Mapas interactivos: una herramienta para el análisis exploratorio de datos ético

When starting the exploratory data analysis of a new project, we usually review the structure of the variables, the distribution, variance, we perform normality tests, but are we checking if they are ethical? It is not always corroborated that the data does not fall into some kind of discrimination,...

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Autor Principal: Soto-Rojas, Cristina
Formato: Artículo
Idioma: Español
Publicado: Editorial Tecnológica de Costa Rica (entidad editora) 2022
Materias:
R
Acceso en línea: https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/6232
https://hdl.handle.net/2238/13801
Sumario: When starting the exploratory data analysis of a new project, we usually review the structure of the variables, the distribution, variance, we perform normality tests, but are we checking if they are ethical? It is not always corroborated that the data does not fall into some kind of discrimination, and many times it is not easy to verify this either. The use of interactive maps is proposed to verify possible geospatial biases in the data, as an addition to the exploratory analysis of the data, to evaluate this ethical aspect.