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@arsenelupin
Arsène Lupin III
$11.5M follower assets
The pessimist complains about the wind. The optimist expects it to change. The realist adjusts the sails.
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How To Write An Investment Memo
Have you ever opened a 10-k, read a few pages, and still had no idea what the company did?
Me too.

Financial analysis is hard enough. In order to select a good stock, you have to derive the valuation of your target company. Then you have to compare it to the current valuation and see if there is enough upside to invest.
But even before you get to valuation, you have to figure out what the heck the company does.

For some companies this is straightforward. Netflix pays writers, directors, and other crew members to make movies and television shows, and consumers pay Netflix a monthly subscription to have access to these videos. Makes sense.

But with other companies, it’s not as straightforward. Understanding industries like payments, biotech, or semiconductors requires going up a steep learning curve. What is the product and how does it provide value for customers? Which step in the value chain has the largest profit pool? What are the major drivers for market growth?

I’ve spent thousands of hours researching companies from many different industries. Along the way, I’ve developed a research process. While I’m no expert, I’m hoping that this article -- which outlines my process -- will be valuable to other students of investing.
It’s broken into five sections:
  • Idea Generation
  • Where to Research
  • What to Look For
  • Note Taking & Organization
  • Pulling it Together

Idea Generation
-------------------
Before researching a company, you have to, well, have a company to research. But time is limited: how do you decide which company to study?
As much as I’d like to have a fancy screening method, most of my ideas come from scrolling through Twitter, listening to a podcast, or talking to a friend.

Here are a few questions I keep in the back of my mind:
  • Is this surprising?
  • Does this contradict something I thought to be true?
  • What is making lots of money but is low status or boring?
  • What has achieved a high return but no one is talking about?
  • What narrative is undervalued or overvalued right now?
In order to track my ideas, I keep a list of companies on a Roam page. While you can do much more with Roam, my ideas page is very simple. For each company, I include:
1) the date I found it,
2) a blurb about why it’s interesting + any connections that come to mind,
3) a link to the source of the idea.

Once I have some time to work, I look at this list and select something that I still have energy for. Then, I begin my research.

Where to Research
---------------------
One of the toughest parts of researching new companies is figuring out where to look. In this section, I’ll outline all of the sources I use in my research.

There are a lot of sources listed here. During my research, I usually end up checking pretty much all of them! The quality of each source varies depending on the company so it’s important to focus on your own understanding of the business rather than any one particular source. That said, let’s get into it.

Company-Provided Resources
  • Company Website. The company website is the most obvious resource to understand the product, however, for B2B companies this can actually be quite vague. Look for sections titled “Services”, “Products” or “Pricing” to get a better sense of what they sell.
  • Form S-1. If a company recently IPO’d, they would’ve been required to file a Form S-1 introducing investors to the business. These documents are great. Lots of times they have an extensive Business Overview section that (usually) breaks down the business in an easy-to-understand manner.
  • 10-K and 10-Q. Every quarter, a company has to file documents with the SEC updating investors on their financial and business standing. I spend a lot more time with the annual report (10-K) because it has more contextual information. I mostly use quarterly reports (10-Q) to update numbers.
  • Investor Presentations. An investor presentation is usually made when a company makes a live presentation at a live conference (and then they publish it online for all investors). Since investor presentations are often in service of pitching the company to a new set of investors, these are an excellent tool to understand a company. Just make sure it’s recent!
  • Earnings Transcripts. This is the most underrated source of information. Earnings transcripts are the transcripts of a quarterly call between the management of a public company and the analysts covering that company. These analysts spend all of their time analyzing a sector and these calls are their opportunity to ask management questions about the business. Because the analysts have as much knowledge as the company, these discussions are very insightful. I usually read the last couple of earnings transcripts for any company I analyze (and the last 10-12 transcripts if you really want to understand it).

Internet Writing
  • Seeking Alpha. Seeking Alpha is the investment blog that I use the most. It’s not necessarily reliable for investment analysis, but it is reliable at getting a full understanding of stocks and hearing how other people are framing their pitches. I believe the analysis is $30 / month, but in my opinion, it’s worth it.

