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Diversification Is a "Fact"

May 2, 2012

In science, there isn't really any such thing as a "fact".  Just different degrees of how strongly the evidence supports a theory. But diversification is about as close as we get. Closer even than evolution or gravity. In "fact", neither evolution or gravity would work if diversification didn't.So I've been puzzled at some people's reaction to RSCM's startup investing strategy.  They don't seem to truly believe in diversification. I can't tell if they believe it intellectually but not emotionally or rather they think there is some substantial uncertainty about whether it works.In either case, here's my attempt  at making the truth of diversification viscerally clear.  It starts with a question:

Suppose I offered you a choice between the following two options:

(a) You give me $1M today and I give you $3M with certainty in 4 years.

(b) You give me $1M today and we roll a standard six-sided die.  If it comes up a 6, I give you $20M in 4 years. Otherwise, you lose the $1M.

Option (b) has a slightly higher expected value of $3.33M, but an 83.33% chance of total loss. Given the literature on risk preference and loss aversion (again, I highly recommend Kahneman's book as an introduction), I'm quite sure the vast majority of people will chose (a).  There may be some individuals, enterprises, or funds who are wealthy enough that a $1M loss doesn't bother them.  In those cases, I would restate the offer.  Instead of $1M, use $X where $X = 50% of total wealth. Faced with an 83.33% chance of losing 50% of their wealth, even the richest player will almost certainly chose (a).Moreover, if I took (a) off the table and offered (b) or nothing, I'm reasonably certain that almost everyone would choose nothing. There just aren't very many people willing to risk a substantial chance of losing half their wealth. On the other hand, if I walked up to people and credibly guaranteed I'd triple their money in 4 years, almost everyone with any spare wealth would jump at the deal.

Through diversification, you can turn option (b) into option (a).

This "trick" doesn't require fancy math.  I've seen people object to diversification because it relies on Modern Portfolio Theory or assumes rational actors.  Not true.  There is no fancy math and no questionable assumptions. In fact, any high school algebra student with a working knowledge of Excel can easily  demonstrate the results.Avoiding Total LossLet's start with the goal of avoiding a total loss. As Kahneman and Tversky showed, people really don't like the prospect of losing large amounts. If you roll the die once, your chance of total loss is (5/6) = .83.  If you roll it twice, it's (5/6)^2 = .69.  Roll it ten times, it's (5/6)^10 = .16. The following graph shows how the chance of total loss rapidly approaches zero as the number of rolls increases.

By the time you get to 50 rolls, the chance of total loss is about 1 in 10,000.  By 100 rolls, it's about 1 in 100,000,000.  For comparison, the chance of being struck by lightning during those same four years is approximately 1 in 200,000 (based on the NOAA's estimate of an annual probability of 1 in 775,000).

‍Tripling Your Money

‍Avoiding a total loss is a great step, but our ultimate question is how close can you get to a guaranteed tripling of your money.  Luckily, there's an easy way to calculate the probability of getting at least a certain number of 6s using the Binomial Theorem (which has been understood for hundreds of years).  One of many online calculator's is here. I used the BINOMDIST function of Excel in my spreadsheet.

The next graph shows the probability of getting back at least 3x your money for different numbers of rolls.  The horizontal axis is logarithmic, with each tick representing 1/4 of a power of 10.

As you can see,  diversification can make tripling your money a near certainty. At 1,000 rolls, your probability of at least tripling up is 93%. And with that many rolls, Excel can't even calculate the probability of getting back less than your original investment. It's too small. At 10,000 rolls, the probability of less than tripling your money is 1 in 365,000.So if you have the opportunity to make legitimate high-risk, high-return investments, your first question should be how to diversify. All other concerns are very secondary.

Now, I will admit that this explanation is not the last word. Our model assumes independent, identical bets with zero transaction costs. If I have time and there's interest, I'll address these issues in future posts. But I'm not sweeping them under the rug. I'm truly not aware of any argument that their practical effect would be significant with regards to startup investments.

Further Reading

Enjoyed this post? Here are a few more posts that you might find just as insightful and engaging.

For Founders

Minimum Viable Investor Updates

For pre-seed and seed stage startups, investor updates are a challenge. Often, founders try to make them too ornate and end up getting behind. Similarly, investors don't always have the time to fully digest a finely crafted narrative and lose track of what's happening. At RSCM, our portfolio of pre-seed and seed-stage investments is at about 2000 today, so we have lots of experience with updates. Not only do we read them all, we write a 3-7 line internal summary and each one goes into our CRM system so we have a complete history at our fingertips.In my opinion, useful investor updates have three requirements: they must get done, they must be easy to produce, and they must be easy to consume.

