Emmanuel Letouzé
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Emmanuel Letouzé (born 1975) is a French
development economist Development economics is a branch of economics that deals with economic aspects of the development process in low- and middle- income countries. Its focus is not only on methods of promoting economic development, economic growth and structural c ...
, economic demographer, and
political cartoonist An editorial cartoonist, also known as a political cartoonist, is an artist who draws editorial cartoons that contain some level of political or social commentary. Their cartoons are used to convey and question an aspect of daily news or current ...
. He is known for his pioneering work on the roles of data and digital technologies in development. In 2012, he authored the paper Big Data for Development for the
United Nations Global Pulse The United Nations Global Pulse is an initiative of the United Nations that attempts to "bring real-time monitoring and prediction to development and aid programs." History and activities The United Nations Global Pulse was launched in 2009 as an ...
. Letouzé is the co-founder and Director of Data-Pop Alliance, a non‑profit organization dedicated to exploring the intersection of
Big Data Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data processing, data-processing application software, software. Data with many entries (rows) offer greater statistical power, while data with ...
, statistics, technology, and
Artificial Intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
in human development. He is affiliated with multiple prominent institutions, including the Harvard Humanitarian Initiative, the
MIT Media Lab The MIT Media Lab is a research laboratory at the Massachusetts Institute of Technology, growing out of MIT's Architecture Machine Group in the MIT School of Architecture and Planning, School of Architecture. Its research does not restrict to fi ...
, and the
Overseas Development Institute ODI Global (formerly Overseas Development Institute) is a global affairs think tank, founded in 1960. Its mission is "to inspire people to act on injustice and inequality through collaborative research and ideas that matter for people and the ...
. He serves as an Adjunct Associate Professor at the
School of International and Public Affairs The School of International and Public Affairs (SIPA) is the List of schools of international relations in the United States, international affairs and public policy school, public policy school of Columbia University, a private Ivy League univers ...
, where he teaches "Gender Data for Gender Equality", and as an adjunct professor at Sciences Po, where he instructs a course titled "Technology for Global Challenges". Previously, he held a Marie Curie Fellow at the
Pompeu Fabra University Pompeu Fabra University (, ; ) is a public university located in the city of Barcelona, Catalonia in Spain. Established in 1990 by the Autonomous Government of Catalonia and named after Pompeu Fabra, it is known for its competitiveness in resea ...
. His work examines the applications and implications of digital data and technologies for sustainable development, official statistics,
poverty Poverty is a state or condition in which an individual lacks the financial resources and essentials for a basic standard of living. Poverty can have diverse Biophysical environmen ...
and inequality, criminality, migration, gender equality, monitoring and evaluation, conflict and fragility, press freedom, privacy, data and algorithmic governance, public health, and "human artificial intelligence".


