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Brad Feld and I Discuss Data

April 22, 2012

What do you do when you have to make decisions in an uncertain environment with only mediocre data?  Startup founders and investors face this question all the time.I had an interesting email exchange on this topic with Brad Feld of Foundry Group. First, let me say that I like Brad and his firm.  If I were the founder of a startup for whom VC funding made sense, Foundry would be on my short list.

Now, Brad has an Master's in Management Science from MIT and was in the PhD program. I have a Master's in Engineering-Economic Systems from Stanford, specializing in Decision Theory.  So we both have substantial formal training in analyzing data and are both focused on investing in startups.

But we evidently take opposing sides on the question of how data should inform decision-making. Here's a highly condensed version of our recent conversation on my latest "Seed Bubble" post (don't worry, I got Brad's permission to excerpt):

Brad: Do you have a detailed spreadsheet of the angel seed data or are you using aggregated data for this?... I'd be worried if you are basing your analysis... without cleaning the underlying data.

Kevin:  It's aggregated angel data....   I'm generally skeptical of the quality of data collection in both... data sets.... But the only thing worse than using mediocre data is using no data.

Brad: I hope you don't believe that. Seriously - if the data has selection bias or survivor bias, which this data likely does, any conclusions you draw from it will be invalid.

Kevin: ...of course I believe it....  Obviously, you have to assess and take into account the data's limitations... But there's always some chance of learning something from a non-empty data set.  There's precisely zero chance of learning something from nothing.

Brad: ... As a result, I always apply a qualitative lens to any data (e.g. "does this fit my experience"), which I know breaks the heart of anyone who is purely quantitative (e.g. "humans make mistakes, they let emotions cloud their analysis and judgement").

I don't want to focus on these particular data sets.  Suffice it to say that I've thought reasonably carefully about their usefulness in the context of diagnosing a seed investment bubble.  If anyone is really curious, let me know in the comments.Rather, I want to focus on Brad's and my positions in general. I absolutely understand Brad's concerns.  Heck, I'm a huge fan of the "sanity check".  And I, like most people with formal data analysis training, suffer a bit from How The Sausage Is Made Syndrome.  We've seen the compromises made in practice and know there's some truth to Mark Twain's old saw about "lies, damned lies, and statistics." When data is collected by an industry group rather than an academic group (as is the case with the NVCA data) or an academic group doesn't disclose the details of their methodology (as is the case with the CVR angel data), it just feeds our suspicions.I think Brad zeroes in on our key difference in the last sentence quoted above:

...which I know breaks the heart of anyone who is purely quantitative (e.g. "humans make mistakes, they let emotions cloud their analysis and judgement").

I'm guessing that Brad thinks the quality of human judgement is mostly a matter of opinion or that it can be dramatically improved with talent/practice.  Actually, the general inability of humans to form accurate judgements in uncertain situations has been thoroughly established and highly refined by a large number of rigorous scientific studies, dating back to the 1950s.  It's not quite as "proven" as gravity or evolution, but it's getting there.At Stanford, I mostly had to read the original papers on this topic.  Many of them are, shall we say, "difficult to digest." But now, there are several very accessible treatments.  For a general audience, I recommend Daniel Kahneman's Thinking Fast and Slow, where he recounts his journey exploring this area, from young researcher to Nobel Prize winner.  For a more academic approach, I recommend Hastie's and Dawes' Rational Choice In an Uncertain World. If you need to make decisions in uncertain environments and aren't already familiar with the literature, I cannot recommend strongly enough reading at least one of these books.

But in the meantime, I will sum up.  Human's are awful at forming accurate judgements in situations where there's a lot of uncertainty and diversity (known as low validity environments).  It doesn't matter if you're incredibly smart.  It doesn't matter if you're highly experienced.  It doesn't even matter if you know a lot about cognitive biases.  The fast, intuitive mechanisms your brain uses to reach conclusions just don't work well in these situations. If the way quantitative data analysis works in practice gives you pause, the way your brain intuitively processes data should have you screaming in horror.

Even the most primitive and ad hoc quantitative methods  (such as checklists) generally outperform expert judgements, precisely because they disengage the intuitive judgment mechanisms. So if you actually have a systematically collected data set, even if you think it almost certainly has some issues, I say the smart money still heavily favors the data rather than the expert.

By the way, lots of studies also show that people tend to be overconfident. So thinking that you have a special ability or enough expertise so that this evidence doesn't apply to you... is probably a cognitive illusion too. I say this as a naturally confident guy who constantly struggles to listen to the evidence rather than my gut.

My recommendation: if you're in the startup world, by all means, have the confidence to believe you will eventually overcome all obstacles. But when you have to make an important estimate or a decision, please, please, please, sit down and calculate using whatever data is available.  Even if it's just making a checklist of your own beliefs.

Further Reading

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

For Investors

Tax-Free QSBS Gains: The Best Kept Secret in Venture Capital

For venture capital investors, Qualified Business Stock (QSBS) is one of the most lucrative tax benefits hiding in plain sight. It offers investors the chance to keep more of their returns by eliminating taxes on gains.

