Winning the AI application layer will require vertical business models

No one small can hope to win the infra layer in AI (NVIDIA) or the model layer (OpenAI, Anthropic, Meta). The opportunity is to compete at the application layer. There will be three levels of business opportunities in app-level AI based on the amount of work a company can take on:

  1. The most modest opportunity lies in developing agents that can replace or augment existing worker profiles — software engineers, accountants, marketers, etc. However, this type of intelligence will become commoditized and diminished through competition. It will be trivial to stand up companies here in the long run. We will see excitement and investment but little long-term viability - with only a few durable businesses likely to emerge. I predict market capitalizations ranging from a few billion to tens of billions of dollars.
  2. The medium opportunity lies in building comprehensive agentic workflows with domain and application-specific reasoning tailored for a fragmented and competitive market. To deeply understand the space and its opportunities and create a specialized vertical operating system. This is analogous to the existing vertical SaaS plays but with more significant growth potential. The unique intelligence and problem-solving capabilities necessary to compete, capture, and retain enterprise customers will support the development of durable businesses worth tens to hundreds of billions of dollars.
  3. The most significant opportunity lies in developing a vertically integrated, full-stack solution to compete effectively and capture substantial market share. This approach can substantially increase profit margins in the right market, allowing these companies to compete on price and establish market dominance. These markets often feature only a few significant players or have deep regulatory moats. Companies with this business model have the potential to redefine the makeup of global markets.

I believe the latter two opportunities are the durable ones worth focusing on.

The recent essay "Generative AI’s Act o1” by Sonya Huang and Pat Grady had the correct arguments but the wrong conclusions. The three points that resonated with me are:

"[W]e still need application or domain-specific reasoning to deliver useful AI agents. The messy real world requires significant domain and application-specific reasoning that cannot efficiently be encoded in a general model.”

“Application layer AI companies are not just UIs on top of a foundation model. Far from it. They have sophisticated cognitive architectures that typically include multiple foundation models with some sort of routing mechanism on top, vector and/or graph databases for RAG, guardrails to ensure compliance, and application logic that mimics the way a human might think about reasoning through a workflow.”

“Cloud companies sold software ($ / seat). AI companies sell work ($ / outcome)”

However, the essay doesn’t go far enough. It makes a critical assumption: building individual AI agent types for others is the best way to capture value. It presumes the horizontal or functional SaaS business model—whether they rename it Service-as-a-Software or not.

They are wrong. To take an example, McKinsey, Accenture, the Big 4, Tata, EPAM, etc., are just derivatives of global economic activity, not the bulk of that activity itself. Those firms all do well for themselves but suffer from always being one step away from the actual work.

Horizontal (functional) agents and intelligence will be commoditized

The future of agentic applications is vertical. Verticalization has been the trend over the last few years and will only accelerate with AI.

By ‘horizontal’, I primarily mean functional. In many ways, this is the original era of SaaS — every function or department inside a company would be replaced by software. We’ll have a SaaS tool for the legal department and one (or more) for sales, marketing, finance, operations, engineering, product, etc. The idea is now to reimagine that “software” as “service,” rethinking making tools for a department as creating agents that replace workers — we have built the lawyer agent, or the SDR, marketer, accountant, analyst, or software engineer.

Applying that functional/horizontal software playbook misses the opportunity. There will be some billion-dollar companies that way, but that isn’t the big prize. If you buy individual agents like software, you are recreating the functional divisions that slow down work. You're recreating the friction that exists in organizations. We don't need an AI lawyer; we must reimagine legal work. To use that example, the fundamental problem in the real world is that legal analysis isn’t embedded in workflows and processes.

Horizontal or functional software will also be trivial to create internally or through competing startups trying to sell to enterprises. Horizontal SaaS margins will disappear. Intelligence alone will be a race to the bottom.[1] Individual agents will be trivial to spin up.

Choosing between being a vertical OS or a full-stack vertical competitor

To truly solve a problem, one has to understand it completely end-to-end. Solutions are where the ultimate margin expansion will come from. That opportunity comes from doing the much more challenging job of understanding a complete problem, integrating and mixing AI, software, automation, and workflows to do the actual work.

That means two business models will drive the next wave of innovation: being a vertically integrated “operating system” for customers (currently labeled “vertical SaaS”) or vertically integrating a solution directly.

Choosing between these two models depends on the magnitude of economic transformation, the inefficiency of selling software, the market composition (lots of players / or a few, is there power law in market share), and the equity efficiency of the build path.

In some ways, this can be summarized by the famous Alex Rampell quote — “The battle between every startup and incumbent comes down to whether the startup gets distribution before the incumbent gets innovation.” Incumbents are vertically integrated — the battle in every sector will be whether they will adopt vertical AI tooling before a startup integrates an end-to-end AI solution, reimagining the cost structures in the process.

This can be summarized in two questions:

  1. How competitive and fragmented is the space? The more competitive a space is, the more likely individual companies inside it will adopt solutions to outperform one another. The more monopolistic, oligopolistic, or regulatory capture in a space, the better it will be to integrate a solution vertically.
  2. How much of the work in a space is automatable? The more work there is in a space that must continue to be done by humans, the better it is to be a vertical OS vs vertically integrated directly. That way, you’re building high-margin tooling and leaving the human-intensive tasks and management to your customers.

Our bet: vertically integrated life insurance

It is informative to explain the industry we’ve taken on and why we choose to be vertically integrated.

Life insurance companies are traditionally slow to adopt new technologies and unlikely to embrace full-scale, end-to-end automation, even when they purchase horizontal agentic point solutions. The industry has a deep regulatory moat, and even though the market is fragmented (in the United States, no single company holds more than 10%), it operates much like an oligopoly.

Despite their large workforces, life insurers are essentially data and technology companies. The majority of their activities are centered on white-collar, knowledge-based work.

Recognizing this, we saw the right opportunity to vertically integrate a solution, leveraging agentic AI, to transform the industry (and also a generational opportunity for digital money to enter the market).

Our vision is to build the world's largest life insurer as measured by customer count, annual premiums sold, and total assets under management. We are a tech-first, vertically integrated insurance and reinsurance stack. Our secondary goal is to achieve the lowest combined ratio globally (a measure of cost structure) while also operating with a workforce three orders of magnitude smaller than the largest incumbents (hundreds of employees instead of hundreds of thousands).

Nevertheless, we plan to collaborate with life insurance agents and other embedded distribution partners because life insurance agencies are both highly competitive and fragmented spaces that are very human and relationship-driven. We plan to develop tools that empower these partners.

Ultimately, we have launched a fully operational life insurance company. We are regulated and licensed in Bermuda — the insurance capital of the world, a jurisdiction known for its stringent regulatory standards for life insurers. We have the exact requirements as any other life insurer, including actuarial modeling and reserving, capital calculations, underwriting, investments, customer service, claims, know-your-customer and anti-money laundering compliance, risk management, (internal and external) audit, and much more.

We manage all this with just eight people through homegrown software and automation. We have also developed customized AI agents for four key roles: (1) reserving actuary, (2) sales/customer support, (3) underwriter, and (4) risk specialist (in the future, we plan to add a claims agent too) - however, more importantly, we have integrated these agents into automated workflows to handle the full spectrum of insurance operations.

Size of the prize

There is another, not particularly intuitive, seemly small advantage that I think makes a huge difference in building a company vertically: In any of the cases where you're selling something, software, agents, or "outcomes," you still need to build the software, agents, or outcomes to sufficient completeness and robustness that you can actually sell them. You still need a sales team and sales cycle to do B2B.

But if you are just doing the work yourself, the software can be used internally, and that is SO much faster and more flexible when building with a good team.

Suppose you're founding a startup or a new business unit today. In that case, you must ask yourself: Will fragmented incumbents dominate the space I’m attacking, or is this a once-in-a-lifetime decade to redefine it?

If incumbents are likely to maintain their dominance, focus on building the operating system that powers the industry. This can be a highly profitable business with significant margins to capture.

However, if there is an opportunity to create a vertically integrated solution, seize it. The work may be more challenging — you will have to slog through rugged terrain; that’s why the space is defensible. In our case, life insurance and annuity premiums account for 3% of the world’s GDP. The market capitalizations of the largest public life insurers are over $100 billion. Our aim is significantly higher. Yours can be, too.

[1] Marc Andreessen recently said, “Are all those {AI} companies actually in a race to the bottom in which it turns out that selling intelligence is like selling rice?” If intelligence is rice, you have to make paella or risotto — somewhat challenging to cook, with a lot of other ingredients. Andressen was talking about the big model providers like OpenAI, Anthropic, and Google, but I think it applies equally well to the next level of horizontal intelligence — the accountant agent or the SDR agent.


Empathy on entrance price: Bridge.xyz and Astranis

As an entrepreneur, I think higher valuations are usually better. Or perhaps I should say lower dilution is better.

But I have learned my lesson on this a little bit. In my first startup, Standard Treasury, we were a relatively hot company coming out of YC in the summer of 2013. That was a mistake, likely, but there was buzz.[1] We chose a party round at a higher valuation ($15M) rather than an offer from Keith Rabois and Dana Stalder to split the round (at $8M) and join the board. We might have still failed, but we were young, and they likely would have helped. 

At Meanwhile, we optimized for slightly different things as we mostly wanted to be left alone but we did take the lower seed round valuation offer. Sam Altman and Lachy Groom offered to do our first seed of $7M on $28M. We had offers at $35M, and I bet we could have pushed it even higher with others. However, Sam and Lachy stuck to that price; they wouldn't go higher. We knew they would be easy to work with, so we went with them (we didn't know that Sam would become such a master of the universe at the time). 

However, today, I have gained a new appreciation for the entry price and its implications for investors, and I now understand why Sam and Lachy stuck firm on valuation. 

I have made seven angel investments (or so I can recall): two unicorns (AstranisBridge), three who have done a series A (GriffinKettle, and Juniper), one zombie, and one acquisition/merger (Compound). These are all tiny investments. So small folks shouldn’t have said yes! 