Early life and career

After studying at
Lycée Henri IV In France, secondary education is in two stages: * ''Collèges'' () cater for the first four years of secondary education from the ages of 11 to 14. * ''Lycées'' () provide a three-year course of further secondary education for students between ...
, he received a BA in Political Science and Economics and an MA in
Applied Economics Applied economics is the application of economic theory and econometrics in specific settings. As one of the two sets of fields of economics (the other set being the ''core''), it is typically characterized by the application of the ''core'', i.e ...
specialized in Economic Demography from
Sciences Po Sciences Po () or Sciences Po Paris, also known as the Paris Institute of Political Studies (), is a public research university located in Paris, France, that holds the status of ''grande école'' and the legal status of . The university's unde ...
, Paris. He completed field work for the latter at the
Institut de Recherche pour le Développement The French National Research Institute for Sustainable Development, or ''Institut de Recherche pour le Développement'' (IRD), is a French science and technology establishment under the joint supervision of the French Ministries of Ministry of ...
in
Dakar, Senegal Dakar ( ; ; ) is the capital and largest city of Senegal. The department of Dakar has a population of 1,278,469, and the population of the Dakar metropolitan area was at 4.0 million in 2023. Dakar is situated on the Cap-Vert peninsula, the w ...
. He received an MA in International Affairs from
Columbia University School of International and Public Affairs The School of International and Public Affairs (SIPA) is the international affairs and public policy school of Columbia University, a private Ivy League university located in Morningside Heights, Manhattan, New York City. SIPA offers Master of Int ...
on a
Fulbright fellowship The Fulbright Program, including the Fulbright–Hays Program, is one of several United States cultural exchange programs with the goal of improving intercultural relations, cultural diplomacy, and intercultural competence between the people o ...
, and a
PhD A Doctor of Philosophy (PhD, DPhil; or ) is a terminal degree that usually denotes the highest level of academic achievement in a given discipline and is awarded following a course of graduate study and original research. The name of the deg ...
from the
University of California, Berkeley The University of California, Berkeley (UC Berkeley, Berkeley, Cal, or California), is a Public university, public Land-grant university, land-grant research university in Berkeley, California, United States. Founded in 1868 and named after t ...
with a dissertation on "Applications and Implications of Call-Detail Records for Demo-Economic Analysis" under the supervision of
Ronald Lee Ronald Lee (1934January 25, 2020) was a Romani Canadian writer, linguist, professor, folk musician, and activist. He studied Romani society and culture and worked to foster intercultural dialogue between Roma and Non-Roma. Early life and educ ...
,
Edward Miguel Edward "Ted" Andrew Miguel (born 1974) is an American development economist currently serving as the Distinguished Professor of Economics and Oxfam Professor of Environmental and Resource Economics at the University of California, Berkeley. He i ...
and Jennifer Johnson-Hanks. He completed his post-doctoral research in 2016-17 at the
MIT Media Lab The MIT Media Lab is a research laboratory at the Massachusetts Institute of Technology, growing out of MIT's Architecture Machine Group in the MIT School of Architecture and Planning, School of Architecture. Its research does not restrict to fi ...
in Alex 'Sandy' Pentland's Human Dynamics Group. Between 2000 and 2004, Letouzé worked in
Hanoi, Vietnam Hanoi ( ; ; ) is the Capital city, capital and List of cities in Vietnam, second-most populous city of Vietnam. The name "Hanoi" translates to "inside the river" (Hanoi is bordered by the Red River (Asia), Red and Black River (Asia), Black Riv ...
for the
French Ministry of Finance The Ministry of Economics, Finance and Industrial and Digital Sovereignty (, pronounced ), informally referred to as Bercy, is one of the most important ministries in the Government of France. Its minister is one of the most prominent cabinet me ...
and
French Ministry of Foreign Affairs The Ministry for Europe and Foreign Affairs (, MEAE) is the ministry of the Government of France that handles France's foreign relations. Since 1855, its headquarters have been located at 37 Quai d'Orsay, close to the National Assembly. The term ...
, leading a technical assistance project on Economic Governance with the Vietnamese General Statistics Office,
Ministry of Finance A ministry of finance is a ministry or other government agency in charge of government finance, fiscal policy, and financial regulation. It is headed by a finance minister, an executive or cabinet position . A ministry of finance's portfoli ...
, and
National Assembly In politics, a national assembly is either a unicameral legislature, the lower house of a bicameral legislature, or both houses of a bicameral legislature together. In the English language it generally means "an assembly composed of the repr ...
. He then worked as an Economist for the
United Nations Development Program The United Nations Development Programme (UNDP) is a United Nations agency tasked with helping countries Poverty reduction, eliminate poverty and achieve Sustainable development, sustainable economic growth and Human development (economics), hu ...
in
New York New York most commonly refers to: * New York (state), a state in the northeastern United States * New York City, the most populous city in the United States, located in the state of New York New York may also refer to: Places United Kingdom * ...
between 2005 and 2009, on
fiscal policy In economics and political science, fiscal policy is the use of government revenue collection ( taxes or tax cuts) and expenditure to influence a country's economy. The use of government revenue expenditures to influence macroeconomic variab ...
and
fiscal space Fiscal space is the flexibility of a government in its spending choices, and, more generally, to the financial well-being of a government. Peter Heller (2005) defined it “as room in a government’s budget that allows it to provide resources for ...
for
poverty reduction Poverty reduction, poverty relief, or poverty alleviation is a set of measures, both economic and humanitarian, that are intended to permanently lift people out of poverty. Measures, like those promoted by Henry George in his economics classi ...
, post-conflict economic recovery, and migration as part of the 2009
Human Development Report The Human Development Report (HDR) is an annual Human Development Index report published by the Human Development Report Office of the United Nations Development Programme (UNDP). The first HDR was launched in 1990 by the Pakistani economist Ma ...
research team. In 2011, he joined UN Global Pulse in the Executive Office of the
UN Secretary General The secretary-general of the United Nations (UNSG or UNSECGEN) is the chief administrative officer of the United Nations and head of the United Nations Secretariat, one of the United Nations System#Six principal organs, six principal organs of ...
where he wrote the paper "Big Data for Development: Challenges and Opportunities". He was the lead author of the 2013
OECD The Organisation for Economic Co-operation and Development (OECD; , OCDE) is an international organization, intergovernmental organization with 38 member countries, founded in 1961 to stimulate economic progress and international trade, wor ...
Fragile States report. In late 2013, he co-founded Data-Pop Alliance and in 2016 he co-founded the Open Algorithms project (OPAL), which he directed from 2017 to 2020. In 2021, Letouzé joined the
Universitat Pompeu Fabra Pompeu Fabra University (, ; ) is a public university located in the city of Barcelona, Catalonia in Spain. Established in 1990 by the Autonomous Government of Catalonia and named after Pompeu Fabra, it is known for its competitiveness in resea ...
as a Marie Curie Fellow. Letouzé focuses on
developing countries A developing country is a sovereign state with a less-developed Secondary sector of the economy, industrial base and a lower Human Development Index (HDI) relative to developed countries. However, this definition is not universally agreed upon. ...
and has conducted fieldwork in numerous countries such as Brazil, Chile, Senegal, and Vietnam.


