> For the complete documentation index, see [llms.txt](https://resources.less.tech/less-tech/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://resources.less.tech/less-tech/exercises/automated-financial-analysis/hints.md).

# Hints

We recommend that you try to complete as much of the exercise on your own after each step