I have no special knowledge and have gotten no confirmation on the deal, but let’s assume for a moment that Bridge is being bought for $1.1B by Stripe

I invested $7.5k at a $40M post in their seed. Public reports are that they then raised a $40M Series A at a $200M valuation. Let’s assume that I’ve taken a thirty percent dilution. 

This means something like 

$7500 investment /40,000,000 valuation * .7 dilution * 1,100,000,000 exit valuation == $144k or a 19X return.

But now let’s look at Astranis. I invested $1,000 (Thanks, John! Though I may have been the first or second check[2]) at a $7,000,000 valuation. Their most recent announced valuation was said to be $1.6B.

I don't know the actual dilution; I don't have a lot of visibility with that check size! But let’s assume 30% from the Series A and Series B and then 20% from the Series C (publicly reported at $250M on $1.4B) and 15% from the Series D (publicly reported at $200M on $1.6B): 

$1027[3] investment /7,000,000 valuation *.7*.7*.8*0.85 dilution * 1,600,000,000 current valuation = $78k or a 78x return, though I hope that will be even more! 

Even if we rolled back the last two rounds and set the valuation equal to Bridge: 

$1027/7,000,000*.7*.7*1,100,000,000 = $79k

Entry price matters, even with a lot more dilution. 

I'm still going to push for the higher valuations when I can of course. 




[1] At the time, YC companies pitched to their batch twice: prototype day and rehearsal day. After those pitches at the time, the whole batch voted on who they would invest in if they could — we won both votes. This was an absurd outcome and a testament to my ability to pitch over business rationality. Congratulations to the real winners of the batch: Doordash, Casetext, Webflow, and others.

[2] John and I knew each other from that S13 YC batch. He spent a few years thinking about building software businesses, a la Elon Musk with Zip2 and Paypal, and for years I was telling him he should build a satellite company. Thank goodness he did. 

[3] A time before SAFEs, this was a convertible note, so I got some interest. 

Digital Only: The Challengers Taking on Big Banking in the UK

In 2013, the Bank of England revealed a decision to encourage new banks to start in their banking market. The goal was to introduce competition into the industry and respond to consumer demands for greater transparency and better services.

In contrast to the United States, there were very few banks in the United Kingdom during the financial crisis. Their regulatory thinking was that the crisis was the result of light-touch financial regulation and misaligned incentives. Once the crisis hit, the impact was made much worse because of the concentrated market. The banks were "too big to fail". This result of this oligopolistic market and they wanted to encourage more banks to create a more stable system in the future.

The landmark new rules by the Bank’s Prudential Regulation Authority (PRA) stipulated a simplified two-step process for setting up new banks called “Option B”.

I frequently find that the financial technology community here in the United States is only vaguely aware of the new challenger banks in the UK, what they are doing, and the lessons to be drawn. Given that my partner Dan and I spend some of our time and capital investment in the UK, we have been tracking them quite closely. The purpose of this post is to give an overview of some of the new banks, how they are approaching the market and their innovations.

The new banks have many implications for the continually growing fintech market in the UK and point the direction for some of the innovations we hope to see in the United States if new technology-first banks are ever chartered (For example, I’m hopeful for Varo and some other unannounced new banks in the US).

The new age of banking

With the change in the rules, the regulation enabled the authorization of more than a dozen new banks between 2013 and 2016, which has led to a visible change in the market. About 8 or 10 new banks are basically savings-and-loans companies targeting older people who have a lot of savings (e.g. Oak North, Paragon, Charter Court, etc). They raise fix-term deposits competing solely on price and then lend into interesting niche markets.

Then there are a few banks really focussed on transactional accounts, targeting millennials via a smartphone app. These are a new breed of banks: built for a mobile, primarily millennial, market and designed for customer service and user experience. Their offering includes personalized products and intelligent services that are accessible at the touch of a button, and genuinely useful to users.

The Bank of England noted the positive impact and innovation of these new banks, "whether it be the service they provide, the customers they target, the products they sell or the technology they use." These new banks were able to avoid the legacy brand and technology debt of established institutions. Untarnished by the financial crash and negative consumer perception, they were able to start afresh from both a reputational and technological standpoint.

The banks have designed a delivery strategy that centered around consumer expectations, and purpose-built their technological infrastructures from scratch (or at least their user experiences and user interfaces). They provide an entirely digital banking experience, which saves them the costs of maintaining inefficient legacy systems and expensive brick and mortar branches.

Not only do they deliver powerful capabilities like spending analytics, instant transfers and overdrafts, and intelligent money management, they do so in a way that’s intuitive, visual and immensely user-friendly.

Who are some of the challengers?

I’m going to go over who I think are the five most interesting new entrants to the market.

There are four new digital-first consumer banks -- Monzo, Starling, Tandem, and Atom banks. At the highest level, it's interesting to compare and contrast here. Monzo and Starling build core systems from scratch and were able to launch current accounts relatively early. Atom and Tandem chose to outsource, which appears to have slowed down their product launches. Monzo, Starling, and Tandem are all aiming to be "transactional hubs", while Atom is savings-and-loans.

The fifth bank is ClearBank, which is the first new clearing bank in the UK in more than two centuries.

1. Monzo: a focus on user acquisition and growth in consumer accounts

Arguably the most trendy of the digital-only challengers, Monzo is designed for “people who live life on their mobiles” and targeted to millennials: half of its users are under 30, and a further quarter are under 40.

Monzo was launched in 2015 and made history with its first round of crowdfunding in March 2016: the company raised £1m in 96 seconds, the fastest crowdfunding campaign ever. In 2017, it received another £71m in funding and was granted its full banking license. As of December 2017, it had almost half a million UK customers, who have spent more than £800m on the platform. They recently passported to Ireland as well.

Monzo’s offering is a current account with a contactless debit card and a mobile banking app. They started their offering with a bank account (originally just a prepaid card built on someone else’s infrastructure) and are now working on ways to monetize their customer base through lending products and cross-selling.

Users don’t receive interest, there’s no cash incentive or offer to join, and although it offers attractive savings on spending abroad, as Monzo’s CEO and Founder Tom Blomfield acknowledges, “For something like 90% of our customers, the free foreign exchange is nice, but they might go on holiday once or twice a year”. So, what’s driving all the user acquisition: as Blomfield points out, it is not about the tangible offering. It’s about “the feeling of visibility and control”. The app’s standout features include intelligent spending notifications, real-time balance updates, and clear, dynamic budgeting and financial management.

2. Starling: searching for a niche

Like Monzo, Starling Bank specializes in current accounts. Like Monzo, it’s built for the “millions of people who live their lives on their mobile phone”. The similarities are undeniable - and they’re not incidental.

Founded in 2014 by Anne Boden, the former chief operating officer of Allied Irish Bank, Starling went through a major management change in 2015/6 when members of the founding team left to set up rival Monzo.This included former Starling CTO, and current Monzo CEO, Tom Blomfield.

Harald McPike, an American quantitative trader, agreed to a tiered fundraise with Starling from their earliest days. A year after the major management change, the company received its banking license and the bulk of the $70 million in funding from McPike. The bank received a restricted license in July 2016 and started allowing current accounts in March 2017. In 2017, it also announced the expansion to Ireland.

Despite similarities with Monzo, Starling claims to offers a different focus and unique value proposition: personalized services with intelligent analytics. In addition to consumer current accounts, they are testing the waters on a number of other products, including a business current account. They’re partnering with lots of early-stage financial technology companies, and working on credit card processing to compete with the likes of Stripe (and potentially mirror Chase Paymentech at scale). All of this would be impressive but it seems to have led to relatively little customer uptake --  I've yet to meet someone who actually has a Starling account whereas I see Monzo cards everywhere in London.

3. Atom Bank: focused on savings and mortgage without a current account

Atom Bank was the first of the digital-only banks to start offering products.

Atom Bank was founded by Anthony Thomson, who also launched Metro Bank, the first high street bank in a century when it opened six years ago. Atom was authorized to take customer deposits in November 2015 and launched in full offering and mobile app after the lifting of regulatory restrictions in 2016. The challenger is backed by the veteran City investor Neil Woodford while Spanish bank BBVA has a 29.9% stake.

Atom’s first products were a one-year fixed saver offering an interest rate of 2% and a two-year savings product with a 2.2% rate. In 2017, it announced it was suspending the planned launch of current (i.e. checking) accounts for at least a year. Their decision to postpone the checking accounts was because of high growth in the savings and mortgage products (and because of IT problems with their outsourced core banking system supplier) despite the lack of a checking account.

Their big investment in brand, early marketing (the "AI future of banking") and channel (primarily through a smartphone app) is totally at odds with their main product -- a fixed term savings account. They're much more like the other savings-and-loans banks like OakNorth and Paragon. Their biggest depositors will be 55+ years old, but all their marketing choices seem like they're going after young people.

This raises interesting questions about whether a checking product is necessary for a consumer bank or whether it can offer a more a la carte menu without it, and focus (like many non-bank financial technology companies) on offering a niche, focused product, although with a cheaper cost of capital off the balance sheet. I find the approach pretty interesting: raise a lot of money and start lending immediately, making your business stable without necessarily having to worry about acquiring massive amounts of customer deposits.

Later last year, it partnered with Deposit Solutions to offer retail deposits in Germany.

4. Tandem: smart savings

Although less well established than its rival Monzo, Tandem bank is designed with similar goals in mind:  to help users manage their finances and save money in an easy and intuitive way.

Tandem was founded in 2013 and received its license in 2015, becoming the second digital-only bank after Atom Bank to get approval from the UK financial authorities. In 2017, Tandem lost their banking license due to the collapse of a deal that would have seen them gain £29 million in funding, and regained it in early 2018, after taking over Harrods Bank.

Ricky Knox, Tandem’s CEO, claims that the app’s aim is designed to find ways for users to save money on services and providers, and “ figure out how we can get you a better deal on all the stuff you're buying, whether it's your utility bill, whether it’s a credit card or your mobile bill.”

