The Science of Selling – Early DPI Benchmarks

The snapshot

Some of you reading here are busy, so we’ll keep this top part brief, as an abstract sharing our top three observations of leading fund managers.

Generally speaking, don’t sell your fast growing winners early.

Except when…

Selling on your way up may not be a crazy idea.

  1. You might sell when you want to lock in DPI. Don’t sell more than 20% of your fund’s positions unless you are locking in meaningful DPI for your fund. For instance, at each point in time, something that’s greater than 0.5X, 1X, 2X, or 3X of your fund size.
  2. You might consider selling when you’ve lost conviction. Consider selling a position when you feel the market has over-priced the actual value, or even up to 100% if you’ve lost conviction.
  3. You might consider selling when one is growing slower than your target IRR. If companies are growing slower and even only as fast as your target IRR, consider selling if not at too much of a discount (Note: there may be some political and/or signaling issues to consider here as well. But will save the topic of signaling for another blog post).

Do note that the above are not hard and fast rules. Every decision should be made in context to other moving variables. And that the numbers below are tailored to early-stage funds.

Net TVPI Benchmarks from Years 5-15
Net DPI Benchmarks from Years 5-15

Let’s go deeper…

On a cloudless Friday morning, basking in the morning glory of Los Altos, between lattes and croissants, between two nerds (or one of whom might identify as a geek more than a nerd), we pondered one question:

How much of selling is art? How much is science?

Between USV selling 30% of their Twitter stake, Menlo selling half of their Uber, Benchmark only selling 15% of their Uber pre-IPO shares, and Blackbird recently selling 20% of its Canva stake, it feels more like the former than the latter. Then when Howard Marks says selling is all about relative selection and the opportunity cost of not doing so, it seems to reinforce the artistic form of getting “moolah in da coolah” to borrow a Chris Douvos trademark.

Everyone seems to have a financial model for when and how to invest, but part of being a fiduciary of capital is also knowing when to distribute – when to sell. When RVPI turns into DPI. And we haven’t seen many models for selling yet. At least none have surfaced publicly or privately for us.
The best thought piece we’ve seen in the space has been Fred Wilson’s Taking Money “Off the Table”. At USV, they “typically seek to liquidate somewhere between 10% and 30% of our position in these pre-IPO liquidity transactions. Doing so allows us to hold onto the balance while de-risking the entire investment.”

Source: Fred Wilson’s Taking Money “Off The Table”

In aggregate, we’ve seen venture fund distributions follow very much of the power law – whether you’re looking at Correlation’s recent findings

Source: Correlation Ventures

Or what James Heath has found across 1000+ firms’ data on Pitchbook.

Source: James Heath

As such, it gave birth to a thought… What if selling was more of a science?

What would that look like?

Between two Daves, it was not the Dave with sneakers and a baseball cap and with the profound disregard to healthy diets, given the fat slab of bacon in his croissan’wich, who had the answer there.

“To start off, in a concentrated portfolio of 30 investments, a fund returner is a 30x investment. For a 50-investment fund, it’s 50x. And while hitting the 0.5x DPI milestone by years 5-8, and a 2x DPI milestone by years 8-12, is the sign of a great fund, you shouldn’t think about selling much of your TVPI for DPI unless or until your TVPI is starting to exceed 2-3x.” Which seems to corroborate quite well with Chamath Palihapitiya’s findings that funds between 2010 and 2020 convert have, on average, converted about 25% of their TVPI to DPI.

“Moreover, usually you shouldn’t be selling more than 20% of the portfolio at one time (unless you’re locking in / have already locked in 3X or more DPI). You should be dollar-cost averaging – ensuring time diversity – on the way out as well. AND usually only if a company that’s UNDER-growing or OVER-valued compared to the rest of your portfolio. Say your portfolio is growing at 30% year-over-year, but an individual asset is growing slower at only 10-20% OR you believe it is overvalued, that’s when you think about taking cash off the table. Sell part (or even all) of your stake, if selling returns a meaningful DPI for the fund, and if you’re not capping too upside in exchange for locking in a floor.”

Meaningful DPI, admittedly, does mean different benchmarks for different kinds of LPs. For some, that may mean 0.25X. For others that may mean north of 0.5X or 1X.

“On the other hand, if a company is outperforming / outgrowing the rest of the portfolio, generally hold on to it and don’t sell more than 10-20% (again, unless you’re locking in meaningful DPI, or perhaps if it’s so large that it has become a concentration risk).”

I will caveat that there is great merit in its counterpart as well. Selling early is by definition capping your upside. If you believe an asset is reaching its terminal value, that’s fine, but do be aware of signaling risk as well. The latter may end up being an unintended, but self-fulfilling prophecy.

So, it begged the question: Under the assumption that funds are 15-year funds, what is meaningful DPI? TVPI? At the 5-year mark? 7.5 years in? 10 years? And 12.5 years?

The truth is the only opportunities to sell come from the best companies in your portfolio. And probably the companies, if anything, you should be holding on to. By selling early, you are capping your downside, but at the same time capping your upside on the entire portfolio. When the opportunity arises to lock in some DPI, it’s worth considering the top 3-5 positions in your fund. For instance, if your #2 company is growing quickly, you may not be capping the upside as much.

