A cobertura da mídia está repleta de fragmentos de informações sobre o estado atual da economia. Esses fragmentos podem ser reunidos em uma previsão utilizável? Em um novo estudo, uma equipe liderada por pesquisadores do Yale...
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)
Sean David Williams
Os pesquisadores criaram muitos indicadores para rastrear vários aspectos da economia, como PIB, emprego e produção industrial. Mas extrair uma imagem clara desses sinais e prever se o país está caminhando para uma recessão ainda é um desafio.
“Temos um problema de dados”, diz Leland Bybee, aluno de doutorado em economia financeira da Yale SOM. “É muito difícil obter dados realmente bons e de alta qualidade para entender o que está acontecendo na economia em um determinado momento.”
Em um estudo recente, Bybee, professor de finanças da Yale SOM, Bryan Kelly, e seus coautores exploraram outra possível fonte de informação: artigos de notícias. Os pesquisadores executaram um software para vasculhar centenas de milhares de matérias do Wall Street Journal e quantificar a quantidade de atenção da mídia dada a tópicos específicos.
Eles descobriram que a prevalência de artigos relacionados à recessão, em particular, teve um bom desempenho na previsão de certas medidas de desempenho econômico meses ou anos depois. Em outras palavras, quando os repórteres escreviam mais sobre esse tópico, era mais provável que surgissem tempos econômicos difíceis.
“Devemos prestar atenção às informações contidas no texto das notícias”, diz Bybee.
Claro, os formuladores de políticas já leem o Wall Street Journal para obter esse tipo de informação. Mas se eles estão defendendo uma nova política, eles precisam de uma quantificação rigorosa do conteúdo das notícias, em vez de simplesmente confiar nas últimas manchetes, sugere Bybee. Um formulador de políticas não gostaria de dizer: “'Li que o mercado não está indo muito bem, então devemos começar a distribuir um monte de cheques de estímulo'”, diz ele. “Você quer ter algum tipo de base estatística para isso.”
A equipe de Bybee concluiu que as notícias podem conter dados preditivos valiosos porque o trabalho dos editores é fornecer aos leitores informações sobre o estado da economia. O Wall Street Journal deve ser um “balcão único” para aprender sobre questões gerais, como o PIB, notícias específicas da indústria, preocupações das pessoas sobre problemas econômicos e opiniões de especialistas.
Os incentivos dos editores são “reportar as notícias que importam para as pessoas que se preocupam com a economia”, diz Bybee. “Como assinante do Wall Street Journal , é para isso que eu pago.”
Bybee, Kelly e sua equipe - que também incluía Asaf Manela, da Universidade de Washington, em St. Louis, e Dacheng Xiu, da Universidade de Chicago - se perguntaram se poderiam quantificar essas informações e transformá-las em um novo indicador econômico. Os formuladores de políticas poderiam usar essa métrica como outra evidência para tomar decisões, como tomar medidas para estimular a economia.
Os pesquisadores reuniram cerca de 763.000 artigos do WSJ , publicados de 1984 a 2017, e executaram um software para contar o número de vezes que termos específicos de uma ou duas palavras foram usados ??em cada artigo. Um algoritmo de aprendizado de máquina identificou “tópicos” amplos: grupos de termos que frequentemente apareciam juntos. A equipe examinou os grupos de palavras manualmente e rotulou cada tópico.
Por exemplo, um conjunto de palavras incluía “Greenspan”, “Yellen”, “taxa de fundos federais”, “taxa de aumento” e assim por diante; o tópico que o software identificou foi claramente o Federal Reserve. Outros tópicos incluíram seguro saúde, China, desastres naturais, companhias aéreas e eleições.
Em seguida, os pesquisadores mediram a quantidade de “atenção noticiosa” dada a cada tópico, definida como a porcentagem de palavras no WSJ sobre aquele tópico a cada mês. Eles podiam analisar como a atenção aumentava e diminuía com o tempo.
As métricas de atenção às notícias pareciam acompanhar bem os indicadores econômicos existentes. Por exemplo, quando aumentava a atenção ao tema “recessão”, o crescimento da produção industrial e o crescimento do emprego tendiam a cair.
E, surpreendentemente, a atenção das notícias a tópicos como “recessão” e “problemas” (uma categoria geral que incluía termos como “grande problema”, “grande problema”, “bagunça”, “debacle” e assim por diante) poderia explicar 25 % da variação dos retornos do mercado de ações. Em contraste, um conjunto de 101 outras medidas econômicas poderia explicar apenas 9%.
“O que está acontecendo com o mercado e o que está acontecendo com o Wall Street Journal são muito semelhantes. Ambos são formas de agregar um conjunto extremamente rico de informações.”
A razão pode ser que “o que está acontecendo com o mercado e o que está acontecendo com o Wall Street Journal são muito semelhantes”, diz Bybee. “Ambos são formas de agregar um conjunto extremamente rico de informações.” Em outras palavras, os retornos do mercado em um determinado dia dizem muito sobre o estado da economia, assim como o conteúdo do jornal.
Mas essas análises apenas verificaram se a atenção das notícias estava correlacionada com outros indicadores no mesmo ponto no tempo; os artigos podem simplesmente estar descrevendo eventos recentes. Os pesquisadores queriam saber se suas novas métricas poderiam ajudar a prever o desempenho futuro da economia.
Então, eles analisaram se a atenção das notícias sobre a “recessão” estava ligada a mudanças na produção industrial e no emprego nos próximos três anos. A equipe controlou esses dois indicadores e outras métricas padrão, como o índice S&P 500 e a taxa de fundos do Federal Reserve. Em outras palavras, a atenção das notícias poderia prever mudanças além do que aqueles indicadores existentes forneciam?
Eles descobriram que um aumento na medida de atenção à “recessão”, do 5º ao 95º percentil, estava correlacionado a uma queda de 1,99% na produção industrial 17 meses depois e uma queda de 0,92% no emprego 20 meses depois. Previsões de curto prazo também funcionaram; por exemplo, dois meses após o aumento da atenção das notícias, a produção industrial caiu cerca de 0,3%.
A métrica de atenção à “recessão” não era apenas redundante com as informações nos preços do mercado de ações; parecia fornecer capacidade de previsão adicional. “Há coisas nas notícias além do que o mercado capta”, diz Bybee.
A equipe também criou uma maneira de identificar os artigos mais críticos que os formuladores de políticas deveriam ler. Quando o software de previsão faz uma previsão – por exemplo, que o emprego vai despencar nos próximos meses – ele também extrai os artigos do WSJ que dedicaram mais atenção ao tópico “recessão”. Os formuladores de políticas que estão sobrecarregados com grandes quantidades de informações podem se concentrar nessas histórias para obter os detalhes mais relevantes.
Esse método filtra o ruído para extrair “as coisas que realmente importam”, diz Bybee. “Ele fornece uma ferramenta para processar essas informações.”