  • Industry / VC blogs. There is a lot of great industry information out there. A lot of times this is how I find data points: I look at industry analysis and often they will link the most relevant information.
Other Resources
  • Google. Google can help with finding independent research, but it can also help you understand the company and product. One of my favorite ways to use Google is to type “[company name] vs” and see what pops up. For example, I was doing research on Stamps.com recently. So I Googled “Stamps.com vs” and it came up with all of their direct competitors. Then, I can click through each one and read reviews on review sites from actual customers.
  • Podcasts. Podcasts are a great way to find interesting nuggets that other people haven’t found. While there is some mainstay investing podcasts that I frequent like Invest Like the Best and Yet Another Value Podcast, I usually start my podcast research at ListenNotes which is a search engine for podcasts and it’s extremely helpful in finding niche interviews. Tips for ListenNotes: search for the company (of course) but also search for the names of the CEO, CMO, CTO, etc. A lot of these interviews provide great insights but aren’t as well known because they are on industry-specific podcasts. And while they might be talking more about their area of expertise (marketing, technology, etc.) they are often really helpful.
  • Industry experts. If you can get on the phone with an industry expert, they tend to be the highest-leverage form of research that you can do. They often have years of experience and are making decisions on the ground floor. There are a few ways to find these people. First is to look at people in your network: a lot of times if you have a genuine reason to talk to someone they are willing to spend a few minutes answering your questions. The other main way to talk to industry experts is through expert calls. These can be found on platforms like Tegus.

Tools
For every analysis, you’ll need to pull data to populate your financial model. Here are the tools I use to pull data.
  • Seeking Alpha. In addition to having a strong community of analysts writing about stocks, Seeking Alpha also has a great tool to download historical financials (both annual and quarterly). This is where I usually start.
  • PublicComps.com. Awesome resource to see multiples and other non-GAAP metrics for software companies. I just use the free dashboard but with the paid plan you have access to more companies, historical financials, and a downloadable CSV.
  • KoyFin. This tool is great for quickly comparing companies and multiples over time.
  • 10-K’s and 10-Q’s. Sometimes you have to pull data by hand, and 10-K’s and 10-Q’s are the definitive primary source for company financial information.
In addition, there are resources like FactSet, CapitalIQ, S&P Global, Bloomberg and others that make it super easy to analyze companies with data sets and Excel plug-ins. Unfortunately, these are tens of thousands of dollars because their customers are professional investors.

What to Look For
--------------------
Alright, so you have a bunch of places to look for information. But what should you actually look for?

