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A Novel Look at Socio-Economic Inequalities using Machine Learning Techniques and Integrated Data Sources (INEQUALITREES)

Project
This research project investigates the levels and main drivers of two key manifestations of socio-economic inequality: poverty and inequality of opportunity (IOp, hereafter), by adopting a multidimensional, interdisciplinary and cross-national approach. A key innovative feature of our project consists in the application of machine learning techniques to integrate large-scale and heterogeneous datasets from various sources, including more standard survey data, less common administrative and register data, as well as data extracted from satellite images. The project is multidimensional since we will analyse IOp and poverty with respect to three key individual outcomes: education, income and health. We propose a cross-national view by focusing on Bolivia, Germany, India and Italy.
  • Overview
  • Research Areas
  • Publications

Overview

Contributors

TRIVENTI MORIS   Scientific Manager  

Departments involved

Dipartimento di Scienze Sociali e Politiche   Principale  

Type

FON_NAZ - Bandi Altre Fondazioni

Funder

COMPAGNIA DI SAN PAOLO
External Organization Funding Organization

Date/time interval

November 1, 2023 - June 30, 2024

Project duration

8 months

Research Areas

Concepts


Settore SPS/07 - Sociologia Generale

Publications

Outputs (2)

How do adverse family characteristics and shock events shape children’s educational outcomes in Vietnam? – Evidence from Young Lives surveys 
INTERNATIONAL JOURNAL OF EDUCATIONAL DEVELOPMENT
ELSEVIER LTD
2025
Academic Article
Open Access
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The geography of social background inequalities in educational opportunities: a within-country study 
EUROPEAN SOCIETIES
MIT PRESS
2025
Academic Article
Open Access
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