Uma ferramenta de inteligência artificial desenvolvida por pesquisadores da UCL e da Queen Mary University of London pode ajudar os governos a decidir se devem ou não socorrer um banco em crise, prevendo se a intervenção economizará...
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)
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Uma ferramenta de inteligência artificial desenvolvida por pesquisadores da UCL e da Queen Mary University of London pode ajudar os governos a decidir se devem ou não socorrer um banco em crise, prevendo se a intervenção economizará dinheiro para os contribuintes no longo prazo.
A ferramenta de IA, descrita em um novo artigo na Nature Communications , avalia não apenas se um resgate é a melhor estratégia para os contribuintes, mas também sugere quanto deve ser investido no banco e qual banco ou bancos devem ser resgatados a qualquer momento. Tempo.
O algoritmo foi testado pelos autores usando dados da European Banking Authority em uma rede de 35 instituições financeiras europeias consideradas as mais importantes para o sistema financeiro global , mas também pode ser usado e calibrado por bancos nacionais usando dados proprietários detalhados indisponíveis para o público.
O Dr. Neofytos Rodosthenous (UCL Mathematics), autor correspondente do artigo, disse: "Os resgates de bancos do governo são decisões complexas que têm implicações financeiras, sociais e políticas. Acreditamos que a abordagem de IA que desenvolvemos pode ser uma ferramenta importante para os governos, ajudando os funcionários avaliam especificamente as implicações financeiras - isso significa verificar se um resgate é do melhor interesse dos contribuintes ou se seria melhor investir em dinheiro deixando o banco falir. Nossas técnicas estão disponíveis gratuitamente para as autoridades bancárias usarem como ferramentas em suas decisões -Fazendo processo."
O coautor Professor Vito Latora (Queen Mary University of London) acrescentou: "Governos e autoridades bancárias também podem usar nossa abordagem para revisar retrospectivamente crises passadas e obter aprendizados valiosos para informar ações futuras. Pode-se, por exemplo, revisar o resgate do governo do Reino Unido do Royal Bank of Scotland (RBS) durante a crise financeira de 2007-9 e refletir sobre como isso poderia ser melhorado (do ponto de vista financeiro) no futuro, a fim de beneficiar principalmente os contribuintes."
Em um resgate bancário, um investimento do governo em um banco aumenta o patrimônio do banco e reduz seu risco de inadimplência. Esse custo no curto prazo pode ser justificado para o contribuinte se levar a menores perdas do contribuinte no longo prazo – ou seja, evita a inadimplência bancária que é mais prejudicial para as finanças do governo.
Em seu estudo, os pesquisadores criaram uma estrutura matemática para comparar diferentes estratégias de resgate em termos de perdas previstas para os contribuintes. Os fatores considerados incluem quanto tempo se espera que a crise financeira dure, a probabilidade de inadimplência de cada banco e o efeito de uma inadimplência em outros bancos da rede, bem como as participações dos contribuintes nos bancos.
Usando um processo de controle matemático, chamado Markov Decision Process, os pesquisadores incorporaram a essa estrutura o efeito de uma intervenção do governo em um determinado momento.
Eles então desenvolveram um algoritmo de IA sob medida para avaliar as estratégias ideais de resgate, comparando nenhuma intervenção com diferentes tipos de intervenção – ou seja, níveis variados de investimento em um banco ou em muitos bancos – em diferentes momentos durante uma crise. Uma técnica de IA é necessária, pois a modelagem de tal sistema é altamente complexa, pois o comportamento futuro de todos os bancos no sistema pode ser infinito.
Em seu estudo de caso usando dados da Autoridade Bancária Europeia, eles mostraram que o salvamento do governo seria ótimo apenas se as participações dos contribuintes nos bancos fossem maiores do que algum valor limite crítico, determinado por meio do modelo. A política ótima mudou drasticamente quando a perda percentual ultrapassou esse limite.
Além disso, foi demonstrado que o salvamento do governo tende a ser mais favorável quanto maior for a dificuldade da rede (definida em termos de uma redução percentual no patrimônio dos bancos), quanto mais tempo durar a crise e quanto maior for a exposição dos bancos a outros bancos ( isto é, quanto eles emprestaram a outros bancos e, portanto, perderiam se esses bancos falissem).
Os pesquisadores também descobriram que, uma vez que um banco recebesse um resgate, a melhor estratégia para os contribuintes seria se o governo continuasse a investir naquele banco para evitar a inadimplência. Isso pode levar a uma falta de incentivo para o banco resgatado se proteger contra riscos, aumentando potencialmente a assunção de riscos.
O principal autor, Dr. Daniele Petrone, disse: "Os bancos até agora resistiram à atual tempestade econômica desencadeada pela pandemia de COVID-19. Sua resiliência foi reforçada por medidas regulatórias introduzidas após a crise financeira global de 2007-9 e por acomodar os bancos centrais políticas monetárias que evitaram falências em todos os setores. No entanto, ninguém pode prever o efeito no sistema financeiro à medida que os bancos centrais revertem as políticas anteriores, como o aumento das taxas de juros devido a preocupações com a inflação e, portanto, os resgates ainda são uma possibilidade."
Mais informações: Uma abordagem de IA para gerenciar o risco sistêmico financeiro por meio de resgates bancários pelos contribuintes, Nature Communications (2022). DOI: 10.1038/s41467-022-34102-1
Informações do jornal: Nature Communications