Do keep in mind that sometimes it’s hard to fully conceptualize the value of compounding. As one of my favorite LPs reminded me, if an asset is growing 35% year-over-year, the last 20% of the time produces 56% of the return. Or if an asset is growing 25% YoY, if you sell 20% earlier (assuming 12 year time horizons), you’re missing out on 45% of the upside.

As a GP, you need to figure out if you’re IRR or multiple focused. Locking in early DPI means your IRR will look great, but your overall fund multiple may suffer.

As an LP, that also means if the gains are taxable (meaning they don’t qualify for QSBS or are sold before QSBS kick in), you need to pay taxes AND find another asset that’s compounding at a similar or better rate. As Howard Marks puts it, you need to find another investment with “superior risk-adjusted prospective returns.”

And so began the search for not just moolah in da coolah, but how much moolah in da coolah is good moolah in da coolah? And how much is great?

Net TVPI Benchmarks from Years 5-15
Net DPI Benchmarks from Years 5-15

Some caveats

Of course, if you’ve been around the block for a minute, you know that no numbers can be held in isolation to others. No facts, no data points alienated from the rest.

Some reasons why early DPI may not hold as much weight:

  • Early acqui-hires. Usually not a meaningful DPI and a small, small fraction of the fund.
    • There’s a possibility this may be the case for some 2020-2021 vintages, as a meaningful proportion of their portfolio companies exit small but early.
    • In other words, DPI is constructed of small, but many exits, rather than a meaningful few exits.
  • TVPI is less than 2-3x of DPI, only a few years into the fund. In other words, their overall portfolio may not be doing too hot. Obviously, the later the fund is to its term, the more TVPI and DPI are alike.
  • As a believer in the power law, if on average it takes an outlier 8 years to emerge AND the small percentage of winners in the portfolio drive your return, your DPI will look dramatically different in year 5 versus 10. For pre-seed and seed funds, it’s fair to assume half (or more) companies go to zero within the first 3-5 years. And in 10 years, more than 80% of your portfolio value comes from less than 20% of your companies. Hell, it might even be 90% of your portfolio value comes from 10% of your companies. In other words, the power law.
  • GPs invested in good quality businesses. Some businesses may not receive markups, but may be profitable already, or growing consistently year-over-year that they don’t need to raise another round any time soon.
  • Additionally, if you haven’t been in the investing game for long, persistence of track record, duration, and TVPI may matter more in your pitch. If you’ve been around the block, IRR and DPI will matter more.
  • As the great Charlie Munger once said, “selling for market-timing purposes actually gives an investor two ways to be wrong: the decline may or may not occur, and if it does, you’ll have to figure out when the time is right to go back in.” For private market investors, unless you can buy secondaries, you’ll never have a time to go back in until the public offering. As such, it is a one-way door decision.

Some LPs are going to boast better portfolios, and we do admit there will be a few with portfolios better than the above “benchmarks.” And if so, that’s a reason to be proud. In terms of weighting, as a proponent of the power law, there is a high likelihood that we’ve underestimated the percent of crap and meh investments, and overestimated the percent of great investments in an LP’s portfolio. That said, that does leave room for epic fund investments that are outliers by definition. 

We do admit that, really, any attempt to create a reference point for fund data before results speak for themselves is going to be met with disagreement. But we also understand that it is in the discourse, will we find ourselves inching closer to something that will help us sleep better at night.

One more caveat for angels… The truth is as an angel, none of the above really matter all that much. You’re not a fiduciary of anyone else’s capital. And your time horizons most likely look different than a fund’s. It’s all yours. So it’s not about capping your downside, but more so about capping your regret. In other words, a regret minimization framework (aka, “spouse regret/yelling minimization insurance”). 

That will be so unique to you that there is no amount of cajoling that we could do here to tell you otherwise. And that your liquidity timelines are only really constrained by your own liquidity demands.. For instance, buying a new home, sending kids to college, or taking care of your parents (or YOU!) in their old age.

But I do think the above is a useful exercise to think through selling if you had a fund. You would probably break it down more from a bottoms up perspective. What is your average check size? Do you plan to have a concentrated portfolio of sub-30 investments? Or more? Do you plan to follow on? How much if so? And that is your fund size.

In closing

Returning above a 3x DPI is tough. Don’t take our words for it. Even looking at the data, only 12.5% of funds return over a 3x DPI. And only 2.5% return three times their capital back on more than 2 separate funds.

In the power law game we play, as Michael Mauboussin once said, “A lesson inherent in any probabilistic exercise: the frequency of correctness does not matter; it is the magnitude of correctness that matters.” Most will return zero, or as Jake Kupperman points out: More than 50%.

Source: Jake Kupperman’s The Time Has Come to Modernize the Venture Capital Fund of Funds

But it’s in the outliers that return meaningful DPI, not the rest. Not the acqui-hire nor really that liquidation preference on that small acquisition.

At the end of the day, the goal isn’t for any of the above to be anyone’s Bible, but that it’d start a conversation about how people look at early returns. If there is any new data points that are brought up as a result of this blogpost, I’ll do my best to update this thread post-publication.

Big thank you to Dave McClure for inspiring and collaborating on this piece, and to Eric Woo and all our LP friends who’ve helped with the many revisions, sharing data, edits, language and more. Note: Many of our LP friends chose to stay anonymous but have been super helpful in putting this together.