This list is considerable, and not all of the questions will provide meaningful insight into the company’s performance. It’s a matter of explore vs exploit. When researching a company for the first time, you won’t know what matters. You’ll read reports, summarize information, and crunch numbers: this is the time to explore. It won’t be until later on that you realize the 3-5 factors that impact the future performance of the business. This is when you develop conviction on a company and make your investment decision: exploit.
Here are some questions I keep in the back of my head when researching companies.
Product / Business Model
  • What is the value proposition of the company? / What problem is the company solving?
  • What are the key drivers of the business?
  • Revenue = Price * Quantity. Are revenue changes driven primarily by increases in price or volume?
  • What is the revenue outlook going forward? Do you expect it to continue? What needs to
  • Is the revenue transaction-based or recurring?
  • How has the product changed over time and what impact has that had on the revenue and profitability of the business?
Competitive Landscape
  • Who are the competitors?
  • What is the composition of the competitive landscape? Monopoly, duopoly, fragmented, etc.
  • How is the value proposition different from competitors?
  • What do customers think about the product? Reviews, feedback, etc.
  • What is the NPS of the product and competitors’ products?
  • In what situation does the market win but the company loses?
Market
  • What market does the company operate in? How do you estimate the size of it? Total airline revenue, TV households, number of SMBs, etc.
  • What are the major market headwinds? Tailwinds?
  • Is the company growing faster or slower than the market they operate in? Why?
  • What percent of the market share could the company realistically capture?
  • Does the market tend towards winner-take-all / winner-take-most or will it be fragmented?
Value Chain and Moat
  • Who are the suppliers? What is the composition of suppliers? Monopoly, duopoly, fragmented, etc.
  • Who are the customers? What is the composition of customers? Monopoly, duopoly, fragmented, etc.
  • What is the moat of the business and how sustainable is it? Some examples include Regulation, Scale, Network effect, Brand, Data, and Tech / IP.
  • What signs in the past show that the business has a moat? Price increase, few new entrants, etc.
Profitability
  • What are the unit economics of the business?
  • Which costs are fixed? Variable? Does the company experience significant operating leverage?
  • How large does the business have to be in order to clear the breakeven point and become profitable?
  • Does the company have a history of strong free cash flow? If not, is there a reasonable plan to get there?
  • How has the profit margin evolved in recent years? What were the underlying drivers?
  • What are the one-off costs / add-backs over the past few years? Is there good evidence to show that these are actually non-recurring?
Growth Opportunities
  • What are the growth opportunities for the company?
  • Can the company upsell existing customers? Is there proof in the past that they’ve done this?
  • Can the company continue to acquire new customers? Can they do so at the same cost (or lower) as they currently do?
  • Are there inorganic (M&A) growth opportunities? Does the company have a track record of successful acquisitions/integrations?
Valuation
  • Who are the competitors? Some criteria include Industry & Product, Size, Growth Rate, Profitability, and Cap Structure.
  • Which multiples are most relevant?
  • What has to be true for the company to maintain the same multiple?
  • What has to be true for the company to achieve multiple expansions?
  • Is there another company that's undervalued?
Capital Allocation / Financing
  • Will the business need additional cash financing going forward? Has management specified if it will be debt or equity?
  • What does the company do with the capital they generate? Options:
  • Keep cash on the balance sheet
  • Invest in internal projects
  • Purchase/invest in other companies
  • Pay down debt
  • Return capital to shareholders via buybacks or dividends
Other: Management, Regulation, Reinvestment Runway
  • Are there any major risks related to regulation changes?
  • Is management exceptional? Incompetent? Why?
Note Taking & Organization
------------------------------
I break it into a few sections:
To Read
I keep two things in this section.
The first is articles or links that I want to read later. This is much more effective than having dozens of tabs open in my browser. Additionally, because my research spans days or weeks, it allows me to pause where I am and keep going later.
The other thing I keep in here is open questions to research. These are things that I think might be interesting, but I need to dig into more or independently verify. Sometimes I come to realize that these questions aren’t relevant, but it’s good to list them out in case they are.
Drafting Notes
In this section, I write notes that act as building blocks. Each one is a summary of a concept or idea that might be useful to the final thesis. Writing it out not only helps with organization, but it also helps me solidify my thinking by putting it into my own words. A kind of mini “the best way to learn is to teach”, if you will.
At some point 3-5 themes will emerge from these drafting notes. These themes tell the story of the investment and become the pillars of the thesis. Sometimes I’ll organize the themes in Roam, or if I’m writing a public analysis, I’ll move over to Google Docs to structure the thesis.
Research Notes & Stats
The last two sections have the same purpose: to organize source material.
The Research Notes section is for notes that are direct quotes from primary sources or articles. This is usually filled with quotes from earnings transcripts, 10-K’s or industry reports.
The Stats section is to jot down important statistics about the company. Most of the time my brain will remember the important metrics without listing them in this section. However, it’s still valuable to write them down (especially with more complicated businesses) and makes it easier to pull together information for the thesis.
For both of these sections, I include the source of the information in the note below.
Pulling It Together
-----------------------
After all of this research and analysis, it’s time to pull together a thesis.
Good investment memos can be summed up in an elevator pitch that’s no more than a couple of sentences. However, don’t be fooled. This does not mean that these pitches are simple or hastily prepared. Instead, compressing an investment idea into a few sentences is a sign of deep thinking.
The elevator pitch stands on the shoulders of 3-7 themes that support the thesis. And these themes are supported by the hours of research and analysis were done in order to develop conviction on the company.
To make this more clear, let’s use Chamath Palihapitiya as an example. Last year he took Opendoor public through a SPAC.