According to Knox, Tandem is different as it is “not designed for finance geeks” but for people "who are a bit rubbish with their money and can’t be bothered to spend Saturday afternoon budgeting.”

The company’s products reflect this. A bare-bones approach means that their app and credit card are simple to use and conditions are transparently presented. In early 2018, Tandem launched the credit card, which offers holders 0.5% cashback on purchases above £1 and access to borrowing services. As with Monzo, a part of the card’s appeal is the fact that it doesn’t charge fees abroad.

Unlike its competitors, Tandem’s app doesn’t just track spending on its own card. Instead, users can add any bank account on to an app that lets users track their spending, gives them updates on their bills, and enables them to switch service-providers if a better deal exists elsewhere.

5. ClearBank: UK’s first new clearing bank in 250 years

The UK’s first new clearing back in 250 years is the new venture of Nick Ogden, founder and former CEO of WorldPay. The bank was set up in 2015 with an investment of £25 million from PPF Group and CFFI Ventures in addition to investments from the founding management team. The bank was granted a license at the end of 2016 and launched in 2017.

ClearBank does not offer retail banking services. It is a bank for banks and (FCA-regulated) financial technology companies, offering open access to payment, current account, and transactional clearing services for all UK Financial service organizations including both incumbent and challenger banks.

ClearBank claims that “the improved efficiency delivered by [its] built-for-purpose technology” can save users £2-3 billion on their transactional banking, annually. It has a custom-built, integrated core banking system, known as ClearBank Core, and APIs that allow it to offer services free from the constraints of legacy technology.

What lessons do we learn from these and other challenge banks?

1. A mobile market: banking branchless

It’s no surprise these neobanks choose to operate on a digital-only platform and mobile-focused approach. They’re building their platforms to capitalize on a seismic market shift from banking at branches to banking through digital channels. The British Bankers Association (BBA) reported 19.6 million U.K. consumers used banking apps in 2017, an 11 percent increase from 2016. These numbers are set to reach 32.6 million by 2020. In addition, the use of banking apps rose 356% between 2012 and 2017, as a result of customers using apps more frequently, and for a greater number of transactions and tasks.

Prior usage for banking apps had focused on simply checking balance and bills, while as of 2017, 62% of U.K. adults prefer to conduct all of their banking activity online instead of at a branch.

2. Digital delivery: built for a better consumer experience

Monzo CEO Tom Blomfeld is candid about the philosophy behind Monzo’s intuitive design and user interface: “[Monzo is] built for the way we live today… it’s an app that’s designed in the same way that WhatsApp, Citymapper, Uber and Amazon are. It just works the way they expect” Atom Bank has a similar design philosophy, promising to make banking “easier, intuitive and there whenever you need it, all on your mobile.”

Like most in-demand apps, Monzo, Atom Banks, and other digital banks have designed their delivery channels with customer engagement and seamless user experience in mind.

Their front-end interfaces are designed to be intuitive, enhancing both functionality and usability.

Opening bank accounts in the United Kingdom has historically been very difficult. Unless you're dealing with Metro Bank it can take weeks to get an appointment (to open a current account, say), and then you have to present tons of paperwork and spend hours getting grilled by bankers. Business current accounts are even worse - generally takes months to open an account.

By contrast, you can open a challenger account in about five minutes on your phone and get a debit card in the mail a week later. The degree to which customer experience is awful really inspires a potent distaste for banks and bankers here and young people want something new.

The intuitive interface bely the complexity of powerful back-end platforms that offer artificial intelligence layering, predictive analytics, cash flow forecasting, biometric security, and open API integrations. The focus on user interfaces and consumer experiences are certainly paying off: these digital-only newcomers outperform traditional banks in customer service, customer loyalty, and referrals.

3. Leaving behind legacy architectures: the advantages of modern software development methodologies

As challenger banks are the first to acknowledge, it’s their lack of legacy architecture that allows them to deliver their innovative technology and customer-centric approach. According to Stewart Bromley, Atom Bank COO, big banks have “tied themselves up in knots” with their sprawling, often patchwork technological structures. He notes that “The technology [big banks] use is typically 50 to 60 years old, and that in itself is a massive inhibitor to changing anything.”

Nick Ogden, ClearBank Executive Chairman, echoes this concern. He believes “the industry will never truly move forward while it’s constrained by the challenges of legacy operational structures” Banks typically spend 80% of their IT budgets on maintaining outdated, inefficient, and aging systems, as opposed to investing in innovation, which gives a real opportunity

When banks do innovate or make expensive updates in order to meet regulatory requirements, they usually add more technology to their stack, further adding to the complexity of the outdated systems they will one day need to replace. As Bromley points out, “Most banks have layered technology onto technology onto technology, [making it] very difficult for them to move off of those legacy platforms.”

Due to the sheer volume of customers at big banks and their huge bureaucracies, it is difficult for these institutions to make disruptive changes to their technology environments, which can take as long as 18 months.

With legacy-free modern architectures that are already modular digital-only banks have been built like startups. They’re are designed for innovation, with agile operating models and technical architectures in place for rapid scaling.This allows them to choose a niche in the value chain to specialize and excel in while integrating offerings and data from third parties.

4. Open platforms and marketplaces

Starling, for example, is emphatic about its chosen niche: “current accounts - nothing else”, according to Anne Boden. “We are going to give the best current account in the world, and when they want the best mortgage in the world we are going to offer it, but through somebody else, not us". This vision is made manifest in Starling’s Marketplace platform.

Monzo takes a similar approach, writing that “the bank of the future is a marketplace”. By offering APIs that allow partners and third parties to integrate their services within the Monzo app, it’s positioning itself to capitalize on that future.

An open approach is clearly supported by consumer demand: as of 2017, 39% of customers are willing to share financial data in order to receive benefits such as an integrated view of all their accounts, and tailored offerings from third-party providers.

Platforms and marketplaces also face uncertain monetization paths, as no one has quite figured out the right path to sustaining revenue in the space.

The challenges faced by challenger banks

Ultimately, the success of the challenger banking model depends on the trust banks are able to build with their customers. Challenger banks are quick to empathize with and address consumers loss of trust and dissatisfaction with big banking: it’s what helped build their business model and brand position.

Their brand philosophy is built on the insistence that they’re not like those banks.They’re making a fresh start.

Monzo, addresses the issue head-on, acknowledging that “banking has been obtuse, complex and opaque” and that they aim to be radically different and “build a new kind of bank.” Anne Boden of Starling is a little blunter: “banking is broken… and the only way to fix it is to start from scratch.”

However, when it comes to the question of storing, sharing, and securing highly sensitive personal and financial data, these new banks face a greater disadvantage than established institutions. While starting from scratch may mean a fresh beginning, this lack of legacy proves a double-edged sword for these revolutionary new banks.

Although established banks are mired in the morass of their reputational and technological legacies, they also have centuries of history, billions of capital, and lifetime relationships with millions of legacy customers: before the introduction of a switching service in 2013, consumers would, on average, stay with ‘their’ bank for 17 years. Even with the switching service, very few customers switch their primary banking relationship every year.

Challenger banks lack history, trust, and the loyalty of customers -- critical factors that take a long time to develop. This means that despite the meteoric rise of the challengers, established banks still dominate the market today. For example, although Starling and Monzo both specialize in current accounts- with arguably better service and delivery - more than 80% of the UK current accounts market is ‘owned’ by the five big banks: Lloyds, Barclays, HSBC, the UK arm of Santander and Royal Bank of Scotland. It not clear how much that is changing -- I have been unable to find any data on how well the challenges have done in getting people to use them a primary checking account rather than as something to try on the side or only use for particular value like free foreign ATM withdrawals. (Simple.com ran into the same problem in the US -- many people signed up for novelty, not to replace their primary bank relationship).

Challenger banks will need to demonstrate sustained long-term growth, prove that their technologies are secure, remain committed to their current level of service and innovation, and, by the way, prove they can get real revenue. Many are focused on low-value customers and they need to prove out how their customer value will grow over time (and the impact that interest rates will have on their businesses). Challenger banks also struggle to acquire and build awareness with customers, and typically lack the capital required to build brand visibility or incentivize acquisition with loss-making offers.

In addition, like with any entrepreneurial venture and emergent business model, there are no guarantees. As Tom Blomfield acknowledges, “The investors who put their money in Monzo know they’re taking a big risk for an outsized return. But - there’s a really big chance you’ll lose everything.”

That thought is one that venture investors are quite comfortable with, but when it comes to where consumer put their money, it can be a challenge even though the Financial Services Compensation Scheme protects every dollar.

The future of finance: APIs and the move to Open Banking

Having said that all banks can no longer delay major reform of legacy architectures. Financial services in the United Kingdom as an industry is fast moving towards an increasingly open structure and API-based modular architectures as it evolves to meet consumer demands for a personalized, integrated, and seamless customer experiences.

In 2018, two key pieces of regulation come into effect that will mandate banks to make the move to “opening” their APIs to third parties. Open Banking rules have forced the UK’s nine largest banks to open APIs to share their data with licensed startups. While the Second Payment Services Directive (PSD2) will require all banks to allow third parties access to their payments infrastructure and customer data assets by opening their APIs.

To me, the future of challenger banks is uncertain in the United Kingdom. The market becoming more open is great -- and will allow more financial innovation. Customers historically have not switched primary banks at all easily, the 2003 attempts to promote bank switching in the UK - including allowing customers to port their routing and account numbers to new banks, achieved very little. Almost no one switched. So, the more focus these banks on lending and payment products, the better. Getting people to switch their primary checking account has proven very difficult.

Having said that, as the majority of these banks are now licensed, they’re attractive targets for partnerships, investments, and acquisitions. Investments by legacy banks, like BBVA with Atom, are likely to continue. As the financial services industry becomes more open, these challengers can attract many partners to their platform, and perhaps create lasting brands at the center of consumer’s financial lives.


Fintech in the US is stymied by old-fashioned regulators

(This article originally appeared as an op-ed in the Financial Times published Monday, April 15th). 

