Sean O'Malley (83:37)
I think it's probably Besides, how do you find companies to choose? How do you go about the research process is probably the most popular question we get. It was funny the first time I heard it, I was like, research process, I don't know, I just do a bunch of stuff and then I bring it all together. Of course there is a process there. And actually I had to take some time to, to really reflect and say, yeah, there are a number of different approaches that we take. And I'll just say, you know, one of the first things I always do is I'll go to the company's investor relations page and I'll download the last couple of years worth of 10Qs and 10K filings along with transcripts from earnings calls. And then what I like to do is I'll dump all of that into Notebook LM. That's a free ad for NotebookLM. It's an Alphabet product. So you can say I'm a little biased to promote them, but it's really incredible. And so normally with AI you have this issue of hallucination, but NotebookLM goes solely off the source material you provide. It was actually at a valuex event that a hedge fund friend pointed out to me and said, hey, you need to get on NotebookLM. And that was months ago and we've really embraced it ever since then. It's just incredibly effective for parsing through years of filings. And so I might ask it to summarize business segments, how risks have evolved over time at the company, how maybe executive comp is structured. There's so many questions you can ask and it's only getting better at parsing through all of these different filings. And actually just before we hopped on this podcast, I think I uploaded 50 different filings on Snapchat into NotebookLM, because that's a company we'll be covering soon on my podcast. And so the next thing I'll do is then I'll kind of look into what public research is available on the business and to help me get a high level understanding of how the puzzle pieces fit together. So I'll look at different podcasts, substacks, Twitter threads. I'm certainly not above doing any of that. And I'll even go to the Value Investors Club forum to see if there's anything that's been written up on the stock. Just as I'm trying to get maybe the lay of the land for what is going on with this business and kind of the current narrative around it. And then from there, like I said, I start to get a pretty good idea of what's been going on and what is currently happening. And then I'll listen to some of the more recent earnings calls through. I use an app called Quarter and I will look for interviews with the CEO on maybe on YouTube. And then all the while, I'll just be dumping every interesting insight and chart and data point into what becomes this massive Google Doc. I have of maybe 20 pages of just raw, unfiltered information. You know, I was like, oh, let me copy that from the 10K. Oh, let me write down that quote from CEO. Just anything you can imagine, any chart, anything, I throw it in there. And once I feel like I've scraped maybe the most important information from all of these different sources, I do what is then, in my opinion, the most important thing ultimately, and that is trying to connect the dots. And so I can't tell you how many times I've had dozens of pages of notes on a company. But I'm sitting there looking at it, going like, gosh, I don't really understand what's going on at all. My understanding is completely fuzzy and disorganized. And my threshold is usually whether I could explain the business model and investment thesis to a fifth grader. And if I can't, that's a sign that I need a more fundamental understanding. And usually just by reading a bunch and consuming a bunch of information, I can't quite get to that level of clarity. But the incredible thing is that oftentimes, even without ingesting any new information, I can get what feels like an order of magnitude more clarity about a company by simply trying to tie all the bullet points in my notes together. And it's something I've had a lot of practice doing as a podcast host now. And so I have this tendency as an investor to believe that there's always something missing. And I don't think that's a bad thing, but it can be paralyzing if I don't feel like if I have, you know, the complete picture. And so the thing is, though, it's not usually a lack of information that's hindering my confidence. It's usually a lack of critical thinking. And so by being forced to try and tie all my notes together into a cohesive story for our newsletter and podcast, everything just suddenly becomes much clearer to me. And so the act of trying to explain things in written form dramatically advances my understanding in a way that I just think is not otherwise possible. Or at least it's something of a cheat code. And for context, in high school, I come with this background of being something of a creative writer. I really believe in the poets and quants aspect to investing. It's just not all about numbers. And so just by spending a day writing, editing, and rewriting my thoughts until I've covered everything from the origins of the business and their competitors and the management team and anything else that's relevant, I eventually gain what is a whole new level of appreciation for all decisions that have been made along the way and really how they got to where they are. And so the thing is, thinking and writing in that way are hard. Not to give myself a pat on the back because we do it a lot, but, I mean, it's hard. Most people are not doing that. It really is, and that's why most people don't do it in investing. But I think it's one of the best advantages we could possibly have as individual investors, because we certainly don't have access to the most data and raw information. So we have to take what we can win at and focus on that. And so anybody can look at PE ratios and best based on the numbers, but how many can actually see how all the puzzle pieces fit together and think like an owner and then make a capital allocation decision independently about whether to invest or not? And I think those traits are things I'm very much continuing to practice and are also much rarer from what I've seen in the investment world. And so the writing process is really not only part of my job, but it's become essential to how I've, I think, have become skilled at relatively quickly appreciating the most important aspects of dozens of different businesses. And then all along the way, I'm using ChatGPT's advanced thinking models as something of a sparring partner. Because, you know, inevitably, as you're writing everything out and you're connecting the dots, these new questions will arise that you had never thought of before. And then, you know, I'll send them to ChatGPT and we'll go back and forth and get feedback from it. I think, oh, yeah, why didn't DoorDash just acquire Lyft to compete with Uber? Or maybe they will. And should I expect that to happen. And sometimes I'll have this convo with chatgpt where I'm going back and forth and I'm not relying on it to think for me, but I'm using it as a tool to progress my thinking even further. And after all of that back and forth and reading through sources and taking notes and trying to connect everything to this bigger picture that I'm starting to form, as if almost as if I was writing a book on the company is really kind of what it feels like. I eventually get to a place where, for starters, honestly, I just simply don't have time to go any deeper because we are doing episodes weekly. And because of that, I'll get maybe what I think is 80 to 90% of the key information from the first 40 hours of work. And then the returns beyond that, I found, especially when you're looking for quality compounders, it's different with special situations, but the returns start to diminish on any incremental work after that because it just becomes almost too easy to overthink things and you get bogged down by nuance. And so, Yeah, I mean, ChatGPT Notebook, lm listening to earnings calls, reading quarterly filings, all that stuff is great. But again, anyone can do that. And it's really about how you build your critical thinking muscle. In my opinion, practicing writing, even if it's just once a month in a substack that you know that nobody will read, and you have no illusions of ever building a following. I mean, that can still be one of the best ways to differentiate yourself and grow as an investor. Because I can promise you, most people on Wall street don't have the time or the flexibility or the interest in writing 10 to 20 pages on their investment thesis in a post that nobody's going to read. They're trying to do what their manager says to do, or they're trying to just do something that looks good by the numbers. And so the fun part about recording all your thoughts and writing out your investment thesis is not only that it pushes you to be a smarter investor and to think things through more meaningfully, but down the road you can go back and read all your old writing and see just how far you've come. And sometimes I go back and read some of the first newsletters we wrote just earlier this year and I cringe and I go, gosh, I've come a long way since then.