One way to check if you’ve thought deeply enough about a business is to argue for the other side. Charlie Munger once said: “I never allow myself to hold an opinion on anything that I don't know the other side's argument better than they do”. If you earnestly address every argument from the opposing view and you still believe in your thesis, it’s time to place your bet.

Isn’t this Adam Keesling’s post? Just saw this on Twitter the other day.
+ 1 comment
Stay disciplined and remain patient for however long it takes
Good read:

"As I'm thinking about spelling out my process and philosophy in regards to forming a potential investment, I thought I'd clean up the wording a bit, and paste it here if anyone else is interested. One important note though: I've come to believe that developing a full image in one's mind of how a business operates, competes, allocates capital, takes care of customers, etc. is much more important than checking off certain items on a list. Combined with developing that image is the necessity of only investing in those things that seem like obvious bargains. But the final checklist serves as a great way to help stay disciplined, and hopefully sidestep some avoidable errors. Everyone's will probably be different and evolve over time, but here is mine in its current state.

Final Decision Checklist (the final checklist to go through before putting any capital to work)

  1. Are you tired?
  • "We didn’t know, when we started out, this modern psychological evidence to the effect that you shouldn’t make a lot of important decisions when you’re tired and that making a lot of difficult decisions is tiring.... I cannot remember an important decision that Warren has made when he was tired." –Charlie Munger

  1. Did you make this investment decision while the market was closed, so that current price moves aren't impacting your judgment?
  • “Sleep on it” is good advice before buying/selling.

  1. Have you done enough work, and are you sure this is within your circle of competence?
  • "We will never buy anything we don’t think we understand. And our definition of understanding is thinking that we have a reasonable probability of being able to assess where the business will be in 10 years." –Warren Buffett

  1. Is the balance sheet conservative to allow the company to endure and hopefully take advantage of even the most difficult of economic environments?
  2. Is the management team comprised of the kind of people you want to partner with, and are their interests clearly aligned with your interests? It’s not worth being business partners with people you don’t like and admire, and as an owner of the business they are running, you are essentially their partner.
  3. Is this a good business?
  • It doesn't necessarily have to be a long-term "compounder" type of business, but it needs to provide real value for its customers, clients, etc…. i.e. a Win-Win with all six counterparties (customers, suppliers, employees, owners, the regulators, and the community).
  • “Win-win is as much safety as it is compassion. The sustainability of any organization ultimately rests on delivering a win-win partnership with counterparties. Any other relationship will eventually lead to a fatal flaw that will eventually be corrected. Be constant – Be Kind.” –Chris Begg

  1. Do you have downside protection? This will largely come from:
  • Paying close to (adjusted) net asset value, encompassed within a business that has solid earning power (even if temporarily obscured) and some advantages protecting that earning power, even if it’s within a cyclical business and the size of the moat may be hard to estimate.
  • And/Or a moat that protects a minimum, and conservatively-estimated, level of earnings and then paying a fair to good to great price for that level of earnings. The price paid will largely be a judgment call based on the size of the moat and the reinvestment prospects within that moat (i.e. ability to invest capital at high rates for a given duration of time).
  • The direction of the moat (shrinking or expanding) is more important than the size of the moat.
  • “We think in terms of that moat and the ability to keep its width and its impossibility of being crossed as the primary criterion of a great business. And we tell our managers we want the moat widened every year.” –Warren Buffett
  • “In my view, widening the moat is more important than the width of the moat. Everyone is attacking a company’s moat, so the question is not how wide it is, but whether it is widening at a faster pace than competitors are filling it up. Innovation is central to the idea of widening a moat.” –Rob Vinall
  • And while a judgment call on quality vs. price, remember that it should look obvious if you have a full picture of things: “Part of the reason that we have a decent record is [that] we pick things that are easy. Other people think they're so smart they can take on things that are really difficult. That proves to be more dangerous. You have to be shrewd, and you have to be very patient. You have to wait until something comes along which at the price you're paying is easy.” –Charlie Munger

