We examine how increased competition stemming from an innovation in financial
technology influences sell-side analyst research quality. We find that firms added to …

Our paper aims to assist researchers interested in generating new data and conducting field
experiments to devise strategies for collaborating with startups and online platforms such as …

This study examines whether crowdsourced forecasts of earnings and revenues help
investors unravel bias in earnings announcement news, which is commonly derived from …

A growing number of studies use crowdsourced data to draw inferences regarding
information relevance. To bolster research using crowdsourced data and to allow …

We examine the demand and supply factors that drive the stock coverage decision of self-
proclaimed analysts on social media (referred to as SMAs) who cater to the information …

In recent years, with the popularization of the Internet, investment experts' opinions on online
investment platforms have gradually been valued by investors. For analysts, it creates a …

Quantitative mutual funds and ETFs have become an increasingly important part of the
equity market, with total assets under management nearly tripling in the last decade. This …