Data-Pop Alliance

Letouzé co-founded Data-Pop Alliance in 2013 with Alex 'Sandy' Pentland, Patrick Vinck and Claire Melamed, with initial seed funding from the
Rockefeller Foundation The Rockefeller Foundation is an American private foundation and philanthropic medical research and arts funding organization based at 420 Fifth Avenue, New York City. The foundation was created by Standard Oil magnate John D. Rockefeller (" ...
. Data-Pop Alliance is a non-governmental organization with a global team and scope of work. It aims to "change the world with data" through diagnosing local realities and human problems using data and AI; mobilizing capacities, communities, and ideas towards more data literate societies; and transforming systems and processes that underpin societies and countries. Data-Pop Alliance currently operates projects in over 20 countries, with staff located in Latin America, North Africa, The Middle East, and Europe. Some of its key partners are
UNDP The United Nations Development Programme (UNDP) is a United Nations agency tasked with helping countries eliminate poverty and achieve sustainable economic growth and human development. The UNDP emphasizes on developing local capacity towar ...
, the
Inter-American Development Bank The Inter-American Development Bank (IDB or IADB) is an international development finance institution headquartered in Washington, D.C., United States of America. It serves as one of the leading sources of development financing for the countri ...
, and the
Vodafone Vodafone Group Public Limited Company () is a British Multinational company, multinational telecommunications company. Its registered office and global headquarters are in Newbury, Berkshire, England. It predominantly operates Service (economic ...
Institute for Society and Communications.