Despite being part of the U.S. Tax Code since 1993, QSBS was unused for decades—overshadowed by shifts in capital gains rates and overlooked by even seasoned investors. But today, thanks to key legislative changes, QSBS is making waves as a game-changer for venture funds, angel investors, and entrepreneurs alike.

In this post, we’ll explore the history and mechanics of QSBS, how it can transform your tax implications, and what you need to know to take advantage of it. If you’re investing in early-stage startups, this might just be the most important tax benefit you’re not fully using—yet.

QSBS first appeared in 1993, but was largely ignored

In 1993, Congress set out to incentivize investment into U.S. small businesses. As a result, Section 1202 of the IRS Tax Code was created as part of the Revenue Reconciliation Act of 1993. The goal was to give tax breaks to investors who purchased Qualified Small Business Stock (QSBS) and held it for more than five years. Initially, the tax break offered a blended tax rate of 14% on the first $10M of qualifying gains, or gains equal to 10 times the investor’s cost basis – whichever was higher. This was achieved by exempting 50% of the gains from taxes and taxing the remaining gains at a special rate of 28%.

At the time of Section 1202’s introduction, the maximum tax rate for long-term capital gains was 28%, making the effective 14% rate on QSBS gains highly attractive. However, very shortly afterwards, Congress reduced the maximum long-term capital gain tax rate to 20%, diminishing the relative impact of the QSBS benefit. By 2003, when the maximum long-term capital gains rate was further reduced to 15%, Section 1202 became virtually irrelevant. Saving 1% was not compelling enough to justify the extra complexity and tracking required.

The 2008 financial crisis sparked a QSBS revolution

The U.S. and global economies were plunged into a deep recession in late 2008 and 2009. In response, Congress incrementally expanded the QSBS tax break over the following years. Initially, these increases were temporary, lasting for short periods and sometimes applied retroactively. It wasn’t until 2015 that QSBS, as we know it today, became a permanent fixture of the U.S. Tax Code.

Key legislative changes included:

  1. The American Recovery and Reinvestment Act of 2009: This act temporarily increased the tax-free exclusion from 50% to 75% for stock acquired after February 17, 2009.
  2. The Small Business Jobs Act of 2010: It temporarily raised the tax-free exclusion to 100% for stock acquired after September 27, 2010, although only for a short period. This act also excluded QSBS gains from Alternative Minimum Tax (AMT) calculations.
  3. The American Taxpayer Relief Act of 2012: This act retroactively reinstated the 100% tax-free exclusion and extended it forward for stock acquired through January 1, 2014.
  4. The Protecting Americans from Tax Hikes (PATH) Act of 2015: This legislation permanently codified QSBS benefits, making qualifying gains 100% tax-free federally, exempt from AMT calculations, and free from the 3.8% Medicare tax. This was the true game-changer!
QSBS is now one of the best tax breaks in U.S. history

Today, QSBS stands out as one of the most impactful tax incentives in the history of the U.S. Tax Code. However, it wasn’t until the late 2010s and early 2020s that investors began to fully recognize the economic advantages of QSBS tax gains.

Here is the current tax treatment for qualifying QSBS gains:

  • Tax-Free Federally: Gains are entirely excluded from federal income taxes.
  • Exempt from Medicare Tax: The 3.8% Medicare tax does not apply.
  • No Alternative Minimum Tax (AMT) Impact: QSBS gains are excluded from AMT calculations.
  • State Tax Benefits: Gains are tax-free in 45 out of 50 states, with exceptions in Alabama, California, Mississippi, New Jersey, and Pennsylvania.

This combination of tax benefits makes QSBS an unparalleled opportunity for investors seeking to maximize their after-tax returns.

Holding Period Requirement

To be eligible for tax-free gains, Section 1202 requires that a taxpayer must hold QSBS stock for at least five years.

Limitations on QSBS gains

Section 1202 limits the amount of tax-free gain from any individual QSBS sale to the greater of $10M or 10 times the investor’s basis in the stock. Notably, this limitation applies on a per-company basis, not per taxpayer. As a result, an investor can claim up to $10M in tax-free gains for each eligible QSBS company they invest in, with no annual or lifetime cap on the total benefit.

What makes a company qualify for QSBS?

To qualify as a Qualified Small Business (QSB), a company must meet several criteria. While we won’t cover all the details here, the primary high-level requirements pertain to:

  • Corporate structure: The company must be a U.S. C-corporation.
  • Business activity: The company must actively conduct a “qualified trade or business.” (See definition below.)
  • Asset limitation: The company must have less than $50M in aggregate gross assets immediately after the funding round in which the stock is purchased, as well as at all times prior.