The future of finance is digital. Entrepreneurs are building new online banks, lenders, and payments companies that seek to improve customer experience and compete directly with incumbent brands. In China, WeChat Pay and Alipay have shown how thoroughly tech companies can revolutionise consumer finance. Just this week, it emerged that Alipay’s parent, Ant Financial, is raising $9bn at a $150bn valuation that would make it the world’s most valuable private company.

Many regulators, from Hong Kong to London and Ottawa, are actively working to encourage the next generation of safe financial innovation through new rules and laws. The US is falling behind. Its paralysed regulatory system allows other governments to take the lead and overseas companies to out-innovate American entrepreneurs. While others move forward, Congress is focused on petty squabbles over rewriting the Dodd-Frank rules for traditional banks. They are missing the point.

The financial markets need competition — not just among existing banks, but between them and new challengers. Right now, US laws protect incumbents from innovation and disruption. We need legislation that helps smaller, innovative financial companies to start, grow and offer new choices to millions of Americans.

To accomplish this, Congress must take three specific steps that other places have already tried. Lawmakers should authorise the creation of a “fintech” charter allowing new entrants to do some things that only banks can do now. We need to break the banks’ monopoly. The Office of Comptroller of Currency has been considering such a charter, but its legal basis is shaky, and lobbying has stalled the effort. The EU has already created the e-money licence — a charter for financial technology companies — and forced banks to give access (with customer permission) to third-party companies. By allowing new entrants to build services on top of existing banks’ data and infrastructure, the EU is forcing the sector to fuel new competitors.

Second, Congress should make it possible for the Federal Deposit Insurance Corporation to insure deposits at technology-first or mobile-first banks. Some state banking regulators say they want to charter such new banks, but the FDIC has been closed for business. Increased competition would force incumbent lenders to improve. The UK has approved more technology-driven “challenger” banks since the financial crisis than the US has approved banks of any kind. Britain’s competition watchdog has mandated software standards and industry guidelines to help drive innovation in retail banking.

Third, Congress should create a “regulatory sandbox” that gives new fintech companies the chance to experiment without having to comply with the different rules promulgated by the many agencies that oversee parts of finance. Australia’s financial regulator created the first such regulatory carve out. It allows emerging companies to offer some financial services without a licence for up to a year to give them a chance to test the market and build their products. Singapore, Hong Kong and Canada have followed suit, while Abu Dhabi launched a tailored regulatory regime for new companies.

Hampered by old technology and cultural issues, banks of all sizes are excluding too many people — the FDIC estimates that 27 per cent of Americans do not have adequate banking services. US policymakers need to stop focusing on regulating — or deregulating — banking. Instead they should be finding ways to foster ingenuity and innovation in the broader sector. Failure to do so will allow other financial markets to leave all Americans behind.

The writer is a partner at Deciens Capital, a venture capital firm focused on early stage financial technology

Let's Get Organized and Fix Housing Affordability in San Francisco

My recent thoughts on housing policy (Broken Promises: The Housing Market in San Francisco (And Ten Ideas to Fix It)) have gotten a big response — positive and negative — on Reddit, Hacker News, Twitter, and my email box.

This post comes from the frequent question: "what can be done, if anything?"

The political situation can be changed. Below I outlined how I believe there is a political majority for change, the three policies necessary to actually move the affordability needle, what to do in the next few months — vote in the June 7th primary for pro-housing candidates! — and what I think needs to be done to build a more permanent, structural change. That change likely starts with an in-person organizing meeting, sign up here or at the bottom this post to get more info in the future. 

The Unorganized Majority Wants To Address Affordability Through More Housing

Some have criticized me for being disconnected from the politics of San Francisco. I do not agree. Though you would be forgiven for disbelief after watching the Trump circus these many months, there are still some of us that believe politics should be about real policy. That isn’t to discount messaging, media, and all of that, but the fight is supposed to be about ideas.

There are many San Franciscans who want to solve the housing affordability problem, and create a more fair and functioning city. This problem has known, quantifiable solutions. I didn’t invent the solutions — they are composed of common sense approaches that have worked in other big cities. Some people, those that have been sucked into the San Francisco political dynamic as it exists today, consider these solutions politically unfeasible.[0]

I believe these people are wrong. This is a classic story in politics: of an entrenched, vocal, well-organized, and self-interested minority defeating an unorganized majority. Who is opposing this housing? Many activists opposing new housing are the very landowners that benefit from the resulting scarcity. These "housing activists" oppose housing, because they focus on affordability and neighborhood character so much that they curtail supply. It is difficult to overstate this. There is also an entire cadre of land use attorneys that specialize in opposition to housing projects of all shapes and sizes, dating back 20-30 years and even penetrating the ranks of the San Francisco Board of Supervisors. Rich homeowners are making San Francisco a gated community, some intentionally and some accidentally. The majority needs to take back San Francisco and make it affordable again.

And it is an unorganized majority: I’ve seen polling that 60% of adults in San Francisco would agree with a “Manhattanization” of the city if it meant solving the affordability crisis. The problem is that we aren’t voting: the number drops to the 40s amongst voters in the most recent election. The solution is simple: let’s get organized, let’s get out the vote, and let’s take San Francisco back from those that would continue down the road of an unequal and unjust city.

The Three Policies To Create Housing Affordability

There needs to be a concerted effort to pass at least three housing policies and those ideas need to be presented as a single, holistic package that is big and bold enough to solve the affordability problem. Of the ten ideas from my last post, these three get the most bang for the buck. 

One of the things I learned when working with city governments early in my career was that sometimes bigger policy ideas are easier to get done than smaller ones. It's just easier to sell the bigger dream that’s right than the smaller, incremental one. This fact is because big ideas can plausibly solve big problems.[1] So, I try think about the truly desired world and figure out how to fight for that.

The three easy-to-explain ideas that together are significant enough to largely end the housing affordability problem[2]:

  1. As-of-right zoning. We've spent dozens of years and millions of dollars formulating community zoning plans throughout the city, with intense outreach and engagement efforts, only to have those very plans challenged and re-opened when finally approved and/or enacted. Let’s end that process and allow people to build when it complies with the zoning already in effect.

  2. Build a taller city by upzoning for more height.

  3. Allow for the creation of more units by lowering or eliminating density limits. This is not about unlimited expansion of the building envelope but rather about encouraging more smaller units. (Sometimes called form-based zoning).

Near Term: Vote For Housing June 6th

When I talk to my friends, who live across the ethnic and socio-demographic profile of the City, they are disengaged and discouraged. “Things are screwed up” they say, or “politics is broken”. These people actually do care, want a diverse and affordable city, but don’t know what to do.

I want to change that.

Let’s start by voting in this June's SF election. Click here to see who to vote for. Tell a friend who agrees with you to vote.

Also, there are many organizations investing and fighting for big and small policy changes in housing — SPUR, SFHAC, SFYIMBY, GrowSF and SFBARF are amazing. I’d suggest joining at least one of them. 

Long Term: Creating Structural Change

A repeated, proactive, planned narrative, will animate voters clearly. It would be a single campaign with a clear message: make housing affordable.

The BMR debate, the density bonus, inclusionary targets, etc, none of it means anything to a normal person and none of it is going to move the affordability needle. Worse still, pro-housing advocates always seems to be responding rather than pushing policies forward.

We need to integrate the short-term, small stuff into a larger singular movement toward a big change. Above there are three big (simple) ideas that can actually solve the massive housing problems facing San Francisco. We need to start fighting for the big things we believe in rather than playing defense against anti-housing, anti-affordability forces. 

I’ve begun some of these conversations and am starting to clearly see the political and campaign path forward.[3] I’d like your help in putting together a plan, organizing around one narrative, one campaign, one moment, one set of things to remember that we believe is big enough to solve the affordability problem — that’s the only way to make others people believe it too.

So let’s get organized. Let's raise money. Let's knock on doors. Let's change things for the better in San Francisco. 

Who’s in?

I’m serious, shoot me an email or sign-up here.

ENDNOTES

[0] The political machine makes them unfeasible. The real, underlying story here, is that the "Moderate" forces in the city are shockingly unorganized. Self-admittedly so. The "Progressives" really do meet in dark rooms, conspire, get organized, make plans, and stay on collective message. The "Progressives" are a real machine, corrupted toward their own goals over the needs or desires of the city-at-large and they even have the villainous Boss Peskin, and his well-known intimidation tactics.  

[1] We need a lot of housing. Even if Mayor Lee's policies got us his 30,000 (wait, some of that is refurbished, right?), that's a big number, but it is not big enough. Mayor Lee's efforts, although admirable, always seem to have a shoulder shrugging: “it's as big as we can get. It will help. But this is beyond anyone’s capacity to solve (politically).”

[2] There are a range of other problems and ideas too. There is everything I wrote about in my last post and more. Some ideas apply to just San Francisco, my current focus, other apply to the entire Bay Area or to all of California. For example, local and state regs (CEQA and others) that actually enable virtually endless challenges and expansive definitions of "environmental impact", affecting privately and publicly funded projects. There is prop 13, as some commentary on HN pointed out. But, despite the multitude of problems and potential solutions, I believe these three policies would get us very far in San Francisco.

[3] Perhaps for obvious reasons, I don’t think sharing all the details publicly is wise. It requires people and money, though, so I could use your help. 

Building a Fair and Functioning San Francisco Together

Almost everyone who visits San Francisco falls in love with it. People love the character of the city. To me, that spirit isn’t contained in the way the buildings look or even the beauty of the Bay. The city’s greatness comes from its diversity and its attitude. It’s the combination of the collection of people here and the space provided to be weird, to be different, and to be experimental.

When I talk to my friends and acquaintances throughout the community, though, people feel like something is off these days. My recent blog post on housing policy seemed to hit a nerve for many. I was surprised about the people who reached out to me who didn’t care much about the specifics of the housing policies. They were more interested in chatting about the first few sections, where I talk about the type of city I want: multicultural and economically diverse. I believe in Cities for Everyone and fighting for the policies that make that possible.

