Curated Insights 2018.06.10

Laying the pipes of a post-advertising world

Brands have always fought for a place in consumers’ hearts, and then relied on their loyalty for repeat business. Pipes are structural relationships that don’t rely on such fickle factors. They are built on more vertically integrated distribution channels and behave more like utilities — a way into people’s homes and lives attached to an account.

Amazon is the ultimate pipe. Their entire value is that they bring things to you — the things can change as necessary: movies, pickles, sneakers. They own the interface, the invisible moving parts, and the household. They understand your preferences intimately and have become arbiters of choice in many homes. Alexa, buy batteries. You get a big pack of generic batteries, rated 4.5 stars for a good price delivered to your home. Do we really need brands with brand managers and media agencies competing for our attention or do we just need batteries for the remote? If pipes offer simplified decision making, better value and validation — then brands as we know them lose their value.

Advertising was unsustainable from the beginning, for two key reasons. Firstly, when a market fills up, everyone needs to shout louder to get heard, until the noise drowns everything out and a vicious cycle sets in to the detriment of all. Secondly, advertisers pay to reach people, but the audience also pays, with perhaps the most precious resource of all, their attention. You pay attention, and our attentions are more burdened than ever. This is the perfect recipe for people to opt out, should we give them a way to, and we have. In a very short span of time, ads have gone from having captive audiences to being avoidable. Social feeds are designed to skip over anything that doesn’t interest you. Fast forwarding over TV ads is great, but watching ad free content (Netflix) is even better.

Not adapting carries the risk of becoming a price taker in the long run. Adapting can be either through building your own pipe infrastructure, not an easy task and especially difficult for companies not born out of technology, or renting someone else’s pipe and ceding power to them and again facing the potential of long term decline. Disney has chosen the former. Soon they will launch their subscription video competitor to Netflix. With a lot on the line, a transformation of epic proportions lies ahead. Whether it’s successful or not, it speaks volumes that the owner of the most magical brands in the world is entering the pipe race.

The list of advantages pipes and subscriptions have over brands and ads is overwhelming: more consistent income and cash flow, lower marketing costs, better access to customers, more flexibility and control of customer experience, better valuations and access to capital, better quality data and potential for AI. As these factors compound, the shift in the balance of power will accelerate.

Spotify uproar points to the power of the playlist

The furor reflects a reality of today’s music business: Playlists are the new radio, helping major artists rack up millions of streams and connecting lesser-known acts with new fans.

But the findings highlight how influential Spotify can be in determining which songs, albums and artists succeed in the streaming era, he adds. Justin Barker, group director of streaming strategy for PIAS, a U.K.-based group of record labels that works with musicians such as Father John Misty, says that for the majority of its new artists, roughly 60% to 80% of streams are on playlists owned and operated by Spotify.

Spotify has become “a very powerful intermediary,” Mr. Waldfogel says. “The music industry used to get bent out of shape about how much market share Walmart would have. This makes that seem quaint.”


Here’s what Fiat Chrysler’s five-year road map looks like

Adjusted Ebitda will rise to between 13 billion and 16 billion euros by 2022, up from about 6.6 billion in 2017. The 2017 figure excludes the Magneti Marelli parts unit that Fiat Chrysler plans to spin off at the beginning of 2019. Fiat Chrysler also said it will spend about 45 billion euros on capital investments as it tries to harness an evolving automotive market place driven by electrification, connected services and self-driving cars.

Fiat Chrysler plans to form a captive financial unit in the U.S. The company has an option to buy out its existing partner, Santander Consumer USA Holdings Inc., and has initiated discussions, Palmer said. Such a move could add $500 million to $800 million in incremental pretax earnings within four years, he said. Fiat could also start its own business, in which case the company envisions about $100 million in incremental profit. A captive finance unit will allow Fiat Chrysler to “participate more fully in capturing value from emerging platforms,” Palmer said, for example by securitizing vehicle fleets and offering access to service providers on a per-mile basis.

Jeep is targeting 1/12 of all sport utility vehicle sales worldwide by 2022, implying a will more than doubling of deliveries to as many as 3.3 million units, based on Bloomberg calculations from the presentation. Maserati will target Tesla Inc. with a full-electric sports car that reaches more than 186 miles per hour. All Maserati powertrains, including the electric ones, will be supplied by Ferrari NV, the supercar maker spun off from Fiat Chrysler in 2016.

Google emerges as early winner from Europe’s new data privacy law

The reason: the Alphabet ad giant is gathering individuals’ consent for targeted advertising at far higher rates than many competing online-ad services, early data show. That means the new law, the General Data Protection Regulation, is reinforcing—at least initially—the strength of the biggest online-ad players, led by Google and Facebook Inc.

Havas SA, one of the world’s largest buyers of ads, says it observed a low double-digit percentage increase in advertisers’ spending through DBM on Google’s own ad exchange on the first day the law went into effect. On the selling side, companies that help publishers sell ad inventory have seen declines in bids coming through their platforms from Google. Paris-based Smart says it has seen a roughly 50% drop. Amsterdam-based Improve Digital says it has experienced a similar fall-off for ads that rely on third-party vendors.

It took a $1 billion IPO for people to see why Adyen matters

By 2017, Adyen was processing in excess of $122 billion in payments for the year, an increase of 61 percent from the year before, and generated $1.2 billion in revenue, according to financial filings. Uber Technologies Inc., Netflix Inc., Spotify Technology SA, and Facebook Inc., are all customers.