Political cartooning

Letouzé is a political cartoonist under the pen name "Manu", publishing in France and the US. He was the editorial cartoonist of the French regional daily newspaper '' L'Union de Reims'' from 1997 to 2004, publishing over 350 cartoons. He has also contributed political cartoons to the weekly magazine ''Politis'', the news website
Rue89 Rue89 is a French news website started by former journalists from the newspaper ''Libération''. It was officially launched on 6 May 2007, on the day of the second round of the French presidential election. Its news editor is Pascal Riché, form ...
, and the satirical website ''Stuff Expat Aid Workers Like''. He held a solo exhibition at
The Invisible Dog Art Center The Invisible Dog Art Center is a museum and arts centre, arts center in Boerum Hill, Brooklyn, New York City, established by Lucien Zayan in 2009. The center gets its name from being a former ''invisible dog'' factory. Some buckles, belts, mo ...
in New York in 2011, and became an appointed member of the Cartoon Movement in 2012. In 2011, he took part in the response to the first attack against ''Charlie Hebdo'''s offices, and contributed cartoons to the campaign for marriage equality in France. In January 2015, in the wake of the 2015 ''Charlie Hebdo'' shooting, he published a tribute to ''Charlie Hebdo'' cartoonists titled "They Killed My Idols" in
the Nib ''The Nib'' was an American online daily comics publication focused on political cartoons, Comics journalism, graphic journalism, essays and memoir about current affairs. Founded by cartoonist Matt Bors in September 2013, ''The Nib'' was an ind ...
, and in February 2015, he participated in a debate organized by
PEN America PEN America (formerly PEN American Center), founded in 1922, and headquartered in New York City, is a 501(c)(3) nonprofit organization whose goal is to raise awareness for the protection of free expression in the United States and worldwide th ...
, the French Institute Alliance Française (FIAF), and the
National Coalition Against Censorship The National Coalition Against Censorship (NCAC), founded in 1974, is an alliance of 50 American non-profit organizations, including literary, artistic, religious, educational, professional, labor, and civil liberties groups. NCAC is a New York–b ...
(NCAC) on "After Charlie: What's next for art, satire, and censorship?" at FIAF with Art Spiegleman, Molly Crabapple and Francoise Mouly. He has contributed cartoons and illustrations to several humanitarian publications and campaigns, including for the Sphere Standards and the
International Peace Institute The International Peace Institute (IPI, formerly the International Peace Academy) is an independent non-profit think tank founded in 1970 based in New York. The institute has a regional office in the Middle East ( Manama, Bahrain) and had a regi ...
's ''Management Handbook for UN Peacekeeping missions''. He regularly uses cartoons in his academic publications and presentations on data and development.In 2020 he spoke at the UN World Data Forum about the influence of his work as a cartoonist on his work as an economist.


Affiliations and awards

* Appointed Member of the
European Commission The European Commission (EC) is the primary Executive (government), executive arm of the European Union (EU). It operates as a cabinet government, with a number of European Commissioner, members of the Commission (directorial system, informall ...
's Expert Group on Facilitating the use of new data sources for official statistics (March 2021 – March 2022) * Marie Curie Fellow, Socio-Demography Group, Department of Political Science,
Universitat Pompeu Fabra Pompeu Fabra University (, ; ) is a public university located in the city of Barcelona, Catalonia in Spain. Established in 1990 by the Autonomous Government of Catalonia and named after Pompeu Fabra, it is known for its competitiveness in resea ...
(February 2021 – February 2023) * Visiting Scientist, Harvard Humanitarian Initiative (May 2020–present) * Founding Fellow
MIT Connection Science
(2015–present) * Research Associate,
Overseas Development Institute ODI Global (formerly Overseas Development Institute) is a global affairs think tank, founded in 1960. Its mission is "to inspire people to act on injustice and inequality through collaborative research and ideas that matter for people and the ...
(2014–present) * Member of the Technical Advisory Group
Global Partnership for Sustainable Development Data
(2017 - present) * Member o
2015–18 Panel Big Data and Population Processes
of the
International Union for the Scientific Study of Population International Union for the Scientific Study of Population is an international union for the study of human population In world demographics, the world population is the total number of humans currently alive. It was estimated by the Unite ...
* Member of the Program Committee of the 1st and 2nd editions of th
UN World Data Forum
(2017 and 2018) *
University of California The University of California (UC) is a public university, public Land-grant university, land-grant research university, research university system in the U.S. state of California. Headquartered in Oakland, California, Oakland, the system is co ...
Regent's Scholarship, UC Berkeley (2009–2011) *
University of California The University of California (UC) is a public university, public Land-grant university, land-grant research university, research university system in the U.S. state of California. Headquartered in Oakland, California, Oakland, the system is co ...
Dean's Normative Time Fellowship, UC Berkeley (2013–2014) * J. William
Fulbright Fellowship The Fulbright Program, including the Fulbright–Hays Program, is one of several United States cultural exchange programs with the goal of improving intercultural relations, cultural diplomacy, and intercultural competence between the people o ...
(Columbia University, 2004–2005)
Sasakawa Foundation Young Leader Fellowship
Grant for research in
Hanoi, Vietnam Hanoi ( ; ; ) is the Capital city, capital and List of cities in Vietnam, second-most populous city of Vietnam. The name "Hanoi" translates to "inside the river" (Hanoi is bordered by the Red River (Asia), Red and Black River (Asia), Black Riv ...
(2005) * Invited Member of the Cartoon Movement (2014–present)