We all want a fair and functioning city. We don’t have one now. Between housing costs, school quality, and underperforming public services, it is starting to feel like the city is slipping away.

What I have the hardest trouble understanding, though, is the folks in San Francisco who seems more interested in dividing people into factions. Some people want to make it tech vs. the rest. Others want to divide us into the business community vs. the incompetent who don’t get it.  We have a chattering political class that talks about problems and points fingers, rather than bringing us together to solve very real problems. They seem to confuse activity with accomplishment.

I believe the tech founder and the teacher, the doorman and the designer, and most every San Franciscan believe in the same things: an affordable city, a diverse set of jobs and an education system that makes it possible to attain them, and the wise use of public funds.

I know what’s it’s like for many in the City, my single Dad and I struggled to make ends meet when I was growing up, even with the help of things like free school lunch and other programs. He was on-and-off unemployment until recently. I got lucky, I tested into a great public high school, and went on to a great university. But you shouldn’t have to get lucky. I’ve spent my career trying to address the problems I’ve seen: human trafficking in Rhode Island, improving public services in New York City and Newark, NJ, and taking on the financial system at Standard Treasury.

I’ve always been the squeaky wheel, the argumentative one, the one whose elementary school teachers told me I should be a lawyer, even when no one in my neighborhood knew any. And I have found some measure of success built on my personal mission to combine a passion for the serving the public and that fight in myself.

I built and sold a company targeting the rot I saw in the financial system, and I hope to continue to focus (at least my writing and my free time) on targeting the problems I see in San Francisco, building community, togetherness, and a shared focus on fixing problems and not just talking about them.

Got a problem? Come tell me. Maybe we can figure out how to make the city fix it. I am the first to admit that I have a lot to learn. If you’re reading this post, and care about what I’m talking about, I’d love to meet with you to chat. Coffee or tea is on me. Shoot me an email by taking the first letter of my first name (z) adding it to my last name (townsend) at Gmail.

Broken Promises: The Housing Market in San Francisco (And Ten Ideas to Fix It)

(Also see my follow-up post on getting organized, and sign up to my tiny letter to get contacted about fixing housing affordability in SF). 

San Francisco’s housing system is broken. The only way to fix it is through a radical change in our housing policy: a change that encourages (a lot of) building.

Failed public policy and political leadership has resulted in a massive imbalance between how much the city’s population has grown this century versus how much housing has been built. The last thirteen years worth of new housing units built is approximately equal to the population growth of the last two years.[0]

Last Wednesday I moderated a panel where two housing experts made arguments that were surprising in two ways: first in how disconnected they were from the causes of the housing crisis and second in how distant they both were from genuine solutions. This post is my response to their arguments.[1][2]

Simply put, the laws of supply and demand do apply to our housing market and I conclude this post by proposing 10 policy solutions that might actually increase the supply of housing in San Francisco in the face of an unprecedented and largely ignored demand. Some of the ideas are large shifts in public policy, but we’ve waited too long for anything less than bold action to work.

(0) San Francisco is moving toward a dystopian future

If we do not change our current housing strategy, the natural result will be a type of cultural destruction. It's easy to point to individual cases of displacement that pull on the heart-strings — a tech family is throwing out grandma to convert a duplex into a mansion (which is genuinely sad and should be prevented!) — but the real displacement is happening at a macro level. We are on a self-imposed path leading to only one place: a city that is entirely rich and, more or less, entirely white. That isn't the fault of any one person on either side, but it is the fault of those that refuse to allow any rational policy response to people's desire to live here.

In time, housing and everything else will become so expensive that we will price every working- and middle-class person out of the city. The gentrification wave will keep rolling. A bubble might burst here or there, but ultimately San Francisco is so self-destructively finite that all the regular people will be pushed to the East Bay, to Pacifica, to Daly City, etc.

Housing demand will only increase with time. Younger folks, like me, want to live in urban centers, and many don't want cars. Companies are moving back to cities as their workers do. In the technology sector, startups and investors will continue to migrate up to the city, as an ecosystem built around proximity and the sharing of ideas (the things that have always made "Silicon Valley" so successful) is even more compelling with urban density.

(1) My goal for San Francisco is a diverse city

In my first job out of college in 2009 I earned $45,000 a year, more than either of my parents had ever made at the time. To many that would seem like a lot of money for a single guy, but by no means was I affluent. I loved the Brooklyn neighborhood I lived in before moving to San Francisco, on the edge of a few different neighborhoods, right where Windsor Terrace becomes Kensington below Prospect Park.

One of the things, if not the thing, that I loved most about that neighborhood was that it felt like what a diverse urban landscape could and should feel like. Within blocks of my building and inside it, there were Russians, Ukrainians, Poles, yuppie white folks like me, Hasidic Jews, African-American and West African blacks (nearby Flatbush is one of the largest black neighborhoods in New York City), Ecuadorians, West Indians, Puerto Ricans, Dominicans, Pakistanis, and more, with wonderful, family-owned restaurants and shops to match these many micro-communities.

I want to live in a beautiful, multiethnic, socioeconomically mixed community. A city where people of low, moderate, and high incomes live together, and people of different ethnicities interact. That's my dream. That's why I love cities: people mixing together, cross-pollinating perspectives and experiences.

That's not San Francisco right now. It might have been in the past, but it certainly won't be in the future — unless we get over ourselves and start building much more housing. Everywhere. Immediately.

(More public transit, too, but that's another post).

(2) A little self awareness about my my role and position in San Francisco

I am perceived to be part of the problem. I'm aware of that fact. I'm a white, male, Ivy League-educated, startup founder who sold his company to a bank (even if my goal was infrastructure for financial empowerment). My office is in SOMA, and I live in a rent-controlled apartment near Dolores Park in the Mission. I eat at expensive restaurants on Valencia Street and buy my groceries at Bi-Rite or Whole Foods because the marginal cost of food doesn't matter much to me.

But I am also the son of a waitress and a (intermittently unemployed) former postal employee, I participated in the free-lunch program at my public schools, and I grew up in a working-class neighborhood. My interest in public policy stems from a deeply-rooted belief that society is often pretty screwed up, the market often fails, privileges (class, race, gender, and more) alter people’s lives and are not just punch lines, and justice is something to be sought.

I don't want the wonderful city of San Francisco to only house the rich. It doesn't sit right with me. It’s unfair. That’s not the type of city I want to live in.

(3) The cause of our housing problem is huge demand in the face of limited supply

People love living in San Francisco. People want to live here. People like it here. They flock here. They also like to have second homes here. People from all over the world still move to San Francisco for the same good reasons that they have since the city's founding in June 1776: location and industry. The benefits of living in San Francisco are easy to see: fascinating culture and wonderful cultural institutions, a diverse dining scene, a robust economy, immense natural beauty, good weather, and a rich history.

How do we respond to this demand? So far, by putting our heads in the sand. By saying: "No, no, no, no, no. The city should not change. The city cannot change.”

News flash: the city is changing and only for the worse. The city is forcing people out. Only the rich can live here because of the policies created by so-called progressives and so-called housing advocates.

"Preserving neighborhood character" might as well be code for "don't build any affordable housing in the city" and, more bluntly, "don't build any housing that doesn't look like mine or has people living in it who don't look like me". Or, more cynically, “don’t build anything that could possible make my house less valuable.” This city is full of folks who are millionaires by virtue of a house they bought, but they feel middle-class. Amazingly, at the same time, they feel entitled to hold the view that the city needs to be more diverse and inclusionary AND it's everyone's fault but their own.

People like to wrap themselves in the flag of keeping things as they are, but that's the attitude that, when combined with people's desire to live here, is screwing over regular people. To only blame a subsection of the people who want to live here — whether they work in tech or whatever — is to blind oneself to the reality that that is only half the story. The other half of the story is how many people refuse to let anything get built.

Yes, to appropriately respond to demand, many blocks in this city need a high-rise building. We're going to have to deal with that fact if we want to solve the problem, rather than just talk about it.

(4) Incorrect claim 1: There are so many empty units out there that we don’t need to build anything

Some folks claim that we do not have to build a single additional unit of housing to solve the affordability crisis.[3] They say that we could solve the problem only with existing units that are currently vacant (for example, full-time Airbnbs or would-be landlords holding out for higher prices).

Let's pause for a moment and consider how absurd that notion is when subjected to any rational examination. The size of the housing crisis and the degree of excess demand is nearly unfathomably large and, in the face of that, some city residents think nothing has to change in the physical development of the city? That's illogical.

I’ve heard estimates, including from a city planning commissioner, that there are over 10,000 empty units, but I’ve never seen any hard data or firm citations to support this. There are actually more units than that vacant right now. In 2014, the Census Bureau estimated 31,686 vacant units. Roughly 3% of rental units and 0.9% of owned units were empty then, fractions of the national average of 6.9% of rental units (4.6% in California) and 2.1% of owned units nationally (1.6 in California).

Why are these units empty? Because units are sometimes empty! Renters move out, others move in, people do renovations, people are showing the house for sale, etc. We have far fewer vacant units than the national average and a similar amount to other booming tech cities like Austin and Seattle. These units can’t be miracled into the housing supply because they already have been, which is why our vacancy rates are so low.

The people who cite the number of vacant units are often unwilling to accept any increase in density or, it seems, even the notion that building matters. I don't know how to deal with that level of denial: by all objective standards, we don’t have that many vacant units and unit owners have few rational reasons to keep their units empty when prices are so high.

(5) Incorrect claim 2: Investment capital will never build affordable housing

Many in the city spend time railing against the apolitical nature of investment capital and how it doesn't care about people: only the highest possible returns.[4] Focusing on capital easily misrepresents the problems we face in the city, and is an easier punching bag in an era where people are outraged about anything that sounds like finance.[5]

Capital is generally impersonal and seeking returns, no doubt, but capital is actually complicated, multi-faceted and diverse. Capital does not necessarily seek out the highest returns but rather the highest risk-adjusted returns. There are many different capital sources out there, all of whom are seeking different risk and return profiles. There are people who would build lower return, lower risk housing in San Francisco if anything could be built at all.