Footnotes

For the purpose of this piece, we know that “good” and “great”, in fact all of the superlative adjectives, are amorphous goalposts. And those words may mean different things to different people. This blogpost isn’t meant to establish a universal truth, but rather serve as a useful reference point for both LPs, looking for “benchmarking” data, and GPs to know where they stand. For the latter, if your metrics do fall in the “good” to “great” range, they’re definitely worth bragging about.

And so with that long preamble, in the piece above, we defined “good” as top quartile, and “great” as top decile. “Good” as a number on its own, enough for an LP to engage in a conversation with you. And “great” as a number that’ll make LPs running to your doorstep. Or at least to the best of our portfolios, leveraging both publicly reported and polled numbers as well as our own.

Our numbers above are also our best attempt in predicting steady state returns, divorcing ourselves from the bull rush of the last 3-5 vintage years. As such, we understand there are some LPs that prefer to do vintage benchmarking, as opposed to steady state benchmarking. And this blogpost, while it has touched on it, did not focus on the former’s numbers.

EDIT (Aug 18, 2023): Have gotten a few questions about where’s the data coming from. The above numbers in the Net DPI and Net TVPI charts are benchmarks the LPs and I agreed on after looking into our own anecdotal portfolios (some spanning 20+ years of data), as well as referencing Cambridge data. These numbers are not the end-all-be-all, and your mileage as an LP may very much vary depending on your portfolio construction. But rather than be the Bible of DPI/TVPI metrics, the purpose of the above is give rough reference points (in reference to our own portfolios + public data) for those who don’t have any reference points.

Cover Photo by Renate Vanaga on Unsplash


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The views expressed on this blogpost are for informational purposes only. None of the views expressed herein constitute legal, investment, business, or tax advice. Any allusions or references to funds or companies are for illustrative purposes only, and should not be relied upon as investment recommendations. Consult a professional investment advisor prior to making any investment decisions.

99 Pieces of Unsolicited, (Possibly) Ungooglable Advice For Investors

cherry blossom

Back in mid-2020, I started writing a piece on 99 Pieces of Unsolicited, (Possibly) Ungooglable Startup Advice. There was no ETA on the piece. I had no idea when I would publish it, other than the fact, that I would only do so once I hit the number 99. Yet, just like how I was inspired to write how similar founders and funders are, it finally dawned on me to start writing a similar piece for investors around mid-2021. The funny thing, is though I started this essay half a year later, I finished writing it one and a half months sooner while I was still on advice #95 for the former.

Of course, you can bet your socks I’ve started my next list of unsolicited advice for investors already. Once again, with no ETA. As I learn more, the subsequent insight that leads to an “A-ha!” moment will need to go deeper and more granular. And who knows, the format is likely to change.

I often find myself wasting many a calorie in starting from a simple idea and extrapolating into something more nuanced. And while many ideas deserve more nuance, if not more, some of the most important lessons in life are simple in nature. The 99 soundbites for investors below cover everything, in no particular order other than categorical resonance, including:

  1. General advice
  2. Deal flow, theses, and diligence
  3. Pitching to LPs
  4. Fund strategy/management
  5. Advising founders/executives
  6. SPVs/syndicates
  7. Evergreen/Rolling funds
  8. Angel investing

Unfortunately, many of the below advice came from private conversations so I’m unable to share their names. Unless they’ve publicly talked about it. Nevertheless, I promise you won’t be disappointed.

As any Rolodex of advice goes, you will not resonate with every single one, nor should you. Every piece of advice is a product of someone’s anecdotal experience. While each may differ in their gravitas, I hope that each of the below will serve as a tool in your toolkit for and if the time comes when you need it most.

To preface again, none of this is legal investment advice. This content is for informational purposes only, and should not be relied upon as legal, business, investment, or tax advice. Please consult your own adviser before making any investments.

General advice

1/ To be in venture capital, you fundamentally have to be an optimist. You have to believe in a better tomorrow than today.

2/ “Everyone has a plan until they get punched in the mouth.” – Mike Tyson. Told to me by an LP who invests in emerging and diverse managers.

3/ Have good fluidity of startup information. “No founder wants to meet a partner and have to answer the same questions again and again. Best partnerships sync and with every discussion, process the questioning.” – Harry Stebbings

4/ The lesson is to buy low, sell high. Not to buy lowest, sell highest.

5/ “The New York Times test. Don’t do anything you wouldn’t want to see on the front page of the NY Times.” – Peter Hebert

6/ “It takes 20 years to build a reputation and five minutes to ruin it.” – Warren Buffett

7/ When you’re starting off as an investor, bet on one non-obvious founder – a real underdog. Support them along their entire journey. Even if there’s no huge exit, the next one will be bigger. When their VPs go off and start their own businesses, they’ll think of you first as well.

8/ When planning for the next generation of your firm’s successors, hire and mentor a cohort of brilliant investors, instead of focusing on finding the best individual. Investing is often a lonely journey, and it’s much easier to grow into a role if they have people to grow together and commiserate with.

9/ “When exit prices are great, entry prices are lousy. When entry prices are great, exit prices are lousy.” – David Sacks

10/ Illiquidity is a feature, not a bug. – Samir Kaji

11/ Three left turns make a right turn. There is no one way to break into VC. Oftentimes, it’s the ones with the most colorful backgrounds that provide the most perspective forward.