Anatomy of an Update

You can deliver on all three requirements by breaking updates into modules and putting the most important modules first. That way, you need only produce the modules you have time for and we need only consume the modules we have time for. Everybody wins.Here are the modules and order I recommend:

[Company Name] Investor Update for Month Ending [Last Day of Month]
  • Metrics
  • Highlights (Optional)
  • Asks (Optional)
  • Thank Yous (Optional)
  • Commentary (Optional)

Notice that the only required module is "Metrics". This should be easy to produce because, at any given moment, you should have a handful of Key Performance Indicators (KPIs) you track anyway. This should be easy to consume because most investors have lots of experience absorbing tabular business data. This should be easy to get done because, in our modern software-driven world, KPIs are at your fingertips. Most importantly, if they are the metrics you are actually tracking to run your business, then they will be reasonably informative to investors. Requirements satisfied!More detail on metrics in a minute, but first some quick notes on Highlights, Asks, and Thank Yous. If you opt to include these modules, do them as bullets. Easier to produce and easier to consume. But, as with PowerPoint slides, no more than 7 bullets per section! Even then, only go to 7 on rare occasions. No more than 5 most of the time. It's easy for people to get saturated and when they get saturated, they flush the entire list from their attention. If you've got more to say, put it in the Commentary.Everything after Metrics really is optional. Better to get the update out the door quickly than wait until you come up with points for every section. If you ever find yourself thinking something like, "I'll crank out the Asks later," stop! Just hit send. Then if you do think of important items later, put them in a notes file and include them in the next update. Or send out a specific Asks email.

Universal Metrics

Now for some depth on metrics. There are really two types: (1) those that are universal to all pre-seed/seed startups and (2) those that are particular to your business. Investors need both. The first type gives us a general sense of how things are going for you relative to the typical startup lifecycle.  Kind of like the vital signs that all doctors want to know regardless of patient or condition.  They help us triage our attention. So start with them:

  • Revenues: [revenues | date when you plan to start selling] (+/- ?% MoM)
  • Total Expenses: [expenses] (+/- ?% MoM)
  • Net Burn: [total revenues - total expenses] (+/- ?% MoM)
  • Fundraising Status: [not raising | planning to raise | raising | raised]
  • Fundraising Details: [how much, what structure, valuation/cap, who]
  • Ending Cash: [last month's Ending Cash - this month's Net Burn + this month's Amount Raised] (+/- ?% MoM)
  • Full Time Employees: [FTEs, including founders] (+/- # MoM)

Note 1: we strongly encourage a monthly update cycle. Anything longer means we get data that's too stale. Anything shorter, and the financial metrics don't really make sense. Though if you're part of an accelerator that encourages weekly updates, we'd love to see them. Just make sure we also get the monthly metrics!Note 2: always put the percentage or absolute month-over-month changes in parentheses next to each entry. It turns out that highlighting the deltas make updates dramatically easier for us to absorb by drawing immediate attention to the most volatile areas.A couple of quick explanations. Always have a Revenues line. If your product isn't finished or you aren't actively trying to generate revenues, just put the target date for when you do plan to start selling. Either piece of information is enormously helpful to us. Also, provide an FTE number that logically reflects the labor resources at your disposal. A full time contractor is a unit of full time labor that you can call on. Two half-time employees are also one unit. An intern may or may not be a unit or fraction of a unit depending on how much time he/she is putting in and whether the output is roughly equivalent to what a regular employee would produce. Don't exclude people based on technicalities, but don't pad your numbers either.Now, some detail about fundraising status. This topic turns out to be pretty important to existing investors. First, it lets us know that you're on top of your working capital needs. Second, some investors like to participate in future rounds and even the ones that don't are a great source of warm leads. Third, it makes us feel good to know that other people have or will be validating our previous investment. Here are a couple of example fundraising bullets:

  • Fundraising Status: planning to raise in 4Q2015
  • Fundraising Details: $750K - $1M Series Seed at a $5M-$6M pre-money from a small fund and/or local angels
  • Fundraising Status: raising
  • Fundraising Details: $300K - $500K on a convertible note at a $2.75M cap with $175K soft committed from [prominent angel name] and other local angels
  • Fundraising Status: raised and raising
  • Fundraising Details: $400K closed of a $600K convertible note at a $4M cap from [small fund name], [AngelList syndicate name], and local angels.