Selected publications

On Big data and development: *Letouzé, E. (2012
"Big Data for Development: Challenges and Opportunities"
UN Global Pulse *Bravo, M. A., Letouzé, E., Oliver, N., and Shoup, N. (2021)
"Policy Paper: Using Data to Fight COVID-19 – And Build Back Better"
Vodafone Institute. *Bravo, M. A., Casasbuenas, V., Letouzé., E. and Lozano, A. (2020)
"Definición de la estrategia de Big Data para el estado colombiano y para el desarrollo de la industria de Big Data en Colombia"
Data-Pop Alliance. * Oliver, N., Letouzé, E. et al. (2020
"Mobile phone data for informing public health actions across the COVID-19 pandemic life cycle"
Science Advances * Oliver,N., Letouzé, E. et al. (2020
"Mobile phone data and COVID-19: Missing an opportunity?"
Arvix preprint. *Clavijo, A., Letouzé, E., Loaiza, I., Pentland, A., Ricard, J., and Silva, D., (2019
"Recomendaciones e insumos para la definición de una estrategia nacional de Big Data"
Data-Pop Alliance. *Araujo, G., Bravo, M. A., Casasbuenas, V., Letouzé, E., Pentland, A., Loaiza, I., and Wladawsky-Berger, I. (2019
"Propuesta de plan de implementación de la estrategia de Big Data para el Estado"
Data-Pop Alliance. *Bravo, M. A., Casasbuenas, V., Letouzé, E. Lozano, A., Pentland, A., and Wladawsky-Berger, I. (2019)
"Impacto económico y social de la implementación de la estrategia"
Data-Pop Alliance. *Letouzé, E., Pestre, G. and Zagheni, E. (2019)
"The ABCDE of big data: assessing biases in call-detail records for development estimates."
''The World Bank Economic Review''. *Letouzé, E., and Oliver, N. (2019)
"Sharing is Caring Four Key Requirements for Sustainable Private Data Sharing and Use for Public Good"
Data-Pop Alliance and Vodafone Institute for Society and Communications, London. *Hunt, A., et al. (2019)
"Women in the gig economy: paid work, care and flexibility in Kenya and South Africa"
ODI. *Chiara, F. D., Letouzé, E., Lizzi, A., Mazariegos, C., and Stock, M. (2019)
"Harnessing Innovative Data and Technology to Measure Development Effectiveness"
''Southern Voice''. * Letouzé, E., and Tandefelt, N., (2019
"Evaluación de nuevas herramientas y técnicas del big data para proyectos del Banco Interamericano de Desarrollo"
Data-Pop Alliance. * De Nadai, M., Gonzales, M., Lepri, B., and Letouzé, E. (2018)
"Characterizing and analyzing urban dynamics in Bogotá. Big Data to address global development changes"
''AFD Research Paper Series''. No. 2018-70. pp. 5–21. * Letouzé, E., and Pentland, A. (2018)
"Towards a human artificial intelligence for human development"
''ITU Journal: ICT Discoveries'', Special Issue, (2). * Letouzé, E. (2018)
"Panorama setorial da internet: Big Data e desenvolvimento: Uma visão geral"
''Panorama Setorial Da Internet'', 10(1), 1–11. * Montjoye,Y.A., Gambs,S. Letouzé,E. et a
"On the privacy-conscientious use of mobile phone data"
Scientific Data. Article number: 180286. * Letouzé, E. and Sankoya, D. (2017)
"How to use Big Data? Leading experts' roadmap to data-driven innovation projects"
Vodafone Institute. * Letouzé, E., Pestre, G., and Zaghnei, E. (2016)
"The ABCDE of Big Data: Assessing Biases in Call-detail records for Development Estimates"
Annual World Bank Conference on Development Economics. * Letouzé, E., Areias, A., and Jackson, S. (2016)
"Chapter 12: The Evaluation of Complex Development Interventions in the Age of Big Data"
''Dealing With Complexity in Development Evaluation: A Practical Approach''. Thousand Oaks: Sage Publishing. * Letouzé, E. (2016)
"Applications and Implications of Big Data for Demo-Economic Analysis: The Case of Call-Detail Records"
Doctoral dissertation, UC Berkeley. * Letouzé, E., and Sangokoya, D. (2015
"Big Data and Privacy: Understanding the Possibilities and Pitfalls of the Data Revolution in Germany"
Vodafone Institute. * Kammourieh, L., et al. (2017)
"Group privacy in the age of big data"