12/ “Whenever you find yourself in the majority, it is time to pause and reflect.” As an early stage investor, I find Mark Twain’s quote to be quite insightful.

13/ “It’s not about figuring out what’s wrong; it’s about figuring out what is so right. The job of an investor is to figure out what is so overwhelmingly great, or so tantalizingly promising that it’s worth dealing with all the stuff that’s broken.” – Pat Grady retelling a story with Roelof Botha

Deal flow, theses, and diligence

14/ Notice your implicit cognitive biases. Investors tend to fund more founders where they ask promotion questions than those asked prevention questions.

15/ Track your deal flow. Here’s how I track mine. Another incredible syndicate lead with over 5x TVPI (total value to paid in capital) I met keeps it even simpler. A spreadsheet with just 4 columns.

  • Company
  • Valuation in
  • Valuation out
  • Co-investors – This is where you start sharing deal flow with each other here.

16/ One of your best sources of deal flow might not be from other investors, but those who are adjacent to the venture ecosystem, like startup lawyers and VC attorneys.

17/ A WhatsApp group with your portfolio is a great tool for diligencing investments, not as much for sourcing deals.

18/ “Decide once you have 70% conviction.” – Keith Rabois. Don’t make decisions with 40% conviction since that’s just gambling. Don’t wait till 90% conviction because you’ll miss the deal for being too slow.

19/ Ask questions to founders where they show grit over a repeated period of time. They need to show some form of excellence in their life, but it doesn’t have to be in their current field. From a pre-seed manager with 3 unicorns in a portfolio of 70.

20/ As an emerging manager, one of the best reasons for investing in emerging markets: Do you want to see the deals that the top 0.1% see? Or do you want to see the deals that the 0.1% passed on? From the same pre-seed manager with 3 unicorns in a portfolio of 70.

21/ Every day, open your calendar for just one hour (two 30-minute slots) to founders you wouldn’t have had otherwise. Your network will compound. From a manager who’s invested in multiple unicorns and does the above from 10-11PM every night.

22/ The bigger your check size, the harder you have to fight to get into the round.

23/ The best investors frontload their diligence so they can have smarter first conversations with founders.

24/ Perform immersion-based diligence. Become super consumers and super users of a category, as close as you can get to subject-matter experts. That way you know very quickly after meeting a founder if their product is differentiated or unique. While you’re at it, write 2-3 page bug report stress-testing the product. Founders really do appreciate it.

25/ “There is no greater compliment, as a VC, than when a founder you passed on — still sends you deal-flow and introductions.” – Blake Robbins quoting Brett deMarrais of Ludlow Ventures

26/ When a founder can’t take no for an answer and pushes back, “I always have to accept the possibility that I’m making a mistake.” The venture business keeps me humble, but these are the benchmarks that the team and I all believe in. Inspired by JCal and Molly Wood.

27/ Win deals by “sucking the oxygen out of the air.” In investing there are two ways to invest: picking or getting picked. Picking is naturally in a non-competitive space. Getting picked is the exact opposite. You have to eat competition for breakfast. And when you’re competing for a deal everyone wants to get into, you have to be top-of-mind. You need to increase the surface area in which founders remember you, not just to take their time, but to be really, really valuable in as much time as you can spend with them. Inspired by Pat Grady on an anecdote about Sarah Guo.

Pitching to LPs

28/ Surprises suck. On Samir Kaji’s podcastGuy Perelmuter of GRIDS Capital once said: “There’s only one thing that LPs hate more than losing money. It’s surprises.” More here.

29/ Fund I: You’re selling a promise.
Fund II: You’re selling a strategy.
And, Fund III: You’re selling the returns on Fund I.

30/ Steven Spielberg didn’t know what E.T. should look like, so he had everyone write down people they respected. And so E.T. looked a bit like everyone on that list, including Carl Sandburg, Albert Einstein and Ernest Hemingway. In a very similar way, come up with a list of your ideal LPs. And create a fund based on what they like to see and what you can bring to the table. Oftentimes, it’s easier to ask them for personal checks than checks out of their fund.

31/ Ask the founders you back for intros to their other investors as potential LPs in your fund.

32/ The return hurdles for LPs are different per fund type:
*subject to market motions. Timestamped in Sept 2021 by Samir Kaji

  • Nano-fund (<$20M): 5-7x+
  • Seed fund: 3-5x+
  • Series A: 3x+
  • Growth: 2-2.5x+
  • Crossover/late growth (driven by IRR, not multiples): 10-12%+

33/ “If you know one family office, you know one family office.” Said by one of the largest LPs in venture funds. Each family office situation is uniquely different.

34/ Family offices are surprisingly closed off to cold emails, but often share a lot of deal flow with each other. Have co-investors or founders introduce you to them.

35/ It takes on average 2 months for an institutional LP to do diligence and reference checks. Plan accordingly.

36/ LPs look for:

  • Track record (could be as an individual angel as well)
  • Value add
  • Operational excellence

37/ Data shows that first-time/emerging managers are more likely to deliver outperformance than their counterparts, but as one, you still need to show you have experience investing.

38/ People, including LPs, tend to remember stories, more than they do data. Teach your LPs something interesting.

39/ LPs have started looking more into two trends: private investments and impact/ESG initiatives. By nature of you reading this blogpost, you’re most likely the former already. The latter is worth considering as part of your thesis.

40/ Every coffee is worthwhile in some form.