Capital would invest in San Francisco if we had better housing policies: not necessarily higher returns. Big investors in long-term real estate projects nationally include patient capital, like pensions funds, including CalPERs and CalSTRS, who actually want low-risk, consistent returns. They invest in affordable housing elsewhere. But those types of investments are hard to make in San Francisco because the risks aren’t low and the consistency isn’t there: any investor would be scared by a city currently considering whether to retroactively applying new affordable housing laws.

It’s claimed that the fact that projects that had entitlements in 2008-10 and weren’t built was because capital couldn't get the return they wanted. That's inaccurate. Nothing got built in 2009/10 not because there was no demand or returns in San Francisco it didn't get built because the world was falling apart. It was ultimately a liquidity crisis not a lack of returns.[6] People weren't squabbling about market rent vs. below-market rent, they were worried about whether they were going to be in business the next day.

Further, if we had a process that didn't take so many years, some of the entitled housing in 2008/9 could have gotten built before the financial collapse of the national housing market. Instead, whenever we get to a point in the cycle where there is boom, there is no responsiveness because the process takes so goddamn long. Worse still is when we can harness the market to build, that’s the time when some housing activists stop all building because ... they don't like the profile of the people who want to live in this city.

The reason that only expensive housing gets built is because that's the only housing it makes sense to build in a city where the costs of building are so high and the process is so drawn out (which creates additional and unnecessary financial risk for investors). There is no willingness to grapple with the fact that if costs — personal, political, and literal — were lower, it would make more sense to build a diversity of housing. Low- and middle-income housing gets built in other places, which suggests that we should compare San Francisco’s policies to those municipalities’ rather than claim that we're a unique snowflake dealing with unprecedented problems. The only thing unprecedented about our problems is our unwillingness to rationally respond to them.

(6) Incorrect claim 3: This is all the demand side’s fault

Many claim that tech is evil, foreign investors are evil, pieds-a-terre are evil, and Airbnbs are evil. It's all too simplistic. The forces behind those aren't singular movements or collectively one movement alone. They're the practical results of individuals making decisions that make sense to them. By making them singular it creates a simple enemy, but even if Ron Conway dropped dead, we'd still have a housing crisis. Even if Airbnb stopped operating, we'd still have a housing crisis.

(By the way, AirBnB was invented in 2007, and there was definitely a housing cost problem then too. That’s why it was founded. Airbnb can’t explain trends that old. Either way, most Airbnb hosts are not landlords systematically renting apartments on their platform — I've never seen that although I'm sure it exists — but rather individuals who cannot afford to live here without renting a bedroom out. I have friends who are an older couple who live in Eureka Valley, and the only way they are able to afford to retire is to rent out a bedroom that used to be occupied by one of their now-grown children.)

There is a direct relationship between the amount of building and the cost of housing. The following graph from Trulia perfectly illuminates that fact:

Here is the accompanying commentary:

San Francisco’s high home prices are extreme – but so is the lack of construction. Since 1990, there have been just 117 new housing units permitted per 1,000 housing units that existed in 1990 in San Francisco. That’s the lowest of the 10 tech hubs and among the lowest of all the 100 largest metros (see table 3), even with the recent San Francisco construction boom. Relative to San Francisco, Raleigh and Austin have ten and eight times as much construction, respectively. Geography limits construction in the Bay Area – it’s hard to build in the ocean, in the bay, or on steep hills – but regulations and development costs hurt, too.

(7) Incorrect policy solution: limit job growth

I have heard several folks say that we need to stop creating new jobs in San Francisco. The arrogant privilege required to say that we need to constrain job growth is startling. They should go to the Rust Belt and say that out loud and see what the reaction is to the sentiment. But that idea takes our revealed policy preferences to their logical conclusion. Every one hundred new jobs at Bay Area startups or technology companies are attracting more people here, which in turn raises prices, strains our public transit system, and displaces people. If the Bay Area is unwilling, as a matter of policy, to grow the housing stock and the transit capacity, do we have an ethical obligation to begin, as a matter of policy, slowing job and economic growth?

The first time I heard someone propose the idea, though, something switched in my head. I had been thinking about housing as a combination of social justice and of local economic implication: San Francisco and the Bay Area won't reach their highest moral or economic potential because of urban policy. But it's far bigger than that: the foolishness we exhibit locally means that California and the United States won't reach their economic potential — due to "Silicon Valley's" outsized role in state and federal economic growth and innovation.

We have been unwilling to deal with the consequences of our economic growth. Year-after-year, neighborhood-after-neighborhood, we are unwilling to invest in the housing, transportation, or infrastructure necessary to support the population growth that results from our positive economic growth. What’s more, we should be embracing and harnessing this job growth and influx of capital investment to create a housing policy that achieves the oft-stated goal of housing for all.

(8) NYC example: harnessing market force to increase the affordable housing supply

We need to build much more housing immediately. We need to do that so that we can have a diverse city: ethnically and socioeconomically. If we choose to kill new housing in the face of the demand, we choose to destroy neighborhoods rather than adapt them. We choose a certain Victorian aesthetic, one that is only owned by the rich homeowners, over a truly multifaceted city.

We need to understand the true forces in the market (and the true financial constraints therein) and harness the market to build a large amount of diverse housing.

San Francisco’s policies are out-of-line with building almost anywhere else. For example, nowhere in San Francisco do you get density bonuses for affordability (like in New York City) and nowhere in San Francisco can you build as of right (like in almost every other municipality). And, perhaps most importantly, no where else is there a belief that you can solve a housing affordability crisis without encouraging the building of more housing.

I believe in inclusionary housing. New York City's recent sweeping housing policy changes have been cited in many recent housing conversations I have been in. But the flip side of that inclusionary bargain everywhere else in the world, and especially NYC, is more units, more density, and more housing. The AP article on the NYC change last week starts the way: "Many of New York City's residential neighborhoods will feature denser and taller development as part of a sweeping housing plan that will mandate the construction of more affordable housing and rewrite the city's decades-old zoning to enable more residential development" (emphasis added).

New York City’s new inclusionary housing policies are amazingly progressive, and I understand the simple desire to look at them and say that we could institute similar mandatory requirements. But the program in NYC only applies when a development needs a land use action (some type of variance to existing zoning)[7]. In New York City, and most other jurisdictions, if your proposed projects meets the zoning requirements, the approval is an administrative process: the public policy has already been described, debated, and decided in the zoning process. That is, most development in New York City occurs as-of-right. Developers can still build without these mandatory requirements, and, either way “In exchange [for the affordable housing increases], developers can be allowed to build taller structures and obtain low-interest financing and tax advantages.”

A 20% inclusionary requirement, or whatever that number should be, of every new building should include a diverse set of affordable housing for low and moderate incomes (teachers, public servants, service sector workers, the list goes on). But, with this requirement, the only thing that matters is how much total housing gets built. If it's 33% inclusionary and that means projects are upside down on their economics, then nothing gets built. Or, zero affordable units.

We need to set the inclusionary requirement at a rate that makes economic sense and, again, focuses on the only thing that matters: the total number of units that needs to get built. For example, the controller's recent report around Prop C says that increasing the inclusionary percentage to 25% will cause a 13% decrease in overall production. That is a backwards policy.

Why do we need to harness the market? Because housing is expensive to create. Even if we suddenly agreed to build all the affordable housing we need in the city — which we won't because not enough neighborhoods would accept that new housing — we can't build it all from public money. That money just doesn't exist. But capital investment does.

(9) Ten policy ideas to increase the supply of housing in San Francisco

Generally, I would approach this problem by setting an aggressive target for new building and then design incentives or eliminate restrictions to reach that goal.[8]

Let me quickly mention ten ideas that would have an positive impact on housing in the city:

  1. Zone for more housing across the entire city. The city needs to upzone in terms of both density and heights in many parts of the city, particularly along transit corridors.[9] This upzoning should be targeted to specific blocks and lots within communities, but not just in underdeveloped (which is often code for poor and minorities) neighborhoods. There need to be denser, larger buildings in Pacific Heights and Presidio Heights, too.

  2. Allow as-of-right building. We should have the same in San Francisco: which would reduce the costs of building and the time-to-market when a developer is building within the existing zoning requirements. Beyond this, we should also simplify and shorten the variance process. That doesn’t mean eliminating democracy (quite the opposite) but it does mean creating one-unified coherent set of policies and associated timelines (like NYC’s Uniform Land Use Review Procedure (ULURP)).

  3. Reexamine bulk, parking, setback, and backyard requirements to encourage more density. For example, require much less parking, encouraging that space and money to be used for housing while also investing much more in public transit.

  4. Continue a high, economically sustainable, inclusionary requirement for affordable housing. Affordable housing is absolutely critical and the best way to get more affordable housing is through a combination of a reasonable requirement coupled with as much building as possible. With this approach, we could easily double or triple the number of below market rate (BMR) units in the city within a decade. If we prevent building, the number might scarcely increase at all.

  5. Increase investment in public housing by renovating and preserving the units, building more public housing in neighborhoods across the city, and set aside money when the economy is good to build public housing when the economy is bad.

  6. Allow for smaller more affordable units to be built, what SPUR calls “Affordable by Design.”

  7. Allow for an increase in the legalization of in-law and secondary units (even if they are going to be used for Airbnb - better these spaces be used than larger, higher occupancy ones).

  8. Rezone underutilized industrial and commercial zoning to housing.

  9. Create incentives for replacing underutilized sites throughout the city, including upzoning and a simplified permitting procedure.

  10. Consider big ideas that have worked elsewhere. For example, developing a Mitchell-Lama Housing-like program by building public-private partnerships so more housing can be built. That program had a ton of flaws and would need to be significantly reworked, but you couldn’t fault it for a lack of ambition.

I would also like to consider larger, bolder solutions that haven’t been tried yet. Maybe there is a grand bargain between the “sides” or maybe the pro-housing side just needs to win a political victory. Either way, we need a grand bargain that builds much more housing — over 100,000 units are needed by some estimates — in San Francisco, with a large chunk of it being affordable.