Custom Metrics

At any point in time, there should be a handful of top-level KPIs that you monitor to help run your particular startup. Of course, they vary across lifecycle stage, technology area, and business model. Just pick the most important 2-6 and give them to us. Feel free to change them as you pivot and mature.Here's an example for a pre-product enterprise SaaS company:

  • Projected Alpha Delivery Date: 11/30/2015 (+15 days)
  • Alpha Access Wait-list: 47 Companies (+8)

And one for an enterprise SaaS company that recently shipped private beta

  • Max Queries/Minute: 1,201 (+29% MoM))
  • Outstanding Critical Bugs: 3 (-2)
  • Inbound Inquiries: 481 (-17% MoM)
  • Qualified Prospects: 19 (+2)
  • Paid Pilots: 3 (New Metric!)

And finally one for a consumer Web company in full operation

  • Max Concurrent Users: 1,006 (+30% MoM)
  • Registered Users: 23,657 (+13% MoM)
  • Monthly Actives: 3,546 (+4.5% MoM)
  • Users Making Purchases: 560 (+21% MoM)
  • Total Purchase Value:$17,993 (+28% MoM)
  • CAC: $12.55 (-7% MoM)

That's it. We estimate that, if you keep your accounting system up to date and use MailChimp, producing an update with metrics and a few extra bullets should take about 15 minutes (with some practice). And you'd be heroes in our book.  Well, all entrepreneurs are already heroes.  So you'd be superheroes!

This post originally published on 10/15/2015 and was last updated on 11/10/24.

For Founders

#1 Mistake: Planning for Series A?

People sometimes ask us, "What's the #1 mistake startup founders make?" Based on our 2000 pre-seed portfolio companies, one of the prime candidates is: "Planning for Series A."I don't mean the way you plan for Series A. I mean the fact that you do it at all. We see a lot of pre-seed pitch decks. A decent fraction have a "Comparables" section that list the Series A raises for companies with similar models in the same industry. In these cases,  Series A has become an explicit planning goal, despite the fact that these companies are at least two rounds, and probably three or four, away from that milestone. But the prevalence in pitch decks vastly understates the issue. From systematically interviewing 800+ founding teams in accelerators, it's clear that Series A expectations play a substantial role in most founders' planning.

While completely understandable, even considering Series A at the accelerator stage is usually a huge mistake. As I've written before, taking Series A at the point where it's appropriate decreases your success rate (though increases your expected value). Unsurprisingly, actually working backward from a future Series A can create all sorts of planning pathology. Yes, TechCrunch makes a big deal out of Series As. Yes, lot of cool VCs blog about Series A. Yes, VC investment leads to pretty fantastic story lines on "Silicon Valley". But these sources of information inherently screen for outliers. It's still the exception. Even among successful tech startups. Fundamentally, you're trying to engineer an extreme outcome in a highly uncertain environment. On first principles, this is problematic, as Nassim Taleb so beautifully explains the The Black Swan. But let's work through the steps.

Start with a modern Series A of roughly $10M as your goal. OK, those VCs will want evidence that you can quickly grow past the $100M valuation mark. That means you'll probably need about a $3M Series Seed 12-24 months beforehand to build the necessary R&D, sales, and customer success scaffolding, as well as prove out a huge addressable market. This in turn implies a $1M angel round coming out of an accelerator to complete the full-featured version of the product and establish a firm beachhead market over the next 12-18 months.

Now, I can tell you from reading the investor updates for 2000+ pre-seed startups that such rounds are very hard to raise... unless you're a strongly pedigreed founder, have obviously anti-gravity level technology, or have crazy traction in a hot space. We like to say rounds at this stage have a "geometric" difficulty curve. A round that is twice as large is four times as hard to raise.

Even if you manage to raise that round, the failure rate at each subsequent stage is high because you're continually striving to achieve outlier levels of growth. There's not much room for error or setbacks.  It's like trying to run up a ridge that just keeps getting steeper and narrower, with a sharp drop into the abyss on either side.