41/ LP diligence into VCs break down into two types: investment and operational DD.

  • Investment DD includes team, incentive alignment, strategy, performance, current market, and terms/fees.
    • Team: What does leadership look like? How diverse are you?
    • Alignment: Do you have performance-based compensation?
    • Strategy: What sectors are you investing into? What does your underwriting discipline look like?
    • Performance: What do your exits look like? Are you exits repeatable?
    • Market: What are the current industry valuations? Economies of scale?
    • Terms/fees: Are they LP friendly? Are the fees based on alphas or betas? Are they aligned with your value add?
  • Operational DD includes business model, operational controls, tech platforms, service providers, compliance and risk.

42/ If you’re pitching to other venture funds to be LPs, say for $250K checks, larger funds (i.e. $1B fund) typically have fund allocations because check size is negligible. And a value add as deal flow for them at the A. Whereas, smaller funds don’t because it is a meaningful size of their fund. So, GPs write personal checks.

43/ If you’re planning to raise a fund, think of it like raising 10 Series A rounds. For most Series A rounds, a founder talks to about 50 investors. So for a Fund I, you’re likely to talk to 500 LPs to close one.

44/ Send potential LPs quarterly LP updates, especially institutions. Institutions will most likely not invest in your Fund I or II, but keep them up to date on the latest deals you’re getting into, so you’re primed for Fund III.

45/ Family offices want to get in top funds but most can’t because top funds have huge waitlists. Yet they still want access to the same deals as top funds get access to. They’re in learning mode. Your best sell to family offices is, therefore, to have:

  • Tier 1 investors as your fund’s LPs
  • Tier 1 investors as co-investors
  • Deals that they wanted to get into anyway

46/ Your Fund I LPs are going to be mostly individual angels. They believe in you and your promise, and are less worried about financial returns.

47/ Institutional LPs are looking for returns and consistency. If you say you’ll do 70% core checks and 30% discovery checks, they’re checking to see if you stick to it. Institutions aren’t in learning mode, instead you as a fund manager fit into a very specific category in their portfolio. Subsequently, you’re competing with other funds with similar foci/theses as you do.

48/ Be transparent with your IRRs. If you know you have inflated IRRs due to massive markups that are annualized, let your (potential) LPs know. For early stage, that’s probably 25-30%+. Especially when you’re in today’s frothy market (timestamped Jan 2022). Or as Jason Calacanis says it for his first scout fund that had crazy IRRs, “It’s only down from here.”

49/ Don’t waste a disproportionate amount of time convincing potential LPs about the viability of your thesis. Shoot for folks who can already see your vision. If you manage to convince an LP that didn’t previously agree, they may or may not end up micromanaging you if your thesis doesn’t work out as “expected.” Inspired by Elizabeth Yin.

50/ “The irony for us was LPs asking about portfolio construction was a sign that the meeting was going poorly.” – Jarrid Tingle.

51/ Institutional LPs prefer you to have a concentrated startup portfolio – less than 30 companies. They already have diversification across funds, so they’re maximizing the chance that their portfolio has fund returners. That said, you’re probably not raising institutional capital until Fund III. Inspired by Jarrid Tingle.

52/ If you’re an emerging manager with a fund is less than 4 years old, boasting high IRR (i.e. 50%+) is meaningless to sophisticated and institutional LPs. Focus on real comparative advantages instead. – Samir Kaji.

53/ When raising early checks from LPs, ask for double the minimum check size. Some LPs will negotiate down, and when they only have to commit half of what they thought they had to, they leave feeling like they won.

54/ When potential LPs aren’t responding to your follow ups/LP updates, send one more follow up saying: “I am assuming you are not interested in investing into our fund. If I am wrong, please let me know or else this will be your last update.” Told to me by a Fund III manager who used this as her conversion strategy.

55/ It’s easier to have larger checkwriters ($500K+) commit than smaller checkwriters (<$100K). $500K is a much smaller proportion of larger checkwriters’ net worth than checkwriters who write $100K checks. And as such, smaller checkwriters write less checks, have less “disposable income”, and push back/negotiate a lot more with fund managers before committing. Told to me by a Fund III manager.

Fund strategy/management

56/ As an investor, if you want to maintain your ownership, you have to continue requesting pro-rata rights at each round.

57/ Your fund size is your strategy. – Mike Maples Jr.

58/ “Opportunity funds are pre-established blind pool vehicles that eliminate the timing issues that come with deal-by-deal SPVs. Opportunity funds sometimes have reduced economics from traditional 2/20 structures, including management fees that are sometimes charged on deployed, not committed capital. Unlike individual SPVs, losses from one portfolio company in an opportunity fund offset gains from another when factoring in carried interest.” – Samir Kaji. See the full breakdown of pros and cons of opportunity funds here.

59/ There are two ways to generate alphas.

  1. Get in early.
  2. Go to where everyone else said it’ll rain, but it didn’t. Do the opposite of what people do. That said, being in the non-consensus means you’ll strike out a lot and it’ll be hard to find support.

60/ Sometimes being right is more important than being in the non-consensus. Inspired by Kanyi Maqubela.

61/ There are three kinds of risks a VC takes:

  1. Market risk as a function of ownership – What is the financial upside if exit happens? Is it meaningful enough to the fund size?
  2. Judgment risk – Are you picking the right companies?
  3. Win rate risk – How can you help your portfolio companies win? What is your value add?

