2016 (Full Text - Spanish)
Deep Learning The City: Quantifying perception at a global scale
Abhimanyu Dubey, Nikhil Naik, Devi Parah, Ramesh Raskar, César A. Hidalgo
European Confernce on Computer Vision, 196-212(Full Text)
The Research Space: using the career paths of scholars to predict the evolution of the research output of individuals, institutions, and nations
Miguel R. Guevara, Dominik Hartmann, Manuel Aristarán, Marcelo Mendoza, Cesar A. Hidalgo
arXiv preprint arXiv:1602.08409 (Full Text)
The mobility of displaced workers: How the local industry mix affects job search strategies
Frank Neffke, Anne Otto, Cesar A. Hidalgo
Papers in Evolutionary Economic Geography (PEEG) (Full Text)
Pantheon 1.0, a manually verified dataset of globally famous biographies
Amy Z. Yu, Shahar Ronen, Kevin Hu, Tiffany Lu, and César A. Hidalgo
Scientific Data 3, Article number: 150075 (2016) ​doi:10.1038/sdata.2015.75 (Full Text)
Estimating technological breaks in the size and composition of human collective memory from biographical data
Cristian Jara-Figueroa, Amy Z. Yu, César A. Hidalgo
Arxiv 1512.05020 (2015) (Full Text)
Think Like an Author, Not an Owner
César A. Hidalgo
Harvard Business Review (2015) (Full Text)
Machines don't think, but neither do people
César A. Hidalgo
What to think about machines that think. p102-105 (2015). Harper Collins (Full Text)
Do People Shape Cities, or Do Cities Shape People? The Co-evolution of Physical, Social, and Economic Change in Five Major U.S. Cities
Nikhil Naik, Scott D. Kominers, Ramesh Raskar, Edward L. Glaeser, César A. Hidalgo
NBER Working Paper No. 21620 (2015). (PDF)
Do we need another coffee house? The amenity space and the evolution of neighborhoods
César A. Hidalgo, Elisa E. Castañer
arXiv arXiv:1509.02868 (2015). (PDF)
Linking Economic Complexity, Institutions, and Inequality
D. Hartmann, M.R. Guevara, C. Jara-Figueroa, M. Aristarán, C.A. Hidalgo
arXiv arXiv:1505.07907 (2015). (PDF)
Planet Hard-Drive
Cesar A. Hidalgo
Scientific American, August (2015) (PDF)
Why Information Grows: The Evolution of Order, from Atoms to Economies
Cesar A. Hidalgo
Basic Books, New York. ISBN-13 978-0465048991 (2015) (AMAZON)
Pantheon: A Dataset for the Study of Global Cultural Production
Amy Yu, Shahar Ronen, Kevin Hu, Tiffany Lu, Cesar A. Hidalgo
(under submission) arXiv preprint arXiv:1502.07310 (2015) (PDF)
When Methods Matter: Reply To Bierkester comment on Links That Speak.
Shahar Ronen, Bruno Goncalves, Kevin Hu, Alessandro Vespignani, Steven Pinker, Cesar A. Hidalgo
Proceedings of the National Academy of Sciences of the United States of America (2015) (PDF)
Links that Speak: The global language network and its association with global fame
Shahar Ronen, Bruno Goncalves, Kevin Hu, Alessandro Vespignani, Steven Pinker, Cesar A. Hidalgo
Proceedings of the National Academy of Sciences 10.1073/pnas.1410931111 (2014) (PDF)
Streetscore - Predicting the Perceived Safety of One Million Streetscapes
Nikhil Naik, Jade Philipoom, Ramesh Raskar and Cesar A. Hidalgo
CVPR Workshop on Web-scale Vision and Social Media (Accepted 2014) (PDF)
Saving Big Data from Big Mouths
Cesar A. Hidalgo
Scientific American (April 29, 2014) (PDF)
Beyond network structure: How heterogenous susceptibility modulates the spread of epidemics
Daniel Smilkov, Cesar A. Hidalgo and Ljupco Kocarev
Scientific Reports (2014) 4:4795 doi:10.1038/srep04795 (PDF)
The Last 20 Inches: Data’s Treacherous Journey from the Screen to the Mind
Cesar A. Hidalgo
MIT Technology Review (March 19, 2014) (PDF)
The Data Visualization Revolution
Ali Almossawi and Cesar A. Hidalgo
Scientific American (March 17, 2014) (PDF)
To Each According to Its Degree: Meritocracy and Topocracy of Networks
Javier Borondo, Florentino Borondo, Carlos Rodriguez-Sickert and César A. Hidalgo.