What is a “qualified trade or business”?
The IRS defines it by exclusion, specifying what does not qualify. The following types of businesses are excluded:

  • Businesses providing services in fields such as health, law, engineering, architecture, accounting, actuarial science, performing arts, consulting, athletics, financial services, or brokerage, where the principal asset is the reputation or skill of one or more employees.
  • Banking, insurance, financing, leasing, investing, or similar businesses.
  • Farming businesses, including those involved in raising or harvesting trees.
  • Businesses engaged in the production or extraction of resources for which deductions under Section 613 or 613A apply.
  • Businesses operating hotels, motels, restaurants, or similar establishments.

Almost all other types of businesses qualify, meaning that the majority of U.S.-based tech startups structured as C-corporations (which is most of them) meet the criteria for Qualified Small Business status during the early years of their operations.

Can you get the QSBS tax break by investing in VC funds?

Yes. The QSBS tax benefit extends to partnerships or LLCs treated as passthrough entities for tax purposes. This means that investors in most early-stage VC funds are eligible for tax-free QSBS gains, provided the VC firm properly tracks these gains and reflects them as QSBS gains on the K-1 tax forms issued to investors each year.

In fact, a VC fund can generate well over $10M in QSBS gains from a single investment, and 100% of that gain can still pass through to its investors tax-free. This is because each individual investor in the fund has their own $10M QSBS limit per investment (as illustrated in Example 3 below).

QSBS tax benefit examples

Example 1:

An investor purchases QSBS in a qualifying company for $200k. After holding the stock for more than five years, they sell it for $5.4M, realizing a $4.4M gain. Under Section 1202 of the U.S. Tax Code, the entire $4.4M gain is tax-free federally. Additionally, the $4.4M gain is not subject to state tax in 45 of 50 states.

Example 2:

An investor purchases QSBS in a qualifying company for $1M. After holding the stock for more than five years, they sell the stock for $25M, realizing a $24M gain. In this instance, the investor exceeds the maximum $10M QSBS tax benefit. As a result, $10M of the gain is tax-free, while the remaining $14M gain is subject to long-term capital gains taxes.

Example 3:

An investor commits capital to a VC fund, which invests $1M in QSBS stock. More than five years later, the fund sells the stock for $30M, generating a $29M gain. How much of this $29M gain will investors receive tax-free? Surprisingly, it’s likely all $29M.

Here’s why: Each individual investor in the VC fund has their own $10M tax-free limit per investment. For example, if a single investor holds a 20% stake in the fund, the IRS treats them as having invested $200k in the company (20% of $1M) and as receiving $6M in liquidity (20% of $30M). This results in a $5.8M gain for that investor—well below the $10M cap—making the entire gain tax-free under QSBS.

But wait, there’s more: Investors can offset QSBS losses with Section 1244

Section 1244 is another lesser-known part of the U.S. Tax Code relevant to QSBS. It provides a unique benefit: If your investment is part of the first $1M invested in a QSBS company and the investment results in a loss, that loss can be deducted as an ordinary loss rather than a capital loss. In practical terms, this means the loss can offset ordinary income, providing a significant tax advantage.

Losses under Section 1244 are capped at $50,000 per year for individuals and $100,000 per year for married couples filing jointly.

Section 1244 has limited relevance in the traditional VC landscape since venture capital firms are rarely involved in the initial $1M invested in a company. Even Pre-Seed stage rounds typically exceed this threshold. However, individual angel investors and VC firms that focus on smaller funding rounds (such as ours) can benefit from this additional QSBS tax advantage.

How RSCM’s strategy benefits from QSBS

Although we didn’t initially design our strategy to take advantage of QSBS when we started our firm in 2012, it turns out that our focus aligns perfectly with the type of small funding rounds the government intended to incentivize. As a result, RSCM funds and investors have benefited greatly from the tax advantages provided under Sections 1202 and 1244 of the U.S. Tax Code. On average, we estimate that more than 80% of the gains from our funds will qualify as QSBS gains, and in some cases will exceed 90%. For example, over 90% of our Fund 1 distributions have been QSBS-eligible.  

When combined with the tax benefits from Section 1244 losses, the federal tax rate for most of our funds is expected to fall within the low-to-mid single digits.

QSBS: Encouraging innovation and benefitting investors

The U.S. government introduced the QSBS tax break to stimulate investment in U.S. startups and small businesses, recognizing the vital role these companies play in innovation, job creation and overall economic growth. By reducing the tax burden on successful investments, QSBS encourages more capital to flow into early-stage companies, helping to fuel entrepreneurship and economic progress.

Although it took years for QSBS to gain traction, it is now recognized within the small business and early-stage venture investment communities as a significant advantage. QSBS has come to fulfill its intended purpose, becoming a powerful tool for investors while supporting the broader goal of a dynamic and growing economy.

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This blog post is NOT professional tax advice

This blog exists to summarize the history and benefits of the QSBS tax breaks. It should NOT be construed as a complete or exhaustive overview, nor should it be considered tax advice. There are additional criteria not mentioned in this post that can disqualify a company and its investors from receiving QSBS tax benefits. Please consult a tax professional before making any personal investment decisions.

For Investors
For Founders

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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