How Much Do Bankers Really Know Beyond the Finance Basics?

Curious to hear from people actually in the industry — how deep does your understanding of a company’s business need to go beyond basic finance skills? Do analysts/associates actually spend time learning about the industries they cover, or is it mostly learning-on-the-job as deals come in? Just trying to understand what expectations look like before entering full-time roles.