62/ By Fund III, you should start having institutional capital in your investor base.

63/ The closer you get to investing in growth or startups post-product-market fit, the closer your capital is to optimization capital. Founders will likely succeed with or without you, but your name on the cap table will hopefully get them there faster and more efficiently.

64/ If you’re a traditional venture fund, you have to invest in venture-qualifying opportunities, like direct startup investments. But you can invest up to 20% of your fund’s capital in non-venture-qualifying opportunities, like tokens/SAFTs (simple agreement for future tokens), real estate, secondaries, and so on.

65/ If increased multiples coming out of various vintage funds, feel free to deviate from the normal 2-20. Many funds have 25 or 30% carry now, or accelerators where 20% scales with multiples (and often with a catch-up back to 1.0x at higher carry). – Samir Kaji

66/ Normally, fund managers take 2% management fees, usually over 10 years, totaling 20% over the lifetime of the fund. These days, I’m seeing a number of emerging managers take larger management fees over less years. For example, 10% as a one-off. Or 5% over 2-3 years.

67/ “The razor I apply to investing and startups is that every decision that increases your probability of wild outlier success should also increase your probability of total failure. If you want to be a shot at being a 10x returning fund? You’ll have to take on the higher likelihood of being a 1x. If you think you’re going to build the next Stripe? You’re going to have to run the risk of going nowhere.” – Finn Murphy

68/ “We typically seek to liquidate somewhere between 10% and 30% of our position in these pre-IPO liquidity transactions.” – Fred Wilson. Similarly, Benchmark sold 15%; First Round sold ~40%; Menlo Ventures sold ~50% of their Uber stakes pre-IPO. Investing is not only about holding capital till the end but thinking about how to return the fund, as well as how to position yourself well to raise your next fund.

69/ The longer you delay/deprioritize having diverse partners, the harder it’ll be to hire your first one.

Advising founders/executives

70/ A founder’s greatest weakness is his/her/their distraction. Don’t contribute to the noise.

71/ It’s far more powerful to ask good questions to founders than give “good answers”. The founders have a larger dataset about the business than you do. Let them connect the dots, but help them reframe problems through questions.

72/ You are not in the driver’s seat. The founder is.

73/ A great reason for not taking a board seat is that if you disagree with the founders, disagree privately. Heard from a prolific late-stage VC.

74/ Advice is cheap. Differentiate between being a mentor and an ally. Mentors give free advice when founders ask. Allies go out of their way to help you. Be an ally.

75/ The best way to be recognized for your value-add is to be consistent. What is one thing you can help with? And stick to it.

76/ Productize your answers. Every time a founder asks you a question, it’s likely others have the same one. Build an FAQ. Ideally publicly.

77/ If you have the choice, always opt to be kind rather than to be nice. You will help founders so much more by telling them the truth (i.e. why you’re not excited about their business) than defaulting on an excuse outside of their control (i.e. I need to talk with my partners or I’ve already deployed all the capital in this fund). While the latter may be true, if you’re truly excited about a founder and their product, you’ll make it happen.

78/ Help founders with their firsts. It doesn’t have to be their first check, but could also be their first hire, engineer, office space, sale, co-founder, team dispute, and so on.

79/ There are four big ways you can help founders: fundraising, hiring, sales pipeline, and strategy. Figure out what you’re good at and double down on that.

80/ Focus on your check-size to helpfulness ratio (CS:H). What is your unique value add to founders that’ll help them get to their destination faster? Optimize for 5x as a VC. 10x as an angel.

81/ “The job of a board is to hire and fire the CEO. If you think I’m doing a bad job, you should fire me. Otherwise, I’m gonna have to ask you to stay out of my way.” – Frank Slootman to Doug Leone after he was hired as CEO of ServiceNow.

SPVs and syndicates

82/ The top syndicates out there all have 3 traits:

  1. Great team
  2. Great traction
  3. Tier 1 VC
    • If your deal has all of the above, and if you raise on AngelList, your deal is shared with the Private Capital Network (PCN), which AngelList’s own community of LPs and investors, a lot of which are family offices, who allocate at lest $500K of capital per year.

83/ If you’re raising an AngelList syndicate, you need to raise a minimum of $80K or else the economics don’t really make sense. AL charges an $8K fee.

84/ If you want to include Canadian investors in your syndicate, for regulation purposes, you need to invest 2% of the allocation size or $10K.

85/ Investing a sizeable check as a syndicate lead (e.g. $10K+) is good signal for conviction in the deal, and often gets more attention.

86/ 99% of LPs in syndicates want to be passive capital because they’re investing in 50 other syndicates. You can build relationships individually with them over time, but don’t count on their strategic value.

87/ Historically, smaller checkwriters take up 99% of your time. Conversely, your biggest checkwriters will often take up almost no time. Even more true for syndicates.

88/ LPs don’t care for deals where syndicate leads have time commitment without cash commitment.

89/ Don’t give LPs time to take founders’ time. Most of the time LPs don’t ask good questions, so it’s not worth the effort to set up time for each to meet with founders individually. On the other hand, a good LP update would be to host a webinar or live Q&A session. One to many is better than one to one.

90/ There’s a lot of cannibalism in the syndicate market. The same LPs are in different syndicates.