So what's the alternative? We recommend you ask yourself, "What's the smallest early acquisition (but not just acqui-hire) that I'd be satisfied with?" Unless you have a significant previous exit, are already very wealthy, or have unusual risk preferences, this number is likely somewhere between a $10M and $35M acquisition where the founders still own about 1/3 to 1/2 the company. Then work backwards from that.

Now, you may be saying to yourself, "Wait a minute! If I could get acquired for $10M to $35M, I could get a Series A. It's the same thing." Not exactly. $20M is a typical Series A pre-money these days, at least from a traditional name firm. But you would also need to be able to demonstrate that you could quickly grow to be worth $100M+. And you usually get a bit of a premium on acquisitions. So it's only at the upper end of the range where a Series A would be a fit, and then only some of the time.

Importantly, acquirers mostly want to see a great business or great technology and Series A investors mostly want to see enormous growth potential, which often aren't quite the same thing.

Finally, Series A investors usually want to see extremely rapid past growth, as an indicator of rapid future growth. Acquirers care much less how much time it took you.Also, the cost of being wrong is asymmetric. Say you aim for Series A from the outset. If at any point it doesn't work out, you either fold or do a fire sale. In a fire sale, liquidation preference will kick in and founders will get zilch anyway. Conversely, say you go the smaller route and things go much better than expected. You can still "upgrade" to the Series A path. And if you go the smaller route and fail, there's some chance you'd still make a modest amount in a fire sale or acqui'hire.

So now let's work backwards from the acquisition. We'll assume that revenues, rather than technology capability, is the relevant metric because it makes the reverse induction more clear cut.

  1. In most tech sectors, a $10M to $35M acquisition means $1M to $3M per year in margin (not gross revenues, though in some sectors, the margins are so high, it's the same thing). That's low $100Ks of margin per month.
  2. Next, we like to think in terms of the "straightforward scaling factor". This is the multiple by which you can grow with straightforward scaling of your product development and sales machines. No major overhauls of the product, no completely new channels, and no huge breakthroughs. Basically keep doing what you're doing, but with more resources. In most segments, this factor is 3-4X for a target in the $100K/month order of magnitude. Obviously, it's not a sure thing. Bad things can still happen. It can turn out that you've made a mistake. But it's the difference between needing circumstances not to go strongly against you and needing circumstance to go strongly for you. That works out to $20K to $80K per month, depending on scaling factor and target outcome. Thus, your near-term goal becomes, "Build a business doing $20K to $80K per month in margin."
  3. If your minimum acceptable exit is on the higher end and your scaling factor is on the lower end, you might want to break this stage into two (though your might want to ask yourself why your minimum is higher given the lower scaling factor). In most cases, the first step therefore reduces to, "Build a business doing $20K to $40K per month in margin."

This is often a very achievable goal with a very modest amount of capital. How do you go about raising a round to support achieving this goal? Well, we have a post for that.

It's worth noting that, in terms of our expected returns, it doesn't matter too much to us one way or another whether founders follow this plan. Our funds have many hundreds of companies, so we're expected value decision makers. Though there is also some argument to be made for preserving option value by having companies survive longer. But it's not a huge difference either way at our level of diversification.

However, for founders who can only do a handful of startups in their career, understanding the difference between success probability and expected value could be literally life altering. And don't forget, once you have a modest exit under your belt, you've got the pedigree! So it's much easier to command the resources and attention necessary to go big from the start on the next one.

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This blog post originally published on 12/10/2020 and was last updated on 10/14/2024.

Report: How Are Pre-Seed and Seed VC Firms Investing in 2024?

The venture market bottomed out from historic highs last year. Total deal volume slumped roughly 50% from 2021’s peak, exit activity hit a ten-year low, and venture fund performance dropped across the industry. These rapid changes have created a new landscape for venture capital, and it’s affected how VCs are investing.

Right Side Capital surveyed 110 Pre-Seed and Seed VCs from February 2024 to May 2024 on their investment activity and strategies in 2023 and their plans for 2024, with a focus on Pre-Seed Rounds and Seed Rounds. VCs revealed that they are optimistic about the funding landscape in 2024 and that they have high expectations for revenue levels and growth rates from portfolio companies.

Below we share what we learned.

VCs Were Active in Pre-Seed Rounds in 2023

Surveyed VCs revealed that they were fairly active in Pre-Seed investment last year. Of the VCs surveyed, 87.0% made at least one investment in round sizes of $1M to $2.5M, and 35.2% made more than five investments at this stage.