Scientific Reports (2014) doi:10.1038/srep03784 (PDF)
Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion?
Dany Bahar, Ricardo Hausmann, and César A. Hidalgo.
Journal of International Economics (2014) (PDF)
The Collaborative Image of the City: Mapping the Inequality of Urban Perception
Philip Salesses, Katja Schechtner, and César A. Hidalgo.
PLoS ONE 8(7): e68400. DOI: 10.1371/journal.pone.0068400 (PDF)
Unique in the Crowd: The privacy bounds of human mobility
Yves-Alexandre de Montjoye, César A. Hidalgo, Michel Verleysen & Vincent D. Blondel.
Scientific Reports (March 2013) DOI 10.1038/srep01376 (PDF)
The Structure and Dynamics of International Development Assistance
Michele Coscia, Ricardo Hausmann, and César A. Hidalgo.
Journal of Globalization and Development (March 2013) DOI 10.1515/jgd-2012-0004 (PDF)
Proto-genes and de novo gene birth
Anne-Ruxandra Carvunis, Thomas Rolland, Ilan Wapinski, Michael A. Calderwood, Muhammed A. Yildirim, Nicolas Simonis, Benoit Charloteaux,
César A. Hidalgo, Justin Barbette, Balaji Santhanam, Gloria A. Brar, Jonathan S. Weissman, Aviv Regev, Nicolas Thierry-Mieg, Michael E. Cusick & Marc Vidal
Nature (2012) DOI 10.1038/nature11184 (PDF)
The Dynamics of Nestedness Predicts the Industrial Development of Nations
S Bustos, C Gomez, R Hausmann, CA Hidalgo.
PLoS One 7(11): e49393. DOI 10.1371/journal.pone.0049393 (PDF)
The Observatory: Designing Data Driven Decision Making Tools
Alexander J.G Simoes
MIT Media Lab Master Thesis (2012) (PDF)
Place Pulse: Measuring the collaborative image of the city
Mark Philip Salesses
MIT Media Lab Master Thesis (2012) (PDF)
Going Beyond The One-Bit Democracy
Ali Almossawi and Cesar A. Hidalgo
Wired UK, November (2012) (PDF)
The Observatory of Economic Complexity
Cesar A. Hidalgo
This is Africa (2012) (PDF)
The Atlas of Economic Complexity
R Hausmann, CA Hidalgo, S Bustos, M Coscia, S Chung, J Jimenez, A Simoes, MA Yildirim
Puritan Press (2011). ISBN-10: 0615546625 (PDF)
The Network Structure of Economic Output
R Hausmann, CA Hidalgo
Journal of Economic Growth (2011) 16:309-342 DOI 10.1007/s10997-011-9071-4 (PDF)
Discovering Southern and East Africa's Industrial Opportunities
CA Hidalgo
German Marshall Fund Economic Policy Series, (2011) (PDF)
The value in the links: networks and the evolution of organizations
CA Hidalgo
Chapter 32 for Sage Handbook on Management and Complexity (2011) edited by P. Allen, S. Maguire and B. McKelvey (PDF)
Graphical Statistical Methods for the Representation of the Human Development Index and its Components
CA Hidalgo
Human Development Research Paper 2010/39 (2010) (PDF)
The Dynamics of Economic Complexity and the Product Space over a 42 year period
CA Hidalgo
CID Working Paper 189 (2010) (PDF)
The Building Blocks of Economic Complexity
CA Hidalgo, R Hausmann
Proc. Natl. Acad. Sci. (2009) 106(26):10570-10575 (PDF)
Understanding the spreading patterns of mobile phone viruses
P Wang, MC Gonzalez, CA Hidalgo, A-L Barabasi
Science (2009) 324:1071-1076 (PDF)
A Dynamic Network Approach for the study of human phenotypes
CA Hidalgo, N Blumm, A-L Barabasi, NA Christakis
PLoS Computational Biology (2009) 5(4):e1000353 (PDF)
Thinking Outside the Cube
CA Hidalgo
Physicsworld (2008) 21(12): 34-37 (PDF)
A Network View of Economic Development
CA Hidalgo, R Hausmann
Developing Alternatives (2008) 12(1): 5-10 (PDF)
Understanding Individual Human Mobility Patterns
MC Gonzalez, CA Hidalgo, A-L Barabasi
Nature (2008) 453: 779-782 (PDF)
The Dynamics of a Mobile Phone Network
CA Hidalgo, C. Rodriguez-Sickert
Physica A (2008), 387(12): 3017-3024(PDF)
The Product Space Conditions the Development of Nations
CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann.