91/ Choose whether you will or will not send LP updates. Set clear expectations on LP updates. And if you do, stick to that cadence. The people who write you the $1-5K checks are often the loudest and demand monthly updates. If you choose not to, one of my favorite syndicate leads says this to their LPs, “We won’t give any LP updates. I’ve done my diligence, and I won’t give information rights. I have a portfolio of hundreds of deals, and I can’t be expected to give deal-by-deal updates every month or every quarter. So if you are investing, just know you’re along for the ride.” Some LPs won’t like that and won’t invest, but mentioning that upfront will save you from a whole lot of headaches down the road.

92/ If you’re setting up an SPV to solely invest in a fund (or where more than 40% of the SPV is going into the fund), all your SPVs can’t against the 249 LPs cap on a fund <$10M and a 99 cap on a fund >$10. But you can invest in funds if you’re setting up an SPV to invest in more than one fund. Context from Samir Kaji and Mac Conwell.

Evergreen/Rolling funds

93/ Just like vintage years/funds are important for traditional funds, vintage quarters matter to your LPs. If they didn’t give you capital during, say Q2 of 2021, when you invested in the hottest startup on the market, your Q1 and your Q3 LPs don’t have access to those returns.

94/ Whereas GPs typically make capital calls to their LPs every 6 months, AngelList’s Rolling Funds just institutionalized the process by forcing GPs to make capital calls every 3 months.

Angel investing

95/ “The best way to get deal access isn’t to be great with founders—it’s to have other investors think you’re great with founders. Build a high NPS with investors, since they have meaningfully more reach than an operator. But of course, fight hard to be great with founders too or else this will all crash down.” – Aaron Schwartz

96/ Make most of your personal mistakes on your own money as an angel (before you raise a fund).

97/ When you’re starting off, be really good at one thing. Could be GTM, growth, product, sales hires, etc. Make sure the world knows the one thing you’re good at. From there, founders and investors will think of you when they think of that one thing. Unless you’re Sequoia or a16z, it’s far better to be a specialist than a generalist if you want to be top of mind for other investors sharing deal flow.

98/ “As an angel investor, it’s more important to be swimming in a pool of good potential investments than to be an exceptionally good picker. Obviously if you’re able to be both, it’s better 🙂 but if you had to choose between being in a position to see great deals and then picking randomly, or coming across average deals and picking expertly, choose the former.” – Jack Altman

99/ “Just like the only way to get good at wine is to drink a lot of wine. The only way to get good at investing is to see a lot of deals.” – Lo Toney.

Photo by Nature Uninterrupted Photography on Unsplash


Disclaimer: None of this is investment advice. This content is for informational purposes only, and should not be relied upon as legal, business, investment, or tax advice. Please consult your own adviser before making any investments.


Stay up to date with the weekly cup of cognitive adventures inside venture capital and startups, as well as cataloging the history of tomorrow through the bookmarks of yesterday!


Any views expressed on this blog are mine and mine alone. They are not a representation of values held by On Deck, DECODE, or any other entity I am or have been associated with. They are for informational and entertainment purposes only. None of this is legal or investment advice. Please do your own diligence before investing in startups and consult your own adviser before making any investments.

When Should You Sell Your Shares As An Investor?

options, comparison, relative selection, when to sell

Recently, I stumbled across a captivating perspective on aphorisms via Tim Ferriss’ 5-Bullet Fridays. The Procrustean Bed. To be fair, before reading it on Tim’s newlsetter, I haven’t even heard of the concept. In one of his newsletters, he cites two incredible sources:

” ‘Something designed to produce conformity by unnatural or violent means. In Greek mythology, Procrustes was a robber who tied his victims to a bed, either stretching or cutting off their legs in order to make them fit it.’ (Source: Oxford Dictionary of English Idioms).

Nassim Taleb has a related book of aphorisms titled The Bed of Procrustes. He explains the title thusly: ‘Every aphorism here is about a Procrustean bed of sorts—we humans, facing limits of knowledge, and things we do not observe, the unseen and the unknown, resolve tension by squeezing life and the world into crisp commoditized ideas, reductive categories, specific vocabularies, and prepackaged narratives, which, on the occasion, has explosive consequences.’ “

Down the investing rabbithole

There exist a number of aphorisms in the investing world. Chief of which reads “buy low, sell high.” Public market assets are quite liquid. Hypothetically, you can cash out whenever you want. Such liquidity has paved way for psychological inconsistencies to maximize gratification. In language with unnecessary jargon redacted, the option to sell is less motivated by rational thinking but more by fear of losing money – loss aversion. If you invest $100 into the public market, you can choose if you want to cash out at $95, $90, or $120 or $200. While there is a non-zero chance of you losing your entire principal, chances are you’ll liquidate your positions before that happens.

On the other hand, private market investments are illiquid. Upon investment, there is no liquid market in which you can sell immediately. At best, you have to wait 3-5 years before a rapidly marked-up investment creates opportunities for distributions in the secondary market. In other words, cash money while companies are still private. In the private markets, your principal either appreciates in multiples, rather than percentages, or bottoms out. Any in-betweens will neither make or break your investment strategy, and are often out of your immediate control. So in this case, illiquidity is a feature, not a bug.

The notion of exiting positions as a private market investor, therefore, gravitates towards a singularity – when you make a damn good investment. The only time you really have an option to choose whether you can sell or not, when otherwise, it becomes a tax write-off or a small exit outside of your immediate control.