Seed Round Deal Volume Was Less Than Pre-Seed Round Deal Volume in 2023

VCs reported less deal volume in Seed Rounds in 2023 as compared to Pre-Seed Rounds during the same period. Only 12.1% of surveyed VCs made more than five investments at this stage, and 25.9% made no investments at all. The majority (62.0%) made between one and four investments at this stage.

Investment Outlook Is Optimistic in 2024

Nearly half (45.4%) of respondents plan to make five to nine new investments in 2024, which is a significant increase from 2023, and 24.1% said they planned to make 10 or more investments this year. All respondents planned to make at least one investment, which indicates a more positive outlook from 2023.

Pre-Seed Fundraising: What VCs Expect from Founders in 2024

At the Pre-Seed fundraising stage, only 46.3% of surveyed VCs will invest in a pre-revenue startup, 27.4% will invest in a startup with sub-$150K annual recurring revenue (ARR), and 14.7% require $150K – $499K in ARR. For some surveyed VCs, revenue expectations can be even higher: 11.7% said they required startups to have $500K or more in ARR.

Growth expectations are high for Pre-Seed Rounds, with 34.8% of surveyed VCs expecting startups to double year over year at this stage, and 37% expecting startups to triple year over year.

Seed Fundraising: What VCs Expect from Founders in 2024

Expectations vary a lot for startups raising their seed rounds. At this stage, 17% of surveyed VCs will invest at pre-revenue, but 24% want to see ARR of $1M or more. That’s a big change from four years ago, when $1M or more in ARR was the criteria for Series A funding.

Surveyed VCs expect aggressive growth at this stage, with 47% investing in startups that are doubling year over year and 34% investing in startups that are tripling year over year.

Most VCs Recommend 6-12 Months of Runway

The majority (53.7%) of surveyed VCs advise their portfolio companies to maintain six to twelve months of runway before raising their next round. Only 29.6% of VCs advise startups to have over 18 months of runway.

Capital Efficiency Is More Important Than Ever

VCs reported that, in this leaner landscape, they are placing a greater emphasis on capital efficiency for portfolio companies. For 81.5% of respondents, capital efficiency is more important than ever before. The survey included an option for respondents to indicate that capital efficiency was unimportant, but not a single respondent selected it.

Roughly One Third of VCs Have Changed Their Investment Thesis

We asked respondents to write in answers about how their firm’s investment thesis has changed in 2024. Below we break down the results of those write-in answers.

Summary of Investment Thesis Changes in 2024

No Change (58%) The majority respondents indicated that their investment thesis has not changed significantly from 2023.

More Focus on Specific Areas (15%) Some VCs have an increased focus on specific sectors such as health, cyber, AI, and cybersecurity. They’re putting a greater emphasis on software, particularly AI-powered applications, and avoiding certain sectors like consumer and hardware.

“Like everyone else, [we have] more interest in AI-powered applications.”

– Survey respondent

Adjustments in Investment Strategy (10%) Some VCs are shifting to smaller check sizes. They indicated more capital allocation for Pre-Seed and they are rightsizing investment amounts to achieve more significant ownership.

Greater Sensitivity to Valuations and Due Diligence (7%) VCs are more sensitive to valuations, ensuring companies have more runway, and conducting more thorough due diligence. They’re also focusing on financing risk, revenue, traction KPIs, and efficient use of capital.

“[We’re] thinking more about financing risk and making sure companies have more runway.”

– Survey respondent

Increased Sector Preferences and Deal Dynamics (5%) A small subset of VCs have a growing preference for companies with experienced founders, significant revenue, and efficient burn rates. They’re avoiding overinvested spaces like sales-enablement software and sectors that are seen as high risk for next-round funding.

“[We’re] rarely taking pre-product risk unless the team has prior operating experience.”

– Survey respondent

No Specific Answer or N/A (5%) Some responses were “N/A” or did not specify a change in investment thesis.

Final Conclusions from the RSCM 2024 VC Survey

The venture capital landscape in 2024 has adapted to a leaner and more cautious environment. Right Side Capital’s survey reveals a higher bar for revenue expectations and a greater emphasis on capital efficiency than in more bullish periods.

Despite the challenges of 2023, VCs are optimistic about 2024 and plan to increase new investment volume. Overall, VCs are adopting a resilient and forward-looking approach, emphasizing sustainability and capital efficiency to navigate the transformed economic landscape.

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