  1. When thinking about price vs. value:
  • Is there at least three times more upside than downside? (e.g. If downside under a worst-case scenario is 50%, I need at least 150% [2.5x return] upside.)
  • Do I think this investment is likely to double in 3-5 years? (~15-26% IRR)
  • And if I'm wrong, is there a high probability that my downside is waiting 10 years (because it’s a good business that is growing) for a double as opposed to losing money? (~7% IRR)
  • There may be some situations where your downside is so limited if you can hold longer-term that even if the expected IRR may be 15% over a 2-3 year period instead of longer, it could still be worthwhile (e.g. A bond you know with extremely high confidence will pay off at maturity, and you can hold until maturity. Or at times, buying Berkshire Hathaway at a low multiple of understated book value, and also a decent discount to fair value.).
  • One of the main advantages you can have as an investor is looking out 5-10 years when thinking about value as opposed to thinking shorter-term and comparing that value to the price today.

  1. Is this business almost certain to be making more money 10 years from now, and can it increase its long-term value in a tough economic environment (e.g. by buying stock, taking business from weaker competitors, treating weaker customers and suppliers well in order to build long-term trust, etc.)?
  • Downside via a current moat or asset value isn't enough…. The business must also be something that is almost certain to be making more money in 10 years. All six key investment traits should be present—to varying degrees and sometimes temporarily obscured (unless it’s a special situation investment with a given catalyst):
  • Downside
  • Cash Flow (Sustainable Earning Power)
  • Growth (Reinvestment Opportunities)
  • People
  • Price

  1. Am I viewing this as a business and not just a stock? Am I taking the mindset of buying the business outright, and retaining management?
  • "[Charlie and I] don’t consider ourselves richer or poorer based on what the stock does. We do feel richer or poorer based on what the business does." –Warren Buffett

  1. Am I sizing the position appropriately?
  • While you need to concentrate your portfolio in your best ideas, you also need to remember Howard Marks' story about the race with one horse, where what seemed like a sure thing wasn't, because the horse jumped the fence and didn't finish the race..... Unexpected things happen and you won't see them all coming.
  • The Marks story: “It can always get worse than you think. ‘I tell my father’s story of the gambler who lost regularly. One day he heard about a race with only one horse in it, so he bet the rent money. Halfway around the track, the horse jumped over the fence and ran away. Invariably things can get worse than people expect. Maybe ‘worst-case’ means ‘the worst we’ve seen in the past.’ But that doesn’t mean things can’t be worse in the future.’”
  • And it may not be a bad idea to only buy 1/3 of a position at first, especially if you've been following the company for less than 6 months.

  1. No FOMO, No Sunk Costs, and No Acting Out of Boredom.
  • You have to be willing to watch plenty of things you thought were good but not good enough go on to perform well and be indifferent about it. that’s part of the game.
  • You can’t let putting time and effort into something influence your willingness to invest in it. Be ready to walk away and move on, with equanimity to the eventual outcome, as soon as you see something that you don’t like.
  • And always do the work before investing, realizing that you’ll miss plenty of things that go up while you’re finishing the work that needs to be done before investing in anything.
  • So, have you done the work that needs to be done? And are you sure you’re not settling just because you’ve put in the work?
  • And remember, great investors have often made mistakes when they either had little to do (do-something syndrome) or had too much cash on hand. You must stay disciplined, and then remain patient for however long it takes."

Idea: Ferrari ($RACE)
In 2019 the luxury car market was valued at $500bn. Estimates suggest it will grow at about 9% for the next 5 years. Ferrari sits in the category of luxury goods that is considered an experience and that category is projected to grow at an even higher rate.

One good thing of a luxury goods company is it is a price maker. Ferrari can increase the price of their cars by about 4-7% per year and still reach strong demand.

Special cars have historically been about 2% of sales but they will become a larger part of the business. By 2023 special cars will represent 20% of revenues. These cars which are limited editions – often 500 cars - sell for more than 1m each and sometimes sell out on the day they go on sale. Gross margins on special cars are about 3x base cars. If the number of special cars is increased, EBITDA margins for the whole group could increase from 33% to 38%.

Another important thing of a luxury goods player is careful management of supply. Current product capacity is about 16000 cars per year yet only 9000 are made. In comparison, Porsche sells 25000 to 30000 911s per year. Ferrari could increase production to 16000 cars per year and still sell them. Ferrari intends to launch 15 new models in the next 5 years. That’s a lot more than in the past. It takes about 40 months to produce and launch a new car.