Science (2007) 317: 482-487 (PDF)
Transcription Factor Modularity in a Gene-Centered C. elegans Protein-DNA Interaction Network
Vermeirssen, MI Barrasa, CA Hidalgo, JAB Babon, R Sequerra, L Doucette-Stamm, A-L Barabási, AJM Walhout
Genome Res. (2007) 17:1061-1071 (PDF)
Genome-scale analysis of in vivo spatiotemporal promoter activity in C. elegans
D Dupuy, N Bertin, CA Hidalgo, K Venkatesan, D Tu, D Lee, J Rosenberg, N Svrzikapa, A Blanc, A Carnec, A-R Carvunis, R Pulak, J Shingles, J Reece-Hoyes, R Newbury, R Viveiros, WA Mohler, C Le Peuch, IA Hope, R Johnsen, D Moerman, A-L Barabási, D Baillie & M Vidal.
Nature Biotechnology 25, 663 - 668 (2007) (PDF)
The effect of social interactions in the primary life cycle of motion pictures
CA Hidalgo, A Castro, C Rodriguez-Sickert
New J. Phys. 8 52 (2006) (PDF)
Conditions for the Emergence of Scaling in the Inter-Event Time of Uncorrelated and Seasonal Systems
CA Hidalgo
Physica A. Vol. 369(2) p 877-883. (2006)(PDF)
Stationary States of a Random Copying Mechanism over a Complex Networks
CA Hidalgo, F Claro, PA Marquet.
Physica A, (2005) 353:674-684(PDF)
The Team
We are a group of antisdisciplinarians working on new ways of understanding the world by combining data, visualization techniques, statistical methods, and theoretical insights.
Cesar A. Hidalgo
Postdocs and Graduate Students
Bogang Jun
Flavio Pinheiro
Tarik Roukny
Kevin Hu
PhD Student
Cristian Jara
PhD Student
Almaha Adnan Almalki
Master's Student
Jingxian Zhang
Master's Student
Sanjay Guruprasad
Master's Student
Aamena AlShamsi
Visiting Faculty
Jian Gao
Visiting Graduate Student
Mary Kaltenberg
Visiting Graduate Student
Cristian Candia
Visiting Graduate Student
Xiaojiao Chen
Visiting Graduate Student
Pablo Astudillo Estevez
Visiting Graduate Student
Juan Rocha
Visiting Graduate Student
Alexander Simoes
MAS Graduate
Now @ DataWheel LLC
Mark Philip Salesses
MAS Graduate
Now @ Frog Design
Shahar Ronen
MAS Graduate
Now @ Microsoft
Daniel Smilkov
MAS Graduate
Now @ Google
Deepak Jagdish
MAS Graduate
Now @ Moonleap
Elisa Castaner
M.Eng. Graduate
Now @ Palantir
Amy Yu
Master Student
Now @ Viacom
Manuel Aristaran
Master Student
Now @ Datawheel LLC
Mia Petkova
Master Student
Ambika Krishnamachar
M.ENG Graduate
Some Facts
Online Visits to our Projects
Collective Learning | The MIT Media Lab | MIT