The LAC Slums Comprehensive Dataset

A harmonized, multi-country panel of informal settlements across Latin America and the Caribbean

Paul Gertler1,2  ·  Marco González-Navarro1  ·  Matías Labbe3  ·  Raimundo Undurraga4  ·  Joaquín Urrego5

1 UC Berkeley  ·  2 NBER  ·  3 New York University  ·  4 Universidad de Chile  ·  5 Wake Forest University

Working Paper (PDF)

About

This dataset compiles NGO records and official government registries of informal settlements (slums, favelas, campamentos, asentamientos) across 11 Latin American countries, harmonized into a common schema and linked to city boundaries and household surveys. The goal is to track slum formation, growth, and formalization across multiple census waves.

This dataset serves as the empirical foundation for the companion working paper (see link above).

The project covers two analytical branches:

Countries covered

Argentina Brazil Chile Colombia Costa Rica Guatemala Honduras Mexico Perú Paraguay Uruguay
Map of slum locations across Latin America, shaded by data availability (panel, static national, static selected cities, not in sample)
Slum locations and data availability by country. Click to enlarge.

Key variables

For each slum unit: country, census year, settlement name, municipality, household count, access to electricity, piped water, sewerage, land title, and polygon geometry. Slum locations are linked to the closest city and we measure normalized distances to city centers using global city boundaries data (Bai et al. 2026).

Data

Country-level registries compiled from NGO records (TECHO) and official government sources, harmonized into a common schema.

Country Source Type Years Available # Slums Coverage
Argentina RENABAP – TECHO Panel 2013, 2016, 2018 4,416 National
Brazil Ministério Das Cidades Panel 2000, 2010, 2019 13,150 National
Chile MINVU – TECHO Panel 2001–2022 1,432 National
Colombia TECHO Cross-Section 2015 131 Bogotá
Costa Rica TECHO Cross-Section 2013 392 National
Guatemala TECHO Cross-Section 2016 303 National
Honduras TECHO Cross-Section 2018 124 Distrito Central
Mexico TECHO Cross-Section 2021 79 5 Largest MAs
Paraguay TECHO Cross-Section 2015 406 National
Perú TECHO Cross-Section 2018 161 Lima
Uruguay TECHO Panel 2008, 2010 543 National

Chilean Slum Cross-Section Cohort Data

Household-level data from three waves of the Catastro Nacional de Campamentos, Ministerio de Vivienda y Urbanismo (MINVU), Chile. All waves include year of arrival. The 2019 and 2022 waves include a comprehensive survey with individual-level variables (education, housing quality, aspirations).

Wave # Households # Slums Comprehensive Survey
2011 26,645 642 No
2019 30,872 603 Yes
2022 51,291 875 Yes

Additional data sources

Bai, M., Zhang, X., Ai, W. et al. A high-resolution global annual city and town boundaries dataset (2000–2022) derived from GLC_FCS30D product. Scientific Data 13, 50 (2026). https://doi.org/10.1038/s41597-025-06368-9

Acknowledgments

We are grateful for data access to numerous current and past TECHO workers across different local offices throughout Latin America, who generously shared their datasets and the knowledge needed to work with them.

Citation

If you use this dataset, please cite:

Gertler, Paul, Marco González-Navarro, Matías Labbe, Raimundo Undurraga, and Joaquín Urrego. "The LAC Slums Comprehensive Dataset." Technical Report, 2026. https://lac-slums.github.io

@techreport{gertler2026lacslums,
  author = {Gertler, Paul and González-Navarro, Marco and
            Labbe, Matías and Undurraga, Raimundo and Urrego, Joaquín},
  title  = {The {LAC} Slums Comprehensive Dataset},
  year   = {2026},
  type   = {Technical Report},
  url    = {https://lac-slums.github.io}
}