2 potential risks to the Ferrari growth thesis:
  • Do wealthy millennials want a Ferrari? Do they even want to drive at all? There could be a demographic timebomb? The Ferrari sweet spot is in the 35 to 50 year old age range. Even though fewer millennials drive during their 20s than previous generations by age 30 they catch up.
  • Changes in consumer preference. Consumers may become more environmentally conscious? They might prefer to use autonomous cars? The most bullish forecasts suggest that EVs may become 30% of the fleet by 2030. In addition, Ferrari are aiming for 60% of their new cars to be hybrid by 2023. The hybrid cars will have higher price tags and be more profitable.

Luxury goods companies with a similar financial profile to Ferrari have an average P/E 25. If you put Ferrari on that multiple it implies 60% upside. Valuing Ferrari by its cashflows implies a growth requirement of 3.5/4% per year, yet it has been growing its top line at 10% per year for the past 20 years.

There is room for further sales. Ferrari have sold almost no cars in China. Surprisingly the embedded fleet in China is less than 500 cars.

@joyanta02/28/2021
I think of Ferrari is a collectable/work of art for the rich.
Add a comment…
Due Diligence 101
Just like many value investors look at the 52 week low list for long value plays, some people, including myself, look at the 52 week high list for short plays. You can access this list on Bloomberg or various other financial sites on the web (do a Google search). Earlier in the week, I saw that Darden Restaurants ($DRI) had ticked off a high.

For those that do not know, $DRI owns and operates a number of restaurant chains - very well known chains such as The Capital Grill, Olive Garden, Longhorn Steakhouse, etc. I was surprised to see such a stock on the 52 week high list - why? Because in this recession, I would assume people eat out significantly less. So why not investigate and see what we can find?

The first thing that I do when researching a stock, whether it be long or short, is read the last three annual reports. Why three? That's what my boss told me on my first day on the job, and I just haven't experimented enough to see if one, three, five, or ten is the right number.

One caveat. I will go back quite a few years and read the shareholder letter. I want to see if the shareholder letter actually matches up with how the company performs in future years. Also I want a realistic shareholder letter. I.E. If I read a shareholder letter from 2018 where the author is all bulled up on the economy, I generally laugh and move the idea to the short pile. And in some situations, if a business is very cyclical, I will go back to the annual reports of the last down cycle to see what was happening.

What else am I looking at when reading the annual reports? Not only do I want to see how the business is performing, I also want to see how management is using their capital. Were they buying back stock at the highs? Were they levering up for acquisitions in the same year? How has capex trended with sales and what is the return on that capital employed? Does CFO match trends in net income. What are the accounting assumptions?

Pension assumptions are the most overlooked information in an annual report. While $DRI's pension plan is fairly small relative to the size of the enterprise, $DRI is assuming a 9% expected return on plan assets. Definitely aggressive in the context of real world returns.

Other things I look at: I read the notes voraciously. I want to get an insight that other people may have glossed over. Remember, investing is a zero sum game. For every winner, there is a loser. I like to win.

I then read the last three proxy statements.

Why do I read the proxy statement? Well for a few reasons. I like to see the make up of the board (and how they are paid), I want to see management holdings of stock, I like to see the proposals shareholders are voting for and how management responds, and a few others. The two most important things to look at when reading a proxy is: 1) How is management compensated and 2) What related party transactions have been taking place

In regards to #1, you want a management team that is compensated for things like return on capital, not sales. Why? Because a management team can pump up sales by spending capital on low return projects. All this will be under the report from the compensation committee. While it may be counter intuitive, I like to see management being compensated with restricted and common stock, yet I generally dislike when compensation is linked to stock performance. This just gives management an incentive to cheat and lie to boost their stock price. I want a management team to think like owners. I also want to see that compensation for a certain year was in line with what the business actually did...i.e. I do not want to see lots of bonuses paid out for a terrible year.

In regards to #2, it is fairly self explanatory. The less insider / related party transactions the better. $DRI has none which is a gold star in my book.