When should you sell?

Should you ever sell?

And if you sell, how much should you sell?

To answer all the above questions…

With the help of Shawn and Ratan, I wrote a blogpost on how to think about exiting positions at the beginning of this year. A topic of which I am still very much a rookie at, which may be quite apparent in this essay as well. Nevertheless I’m going to try to elaborate more on the notion of selling positions as an early-stage investor.

In a memo earlier this year, Howard Marks wrote that there are two main reasons people choose to sell: “because they’re up and because they’re down.”

When “they’re down”

Let’s start with the latter. When “they’re down.” Like I mentioned before, there are often very few options to sell when things are down. While I’m not proud that these investors exist in the early-stage private markets, I’ve seen and heard of some investors who try to make a last ditch effort to regain some of their principal when the startup goes south. Selling off IP. As well as assets. Or forcing the founders to make a modest exit, so that the investors cap their downside. Maybe at best, this returns them 2x on their capital (rarely the case).

But let’s say that’s the “best” case scenario. And let’s say it’s a $25M Fund I, writing $250K checks. A 2x net return means they got back $750K. $750K is far from returning the $25M fund. Not even close to doing so. You need over 30 of those “exits” to just break even for your fund. So, if you’re an investor penny pinching here, you’re in the wrong game AND you’re going to lose out on the relationships with the founding team.

Why the wrong game?

Venture is a hit-driven business. It’s not about your batting average but about the magnitude of the home runs you hit. We bat for 100x returns, which also increases the probability of misses, determined by ability to return the fund or not. If you’re optimizing for local maximums, you’d probably do better as a public market investor.

And why do relationships matter?

One, the startup world is a smaller world than you think. People gossip.

Two, statistically, first swings at bat rarely work out. In research done by Cowboy Ventures, they found 80% of unicorns had at least one co-founder with previous founding experience. Paris Innovation Review also found that “86% started their project with a partner, after having created other companies.” Two of many other studies. So, even though this venture didn’t achieve financial success for an investor, the next might. Or the one after that. Assuming you bet on the right people, it’ll just take a couple iterations before timing, market, and product also match up. If you leave on bad terms on this deal, you won’t be able to get in when things do work out.

Three, what makes early-stage investing incredible is the relationships you build along the way. The ability to learn and grow with really smart people.

When “they’re up”

The question of if to sell often leads to controversial debate. I know of some investors who never sell any of their stock. And that if they sell, to them, it is a measure of their lack of faith in a founder. And they would never want to feel that they’re betting against the founders. That’s okay if you’re an angel. But if you’re a VC, you have a fiduciary responsibility to your investors, which means you’ll eventually have to sell.

The question of when to sell is often answered in broad strokes with laws around QSBS, which states that if you hold a qualified small business stock for longer than five years, you’re not subject to capital gains taxes in the US. But should you sell in the 6th year or 10th year? And under what market conditions? Do you sell in a boom market or on the precipice of a bust market? For a company you believe in the long-term potential, regardless of short-term fluctuations, I’m a big fan of what Bill Miller said in his Q3 2021 Market Letter. “We believe time, not timing, is the key to building wealth in the [market].”

But when things are going really, really, really well, it’s okay to take money off the table, even ahead of the end of the fund’s 10-year lifespan. In fact, Union Square Ventures generally sells 15-30% of their position in their top portfolio companies to distribute back to their LPs. Fred Wilson‘s personal framework lies around “[selling] one third of the position immediately, put one third away for a long term hold, and actively manage the other third.”

To most, including myself, the goalposts for selling how much seem arbitrary. USV sold 30% of their position in Twitter to return twice the entire fund. Menlo Ventures sold almost half of their stake in Uber when Softbank offered to buy. Whereas, Benchmark sold 15% of its Uber shares. I also have really smart friends who liquidate 50% of their stake in a token if a single cryptocurrency reaches double digit percentages of their net worth.

It’s all about the opportunity cost

In a game where arbitrage matters, and the “why” matter more than the “what”, it was love at first sight when Howard Marks shared his mental model on selling. He boils it down to the simple economic concept of opportunity cost:

  1. “If your investment thesis seems less valid than it did previously and/or the probability that it will prove accurate has declined, selling some or all of the holding is probably appropriate.
  2. “Likewise, if another investment comes along that appears to have more promise – to offer a superior risk-adjusted prospective return – it’s reasonable to reduce or eliminate existing holdings to make room for it.”

In sum, the option to sell is not an isolated decision, but rather one which considers the other investment opportunities you have available to you. For a number of VCs, this breaks into the calculus of recycling carry and what to use early distributions to invest in next. If you’re a VC with consistent AND high-quality deal flow, you’d probably want to reinvest. If you’re a VC without either of the two (i.e. only consistency or quality) or an emerging angel, your goal is to get both. In having both, you then have access to relative selection.

Photo by Sina Asgari on Unsplash


Stay up to date with the weekly cup of cognitive adventures inside venture capital and startups, as well as cataloging the history of tomorrow through the bookmarks of yesterday!


Any views expressed on this blog are mine and mine alone. They are not a representation of values held by On Deck, DECODE, or any other entity I am or have been associated with. They are for informational and entertainment purposes only. None of this is legal or investment advice. Please do your own diligence before investing in startups and consult your own adviser before making any investments.