“…Independence is crucial for financial analysts to fulfil their role as a key information intermediary in capital markets. Unfortunately, analysts' independence can be compromised by their incentive to maintain good relationships with the company management (Das et al, 1998), the investment banking business of brokerage firms (Lin & Mcnichols, 1998; Lu et al, 2016; Michaely & Womack, 1999) and the pressure to generate trading commission (Agrawal & Chen, 2008; Firth et al, 2013; Gu et al, 2013). Prior research shows that competition from peer analysts (Hong & Kacperczyk, 2010), implicit monitoring from independent analysts or crowdsourced research (Gu & Xue, 2008; Jame et al, 2022) and reputation and career concerns (Jackson, 2005; Ljungqvist et al, 2007) help to maintain analysts' objectivity.…”