Everything should be on the table to make that happen. Our city, and the livelihood of many of our fellow citizens, depends on it. Right now, the future is bleak and only because of our own choices. Let’s make a promise — to each other and to the future generations of San Franciscans — to execute on a housing policy that preserves the spirit of this city. That’s a promise worth keeping.

Endnotes

[0] Census Bureau Estimates of San Francisco County’s population over the last three years:

2013: 840,715

2014: 852,537

2015: 864,816

So, in each of the last two years, San Francisco’s population grew by approximately 12,000 people. The city’s housing stock has increased by approximately the same amount -- 24,000 units at least according to Scott Weiner’s blog post cited below -- since 2003. That’s with over 100,000 people moving to the city since 2003.

[1] This blog post is born from an event last Wednesday evening (March 23). I organized a panel called “Affordable Housing - What's the Right Answer?” at the Eureka Valley Neighborhood Association, of which I’m on the board. The idea behind the panel was to have a selection of perspectives within the entire spectrum of perspectives on housing in San Francisco. The panel guests were Peter Cohen from the Council of Community Housing Organizations and Dennis Richards from the San Francisco Planning Commission. We had invited Tim Colen from the San Francisco Housing Action Coalition, to have a wider range of perspectives, but he was unable to attend at the last minute.

I left the panel energized but only because I disagree with both of the panelists that came. I wish that Tim was there. It it might have been less civil but it might have been more constructive. Overall, I ended up finding the conversation quite frustrating. I did my absolute best to keep my perspective to myself — I didn't talk very much — and just asked questions. But after the meeting, I couldn't contain myself and sent a long rant to the EVNA board. This post is an edited version of that email.

[2] Many sources have influenced my overall thinking about housing. Starting with my time working with and around city governments (particularly New York City, and also Newark, NJ) but also a ton of great reading out there, like, my Supervisor Scott Weiner on how "Yes, Supply & Demand Apply to Housing, Even in San Francisco", SPUR President Gabe Metcalf's writings, including, "What's the Matter With San Francisco?", subtitled “The city’s devastating affordability crisis has an unlikely villain—its famed progressive politics", or, of course, Kim-Mai Cutler's well-known posts on the history and realities of housing in San Francisco and California, for example, "How Burrowing Owls Lead To Vomiting Anarchists (Or SF’s Housing Crisis Explained)".

[3] Planning Commissioner Dennis Richard claimed this fact last Wednesday night on the panel: that we don’t need a single new unit of housing built in the city. I just cannot believe it. Peter could not believe that claim either, and that's saying something!

[4] This is a favorite argument of Peter Cohen that just sounds so sweet, but...

[5] Even I’ve written about big banks needing to be punished, but finance or financial services companies aren’t monolithically good or bad. They’re complicated. They’re different. Many investors are pension funds or university endowments.

[6] I recommend this amazing recent book on the financial crisis for a good rendition of monetary system design in this regard.

[7] Things are a little more complicated than I’m saying, but not much. “Land use actions” include both “private rezonings”, which are variances for individual projects and, I believe, the more important point here. “City neighborhood plans” also must include mandatory affordability, but those don’t happen particularly frequently.

[8] One thing that I do agree with housing advocates around is preventing speculation on real estate: policy should discourage it and encourage inexpensive housing. This post is about building a lot more housing, though, not discouraging housing speculation.

[9] Density is an under appreciated constraint on housing: density limits based on lot area encourage very large units.

Does the California Fair Pay Act Go Far Enough?

While it has been technically illegal to pay women less than men for doing the same job since the Federal Equal Pay Act (EPA) of 1963, women still earn substantially less than men in the United States. According to the American Association of University Women (AAUW), in 2014, women in full-time positions earned 79 cents for every dollar paid to men—and the numbers only get worse for women of color and older women.

The California Fair Pay Act of 2015 is a huge step forward in closing the pay gap, which hovers around $.84 for every dollar in our state. But despite the progress, California still has work to do if we are going to lead the nation in reducing gender-based pay disparities.

The California Fair Pay Act was signed into law as of October 2015 to revisit how comparisons are made between jobs to determine whether they trigger a requirement to pay men and women equally. Instead of the traditional and narrowly defined “equal work” standard, the Act requires equal pay for men and women performing “substantially similar” work.

Under the “equal work” definition, men and women could be paid differently for performing similar functions under different job titles or performing similar functions in different offices controlled by the same employer. Thanks to California’s FPA, jobs that are “viewed as a composite of skill, effort, and responsibility,” require equal pay for men and women. The law puts the responsibility on employers to prove that any differences in pay are a result of a bona fide factor such as “a seniority system, a merit system, a system that measures earnings by quantity or quality of production” or similar, and that the relevant factor or combination of factors must clearly justify any differences in male and female employees’ pay.

Additionally, the FPA mandates that businesses can no longer destroy pay records after two years—they are now required to keep these records for at least three—and it explicitly prohibits employers from preventing or discouraging workers from discussing their pay rates. Both clauses make it easier for women to uncover and document discrepancies in pay rates within the statute of limitations. Unlike many labor laws that exempt smaller businesses from compliance, these rules apply to every employer.

But does the California Fair Pay Act go far enough? Indeed, it covers some of the issues described in the National Equal Pay Task Force’s 2013 report, including a prohibition on employer retaliation against employees for discussing wages and a requirement that employers prove any discrepancies in pay rates are related to legitimate business reasons and not gender.

However, there are critical missing pieces. First, the Act doesn’t consider jobs that are primarily staffed by women. When there are no male employees to compare against, the law cannot be applied—even if pay is unreasonably low compared to industry standards. Second, there is little support for smaller companies that have neither the experience nor the resources to effectively analyze company-wide pay rates and correct gender-based discrepancies. Larger companies usually have the resources, but more complex pay structures and job descriptions make analysis a nightmare.  Finally, the act does not deliver services directly to girls and women. For example, the Act could set aside funds to teach pay negotiation skills, which would be an effective tool in reducing gender-based pay differences.

The California Fair Pay Act is commendable in its tough stance on holding companies accountable for removing discriminatory differences in pay, and it appears that California will lead the nation in reducing the pay gap. With a little additional work, California could be the first state to eliminate the disparate pay between men and women altogether.

California Should Take Its Business to Community Banks

(This op-ed originally appeared in the Sunday Insight section of San Francisco Chronicle on Sunday, February 14, 2016).

U.S. banks recently surpassed $200billion in fines, penalties and settlements for their misbehavior and fraud related to the 2008 financial crisis. The vast majority of these cases has involved the country’s biggest banks, but thousands of U.S. banks played no role in the fraudulent and criminal activities that led up the financial crisis. It is time for us to embrace the strong tradition of community banking for California’s government bank accounts and stop rewarding big banks that mistreat their customers and abuse our trust.

In the months leading up to the financial crisis, banks engaged in a range of predatory practices: deceptive marketing, inappropriate billing, rigging of benchmark interest rates, manipulation of the foreign exchange market, mortgage and mortgage-backed securities fraud, municipal bond rigging, and discrimination against minority buyers — to name just some of the misdeeds that regulators and criminal justice authorities have discovered.

California Attorney General Kamala Harris has been a national leader in the fight to penalize banks for their actions, and helped to spearhead the National Mortgage Settlement, a joint state-federal settlement from five major banks — Ally/GMAC, Bank of America, Citi, JPMorgan Chase, Wells Fargo — relating to their marketing and sale of residential mortgage-backed securities. After harming Californians, these banks agreed to provide various forms of relief to consumers on both the principal and interest payments of their mortgages.

Despite the top criminal justice official of our state penalizing these banks for defrauding our citizens, these banks still get to do business with the state of California. Throughout the year, the state of California’s bank accounts have cash balances of billions of dollars a day.

John Chiang, the state treasurer, maintains California’s bank accounts with eight banks, including all three that were part of the National Mortgage Settlement. California should not be holding its money at these banks, which have been found, by our own attorney general, to have defrauded our citizens.

Deposits are the lifeblood of banking. They are the raw materials with which banks make loans. As we place the state’s deposits into banks, we are supporting those banks and their activities. California taxpayer dollars should only be used to support those banks that have been working to improve Californians’ financial lives, not destroy them. The only bank out of the eight the state does business with that meets that qualification seems to be San Francisco’s Westamerica Bank.

The state has no lack of alternate banking options: More than 100 banks have a branch in the Golden State. Most of them are local banks serving their community without incident before, during and after the financial crisis. Treasurer Chiang should spread the state’s money to these community banks. Doing so will reward them for good behavior and give them additional resources to help support loans to small businesses and local citizens throughout the state.

Big bankers will argue that that the small banks couldn’t handle the load or get the statewide coverage the treasurer’s office needs to conduct business. Neither is true: It would be easy to set up a network of small community banks to provide the state’s necessary depository coverage. And while there will be some administrative overhead of moving away from the big banks — as the treasurer will spread taxpayer dollars across more, smaller, community banks — modern technology will keep costs marginal.

Off-the-shelf technology solutions, likely already in use at the treasurer’s office, will provide everything we need. I’ve seen these tools in action — I built and sold a financial technology startup to Silicon Valley Bank (which, for the record, has no government business, and is not to my knowledge interested in any). Turns out that the “little guys” can do everything the big ones can — with far fewer shenanigans along the way.

The gains of leaving these big banks behind are clear: We punish fraudsters, support local banks, create financial opportunity across the state, and reward the good guys. The treasurer should act immediately. He needs no legislative action or outside approval. With so many good California banks, he should no longer direct our funds to bad ones.

Zachary Townsend is a partner with the Truman Project and the director of direct channels at Silicon Valley Bank, which he joined as the co-founder of Standard Treasury, a Silicon Valley startup that seeked to simplify banking technology. The views expressed here are his own. To comment, submit your letter to the editor at www.sfgate.com/submissions.