in: ''Group Privacy'' (pp. 37–66). Springer, Cham. * Letouzé, E. (2015)
"Big data and development: General overview primer"
Data-Pop Alliance White Paper Series. * Bhargava,R., Deahl,E., Letouzé,E., Noonan,A., Sangokoya,D., and Shoup,N. (201
"Beyond data literacy: Reinventing community engagement and empowerment in the age of data"
* Letouzé, E. (2015)
"Big Data & SDGs note for Global Sustainable Development Report"
Data-Pop Alliance. * Letouzé, E., Vinck, P, and Kammourieh, L. (2015
"The law, politics and ethics of cell phone data analytics"
Data-Pop Alliance. * Romana, S. and Letouzé, E. (201
"Crossfire: 'The potential of data for development is overstated. The negative impacts on vulnerable populations outweigh the benefits at this point'"
Enterprise development & microfinance. * Kammourieh, L., Letouzé, E. and Vinck, P. (2014
"The Law, Politics and Ethics of Cell Phone Data Analytics"
Data-Pop Alliance * Kroll, G., Carpena, F., Ghosh, I., Letouzé, E., Rosa,J. and Trivedi.P (201
"Revealing Demand for Pro-Poor Innovations"
USAID Learning Lab. * Letouzé, E. (201
States: Resource Flows and Trends"
OECD. *Pritchett, L. Klasen, S., Alkire, S., Lenhardt, A. and Emmanuel Letouzé (201
"Eradicating global poverty: a noble goal, but how do we measure it?"
On fiscal policy and fiscal space: * Roy, R., Heuty, A., and Letouzé, E. (2012
"Fiscal space for public investment: Towards a human development approach"
Taylor & Francis Group. Routledge 1st edition. * Roy,R., Heuty, A., and Letouzé, E. (2012)
"Fiscal Space for What? Analytical Issues from a Human Development Perspective"
Taylor & Francis Group. Routledge 1st edition. On migration: * Fiorio, L., Zagheni, E., Abel, G., Hill, J., Pestre, G., Letouzé, E., and Cai, J. (2021)
''Analyzing the Effect of Time in Migration Measurement Using Georeferenced Digital Trace Data"
Demography. Duke Press. * Lepri, B., Letouzé, E., Pentland, A., and Salah, A. (2019)
''Guide to Mobile Data Analytics in Refugee Scenarios''
Springer, Berlin. * Salah, A., Pentland, A., Lepri, B., Letouzé, E. et al. (2019)
"Introduction to the data for refugees challenge on mobility of Syrian refugees in Turkey"
Guide to Mobile Data Analytics in Refugee Scenarios. Springer * Letouzé, E. (2019
"Leveraging Open Algorithms (OPAL) for the Safe, Ethical, and Scalable Use of Private Sector Data in Crisis Contexts"
Guide to Mobile Data Analytics in Refugee Scenarios. Springer. * Salah, A. et al. (2018)
"Data for refugees: the D4R challenge on mobility of Syrian refugees in Turkey"
arXiv preprint arXiv:1807.00523. * Fiorio, L., Zagheni, E., Abel, G., Hill, J., Pestre, G., Letouzé, E,. and Cai, J. (2017)
"Understanding patterns of human mobility at different time scales"
PAA 2018 Annual Meeting. April (pp. 26–28). * Letouzé, E., Purser,M., Rodríguez, F., and Cummins,M. (2009)
"Revisiting the Migration-Development Nexus: A Gravity Model Approach"
On crime, conflict and violence * Letouzé, E., Lepri, B., De Nadai, M., González, M. C., Letouzé, E., and Xu, Y. (2020)
"Socio-economic, built environment, and mobility conditions associated with crime: a study of multiple cities"
Scientific Reports. * Bogomolov, A., Lepri, B., Letouzé, E., Oliver, N., Pianesi, F., and Pentland, A. (2015)
"Moves on the street: Classifying crime hotspots using aggregated anonymized data on people dynamics"
''Big data'', 3(3), 148–158. * Letouzé, E., Meier,P,. and Vinck,P. (201
"Big data for conflict prevention: New oil and old fires"
International Peace Institute. * Mancini, F.,Letouzé, E. et al. (201
"New technology and the prevention of violence and conflict"
Stability: International Journal of Security and Development, 2(3), p.Art. 55. On official statistics and human artificial intelligence: * Oliver, N, et al. (2020)
"Mobile phone data for informing public health actions across the COVID-19 pandemic life cycle"
''Sciences Advances''. * Letouzé, E. (2018)

