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Surnames and ancestry in Brazil
1Department of Regional, Urban and Environmental Studies, Institute for Applied Economic Research, Brasília, DF, Brazil.
This study classifies Brazilian surname ancestry using fuzzy matching and machine learning, revealing significant wage and schooling differences linked to ethnic origins. The method accurately categorized over 46 million workers.
Area of Science:
- Sociology
- Computational Linguistics
- Demography
Background:
- Brazilian society is characterized by diverse ethnic origins.
- Accurate classification of ancestry is crucial for socioeconomic analysis.
- Previous methods for surname ancestry classification were limited.
Purpose of the Study:
- To develop and validate a computational method for classifying Brazilian surname ancestry.
- To analyze the socioeconomic impact of surname-based ethnic origins.
- To identify patterns of immigration and settlement in Brazil.
Main Methods:
- Utilized historical records and a database of over 46 million workers.
- Applied fuzzy matching and machine learning classification algorithms.
- Validated results against 1920 Census data and surname geographic distribution.
Main Results:
- Successfully classified the ancestry of 96.7% of single surnames using fuzzy matching.
- Identified five main ancestry categories: Iberian, Italian, Japanese, German, and East European.
- Demonstrated significant associations between surname ancestry and differences in wages and schooling.
Conclusions:
- The developed method provides an accurate and scalable approach to classifying surname ancestry in Brazil.
- Surname ancestry is a significant determinant of socioeconomic outcomes.
- This research offers valuable insights for demographic and historical studies in Brazil.
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