After reading the last three annual reports and proxies, I should be fairly comfortable about what the business does, its drivers, how they make money, where the capital is being spent and at what targeted return, etc. From here I will read as many conference calls and corporate presentations I can stand. You can find the conference calls on Seeking Alpha, or if you are an institutional investor on Bloomberg or Street Events. Good investor relations departments put all their historical presentations on the website, easy to find for investors. That reminds me, I will also spend quite a bit of time reviewing the corporate website, trying to get a better understand of the business. Lots of jewels to be mined there.

Why do I read the presentations and conference calls? Well first of all, I want to figure out the shared expectations of the market and the concerns of the market. Generally, an investor relations department will tailor their presentations to analysts questions and concerns. I.E. If a company is getting a lot of questions on its liquidity in private conversations with analysts and buy side professionals, the investor relations department will stick a slide in saying how great liquidity is. Always happens. On the conference call, follow the Q/A section and see what people are asking about and concerned about. You make money in the market by having different expectations about the future than the general consensus.

After reading the annual report, proxies, conference calls, and presentations you should have a pretty good understanding of the business, the market's perception of the business etc. You now need to do your comp work. And I do not mean build a comp sheet.

Where do you get your comps? A lot of the good ones are in the proxy. I then go in and add my own (and maybe take out a few I do not find appropriate).

You get the picture. You want to get insights into the business in which you are examining and insights into the strengths / problems the market is focusing on to exploit diversions between reality and opinion. I am telling you, less than 5% of sell side professionals do this. Why? Maybe they are too busy building excel models or maybe they believe Investor Relations' job is to blow smoke up every one's ass. I don't know. If you are smart about it, you can get good information.

So now you know a fair deal about the business, the industry, what is going on in the real world. From here it depends on the company being analyzed. You want some real on the ground, scuttlebutt research. For $DRI, I may call 10-15 different restaurants and chat up the hostess or manager and get some information about what is going on in the stores. How has business been? What's new to the menu? What are customers liking? Etc. For other businesses, I may call direct competitors or maybe even suppliers to get the same sort of information.

At this point, you should have a pretty solid opinion of what is going on in the business. At this point, I will throw together a few excel spreadsheets. The first will be a model (with some historical included) that will have three or four drivers. At this point, with all your due diligence, you should know the drivers. If not, go back and call the competitors and figure it out. You want to compare your thoughts on the drivers with the market assumptions. So you have your model, with your drivers, and then you compare it to the market's assumptions and drivers.

Unfortunately, that is not the only step. How much of this is already priced in? Maybe everyone know the analysts are wrong and that is priced in with low multiples. So now I want to compare the multiple to those direct competitors on a current basis, but also on a historical basis. What is the lowest a restaurant similar to Darden has ever traded for? What is the highest multiple ever traded? What is $DRI's highest EV/EBIT multiple ever (on a normalized basis)? What is the lowest cash flow multiple it has ever traded for? Etc.

If you find a stock where your expectations are significantly lower than the market, and the stock is trading at a relatively high multiple to its competitors and its historical range, well that is just a beautiful thing.

Great memo, if I could bookmark it, I would.

Will refer people to this memo in the future when they ask me how to get started researching an investment.
+ 1 comment
Idea: Sony ($SNE)
Thesis: New management is changing the culture. Content is king - Sony's presence is underappreciated. Gaming, image sensors, music are the businesses that are very valuable; they comprise 2/3 of operating income and 1/3 of revenue.

Gaming: business is large and is evolving to a recurring revenue stream model where you pay a monthly subscription fees supplemented by in-game purchases. Additionally, they have had some success in mobile games, have the #2 selling mobile game. Transition to digital game downloads should lift margins.

Sensors: Photo and video is the future of social interaction so images will continue to be an important business. Sony's image sensors are critical for digital camera option. Hal of all CMOS image sensors are Sony; 80% share of iPhone 11 and 12. Profitability has been deperessed.

Music: ~60b TAM by 2026 paid music subscriptions globally. #1 music publisher globally with 30% share and #2 record label. Streaming is now 60% of digital revenues. Digital music is more profitable than physical music.

Valuation: Expect 30% upside based on sum of the parts valuation

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