''Regards croises sur l'economie'', (2), 47–55. * Letouzé, E. (2018) [https://datapopalliance.org/wp-content/uploads/2020/05/Nov28NoteRevolutionDesDonnéesTogoE.Letouzé.pdf Mobiliser et humaniser la Révolution des Données pour la statistique publique, le développement et la démocratie"]. PNUD Togo. *Letouzé, E., Pestre, G., Manske, J., and Sangokoya, D. (2016)
"Oportunidades y requerimientos para aprovechar el uso de Big Data para las estadísticas oficiales y los Objetivos de Desarrollo Sostenible en América Latina"
Data-Pop Alliance. * Roca, T. and Letouzé, E. (201

Afrique contemporaine. * Jütting, J. and Letouzé, E. (2015)
"Official statistics, big data and human development"
Data-Pop Alliance White Paper Series. On data and algorithmic governance: * Lepri, B., Letouzé, E., Oliver, N., Pentland, A., and Vinck, P. (2018)
"Fair, transparent, and accountable algorithmic decision-making processes"
''Philosophy & Technology'', 31(4), 611–627. *Lepri, B., Letouzé, E., Oliver, N. Sangokoya, D., and Staiano, J. (2017)
"The tyranny of data? The bright and dark sides of data-driven decision-making for social good"
Springer. * Letouzé, E., and Sangokoya, D. (2015)
"Leveraging Algorithms for Positive Disruption: On data, democracy, society and statistics"
Data-Pop Alliance.


References


External links

* https://www.sipa.columbia.edu/communities-connections/faculty/emmanuel-letouze * https://plato.stanford.edu/entries/thick-ethical-concepts/ {{DEFAULTSORT:Letouzé, Emmanuel Living people 1975 births