Analyzing Some (Miscited) Entrepreneurship Research

My background

While I was growing up my Dad was a postal clerk. Being a mailman is a decent blue collar job, all-in-all, and we were fine financially. But when I was twelve or thirteen, my Dad took a huge risk.

An avid reader, a curious soul, he felt stifled by his work. My Dad filled our house with books and our weekends always included a trip to the local library. He got an Associates degree by night, and then got a grant from (the NJ?) Department of Labor to go get a BA full-time. He quit his job. He spent all of his savings, retirement and otherwise, on graduating with a 4.0 GPA from Rutgers. Passionate about research, he went on to get an MA and PhD. He raised me through my high school years on his stipend alone. Coupon-cutting and free school lunch got us through those years. 

Through this time, my mother was completely out of the picture: I didn't see her between ages 10 and 18. Having said that, she's spent most of her career working in restaurants though: server, cook, etc.  

But it all seems worth it. My dad taught me that taking risks in pursuit of one's dreams was worthwhile, even at a deep economic expense. Since then, the post-great-recession era has not created the best academic market. My Dad has oscillated between short-term academic posts and unemployment. 

Needless to say, neither of my parents comes from any serious money. I didn't fall backwards in to a trust fund. Yet somehow I found a way to be an entrepreneur.

Entrepreneurs come from families with money?

Because of that fact, I was annoyed by the framing and conclusion of this article in Quartz "Entrepreneurs don’t have a special gene for risk—they come from families with money". Although the article is nearly a month old, it's sloppiness bothered me and it's holier-than-thou (counter-cultural?) argument against entrepreneurs is becoming more prevalent. That's fine, lot's of entrepreneurs are entitled, arrogant people — so are many journalists — but I find referring to large communities monolithically so commonplace, and so annoying, that I wrote this short essay.

The article makes a common mistake in journalist reflections of academic research: it turns a statistical fact ("On average, and holding all else equal, entrepreneurs are more likely to have received a gift or inheritance") and turn it into a categorical fact. The absolute divisions make better copy, sure, but reality is messy. I could likely spend my whole life pointing out these types of errors, but this particular instance got under my skin because I'm a fine but by-no-means-atypical counterexample to the "all entrepreneurs come from family money" claim.

The article is so poorly written on so many fronts that maybe I shouldn't be so upset. It convolutes so many different arguments, and makes so many different arguments that sound the same but are not. I do not come from a family with any financial stability. On the other hand, I am white, male, and highly-educated. "Earned" or unearned, I have a huge amount of privilege, pedigree, and connections.[1] I was able to take risks that many people couldn't because of these facts, but it does a disservice to suggest that all the people in a group share the same characteristics. If the author had just written the word "most" or "more than average", etc., then the article would have been well on its way to accuracy. 

The research on entrepreneurship that the article cites is interesting though and it points to some deeper policy points than throwing up your hands and saying you have to come from money to be an entrepreneur. I'm going to write a different article in the future about policy prescriptions, but let me analyze the four research citations given related to entrepreneurship.

Blanchflower and Oswald, "What Makes An Entreprenuer?", 1998.

Linked to from this sentence in the article: "But what often gets lost in these conversations is that the most common shared trait among entrepreneurs is [access to financial] capital—family money, an inheritance, or a pedigree and connections that allow for access to financial stability. "

 Four conclusions from this study:

  1. "consistent with the existence of borrowing constraints on potential entrepreneurs, we find that the probability of self-employment depends markedly upon whether the individual ever received an inheritance or gift"
  2. "when directly questioned in interview surveys, potential entrepreneurs say that raising capital is their principal problem"
  3. "consistent with our theoretical framework's predictions, the self-employed have higher levels of job and life satisfaction than employees"
  4. "childhood personality measurements and psychological test scores are of almost no help in predicting who runs their own business later in life. It is access to start-up capital that matters."

Let's dive in here though. Firstly, the study uses the National Child Development Study (NCDS): "a longitudinal birth cohort study that takes as its subjects all those living in Great Britain who were born between the 3rd and the 9th March, 1958". Before I say anything else about this study, might it be that there are differences between the UK and the US? Those inheritances might have had a larger impact in that society at that time than they might in the US now? That there might be large differences in these facts for between people born in 1958 and 1988?

Putting all that aside, although people who received an inheritance of over GBP5000, the cut-off in their analysis, are twice as likely to be self-employed, most self employed people did not receive a big inheritance. In fact, there are more self employed people who received absolutely no inheritance (1,142) than there are people who received over GBP5000 (692) altogether! [2] If you took a random entrepreneur from the data and asked the question in reverse than Blanchflower and Oswald [1998] does -- how likely are you to have received an inheritance -- the data shows the opposite of the Quartz article's claim.

So, the study cited does not support the sentence that links to it.

Ernst & Young, "Nature or nurture? Decoding the DNA of the entrepreneur"

Linked to from this sentence in the article: "While it seems that entrepreneurs tend to have an admirable penchant for risk, [it’s usually that access to money] which allows them to take risks."

To quote the study, "In the struggle to build momentum and grow their businesses, survey respondents and interviewees agree that founders face three main challenges: funding, people and know-how. And of those three, the biggest obstacle is funding." No doubt that it's true, raising money is difficult. But the citation says nothing about the article's central claim that entrepreneur come from money or have easy access to it. You might well conclude the opposite: so many entrepreneurs note that funding is their biggest obstacle so they must not have access to huge pools of family money or easy cash from connections.

Xu and Ruef, "The myth of the risk-tolerant entrepreneur", 2004.

Linked to from this sentence in the article: "While it seems that entrepreneurs tend to have an admirable penchant for risk, it’s usually that access to money which [allows them to take risks.]"

This is a particular egregious citation. It suggests, on my initial reading, that the linked to article would show that access to money allows entrepreneurs to take risks. The study has nothing to do with that claim! It doesn't relate to the argument one bit. The goal of this article is to "investigate whether entrepreneurs can be assumed to be more risk-tolerant than the general population". Their conclusion: Entrepreneurs are not more risk-tolerant. They found business organization for "non-pecuniary" reasons, like being their own boss. They are in fact more risk-averse because they're trying to peruse profits quickly so they can "lower the risk of business closure" and stay as their own boss. Xu and Ruef [2004] doesn't talk about the backgrounds of entrepreneurs at all, family or otherwise.

Levine and Rubinstein, "Smart and Illicit: Who Becomes an Entrepreneur and Do They Earn More?", 2013.

Paragraph from the article: "University of California, Berkeley economists Ross Levine and Rona Rubenstein analyzed the shared traits of entrepreneurs in a 2013 paper, and found that most were white, male, and highly educated. “If one does not have money in the form of a family with money, the chances of becoming an entrepreneur drop quite a bit,” Levine tells Quartz.

This study is the one that’s closest to supporting the central claim of the Quartz piece, but, again, the categorical nature of the claims is not supported in the empirics — or in Professor Levine's comments. On family background: mothers' education tends to be one year longer (12.6 vs. 11.7 years) for the incorporated self-employed (Levine and Rubinstein's proxy for entrepreneurship[3]), stable two-parent families are true for 83% of entrepreneurs vs. 76% in the general population, and average income for the family is 13k higher, which is a lot (70k vs. 57k). They also do tend to be whiter (83% vs. 70% of the population in the study), more male (72% vs. 52% of the population of the study), more educated by a half year (14.2 years vs. 13.8 in the general population), and slightly more college educated (36% vs. 30% in the general population). The study has some really interesting logit estimates on the probabilities of all of these things, but I'm not going to go in to all that.

I agree that the research here shows that most entrepreneurs are white, male, and highly educated (for some definition of that). But part of the point of all this is to say that statistical significance is not a proxy for actual significance. Saying in an academic paper that the backgrounds of entrepreneurs have more privilege than average, with the numbers plainly available to see, is one matter. Writing a sensational gotcha article that claims that "entrepreneurs ... come from families with money" feels like another.

This isn't even the big take-way from the article though: the big takeaway is that even when you control for whiteness, and richness, and maleness, it still takes something else to be an entrepreneur. We live in a racist, sexist, classist society, I don't think anyone doubts that, but the takeaway from this study — which is almost exactly what the Quartz article is trying to dismiss, is that:

as teenagers, the incorporated tend to have higher learning aptitude and self-esteem scores. But, apparently it takes more to be a successful entrepreneur than having these strong labor market skills: the incorporated self-employed also tend to engage in more illicit activities as youths than other people who succeed as salaried workers. It is a particular mixture of traits that seems to matter for both becoming an entrepreneur and succeeding as an entrepreneur. It is the high-ability person who tends to “break-the-rules” as a youth who is especially likely to become a successful entrepreneur.

Conclusion

There are also some big problems with the datasets looked at, which tend to be longitudinal in nature: they leave out the thriving entrepreneurial spirit in, for example, immigrant communities. To be in the two studies cited above which have serious data, you had to be born in the UK or live in the US at a young age, respectively. That data just does not account for a lot of the entrepreneurship I see. 

Sometime next week, I hope, I'm going to come back to this train of thought and articulate policy ideas around encouraging more entrepreneurship given the observations in these studies. 

Footnotes

[1] "Privilege" can end up an endless enumeration, but let me mention a few others: my vaguely being a Christian is I think not irrelevant, along with my being American (I felt fairly comfortable where I grew up and in all communities I have been part of, well, except Brown to start, but that's a different story); my being cisgender has helped me fit in with men in positions of power; my father valued education which is a privilege, etc. 

[2] This is basic Bayes Theorem reasoning. The conical example is usually given in terms of a medical test. Let's say you have a test that is 99% accurate but a disease that exists in 1% of the population. You use this test on a million people. 10,000 of them actually have the disease of which 9,900 are correctly identified as having the disease and 100 are not. 990,000 people do not have the disease, of which 9,900 are falsely identified as having the disease and 980,100 are correctly identified as not having the disease. So, if I get a negative result from the test, I can be pretty sure I don't have the disease (only 100/980,200 false negatives). But, if I have a positive result, there is only a 50/50 shot I actually do have the disease (9,900/19800)!

[3] This is an imperfect proxy, obviously.