unfair algorithm
[/ʌnˈfɛr ˈælɡərɪðəm/]
nounpl: unfair algorithms
algoritmo injusto
1. A computational algorithm that produces biased or discriminatory outcomes, particularly one that treats individuals or groups unequally based on protected characteristics such as race, gender, or socioeconomic status
The hiring algorithm was found to be unfair because it systematically rejected qualified female candidates.
O algoritmo de contratação foi considerado injusto porque rejeitava sistematicamente candidatas qualificadas.
2. An algorithm whose decision-making process lacks transparency, fairness, or equal treatment across all user groups or demographic segments
Researchers discovered that the loan approval algorithm was unfair, denying credit to applicants from certain neighborhoods.
Pesquisadores descobriram que o algoritmo de aprovação de empréstimos era injusto, negando crédito a solicitantes de certos bairros.
3. A machine learning model that perpetuates or amplifies existing societal biases present in its training data
The facial recognition algorithm proved to be unfair, with significantly higher error rates for people of color.
O algoritmo de reconhecimento facial provou ser injusto, com taxas de erro significativamente mais altas para pessoas de cor.
The term 'unfair algorithm' has become increasingly prominent in both American and Brazilian discussions about technology ethics, artificial intelligence regulation, and social justice. In Brazil, there is growing concern about algorithmic discrimination in hiring, credit decisions, and law enforcement. The phrase reflects broader global concerns about AI accountability and the need for algorithmic transparency, particularly in contexts affecting vulnerable populations.
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