Despite its success so far, Adyen still has some ways to go to catch up with the largest payments firms — Vantiv, Chase Paymentech and First Data each handle about $1 trillion annually — but Adyen differs from many of its rivals in a number of ways: Its transaction processing fees are typically lower than those of other young e-commerce oriented payments firms such as Stripe or Square, and it can handle transfers in more currencies and payment types than Chase Paymentech or Vantiv.

Olivier Bisserier, the chief financial officer at Booking.com, an Adyen customer, told Bloomberg in 2016 that he liked that Adyen was willing to “think like a tech company” rather than a bank. When Booking.com expanded into Argentina, Adyen helped build its payments processing gateway for that market at a time when larger payments processors were refusing to do so until the travel site could show significant sales volumes from the new geography.

Janitors are becoming millionaires thanks to this stock’s 9,500% rally

Sunny Optical’s affluent employees have benefited from the largesse of Wang Wenjian, who started the company in Yuyao, a small city on China’s eastern coast, in 1984. When Sunny Optical restructured from a so-called village and township enterprise into a joint-stock company in the 1990s, Wang took the rare step of distributing stakes beyond top management and later organizing the holdings into a trust that now has about 400 holders and owns 35 percent of the Hong Kong-listed company. Leaving a 6.8 percent stake for himself in 1994, Wang allowed quality inspectors, company cooks and cleaners to subscribe for shares at a negligible cost based on their position and years of service.

“When money gathers, people will be apart; when money is scattered, people will gather.”

Curated Insights 2018.05.20

The spectacular power of Big Lens

There is a good chance, meanwhile, that your frames are made by Luxottica, an Italian company with an unparalleled combination of factories, designer labels and retail outlets. Luxottica pioneered the use of luxury brands in the optical business, and one of the many powerful functions of names such as Ray-Ban (which is owned by Luxottica) or Vogue (which is owned by Luxottica) or Prada (whose glasses are made by Luxottica) or Oliver Peoples (which is owned by Luxottica) or high-street outlets such as LensCrafters, the largest optical retailer in the US (which is owned by Luxottica), or John Lewis Opticians in the UK (which is run by Luxottica), or Sunglass Hut (which is owned by Luxottica) is to make the marketplace feel more varied than it actually is.

Now they are becoming one. On 1 March, regulators in the EU and the US gave permission for the world’s largest optical companies to form a single corporation, which will be known as EssilorLuxottica. The new firm will not technically be a monopoly: Essilor currently has around 45% of the prescription lenses market, and Luxottica 25% of the frames. But in seven centuries of spectacles, there has never been anything like it. The new entity will be worth around $50bn (£37bn), sell close to a billion pairs of lenses and frames every year, and have a workforce of more than 140,000 people. EssilorLuxottica intends to dominate what its executives call “the visual experience” for decades to come.

For a long time, scientists thought myopia was primarily determined by our genes. But about 10 years ago, it became clear that the way children were growing up was harming their eyesight, too. The effect is starkest in east Asia, where myopia has always been more common, but the rate of increase has been uniform, more or less, across the world. In the 1950s, between 10% and 20% of Chinese people were shortsighted. Now, among teenagers and young adults, the proportion is more like 90%. In Seoul, 95% of 19-year-old men are myopic, many of them severely, and at risk of blindness later in life.

Del Vecchio paid $645m (£476m) for Ray-Ban. During the negotiations, he promised to protect thousands of jobs at four factories in the US and Ireland. Three months later, he closed the plants and shifted production to China and Italy. Over the next year and a half, Luxottica withdrew Ray-Ban from 13,000 retail outlets, hiked their prices and radically improved the quality: increasing the layers of lacquer on a pair of Wayfarers from two to 31. In 2004, to the disbelief of many of his subordinates, del Vecchio decided that Ray-Ban, which had been invented for American pilots in the 1930s, should branch out from sunglasses into optical lenses, too. “A lot of us were sceptical. Really? Ray. Ban. Banning rays from the sun?” the former manager said. “But he was right.” Ray-Ban is now the most valuable optical brand in the world. It generates more than $2bn (£1.5bn) in sales for Luxottica each year, and is thought to account for as much as 40% of its profits.

The Moat Map

Facebook has completely internalized its network and commoditized its content supplier base, and has no motivation to, for example, share its advertising proceeds. Google similarly has internalized its network effects and commoditized its supplier base; however, given that its supply is from 3rd parties, the company does have more of a motivation to sustain those third parties (this helps explain, for example, why Google’s off-sites advertising products have always been far superior to Facebook’s).

Netflix and Amazon’s network effects are partially internalized and partially externalized, and similarly, both have differentiated suppliers that remain very much subordinate to the Amazon and Netflix customer relationship.

Apple and Microsoft, meanwhile, have the most differentiated suppliers on their platform, which makes sense given that both depend on largely externalized network effects. “Must-have” apps ultimately accrue to the platform’s benefit.

Apple’s developer ecosystem is plenty strong enough to allow the company’s product chops to come to the fore. I continue to believe, though, that Apple’s moat could be even deeper had the company considered the above Moat Map: the network effects of a platform like iOS are mostly externalized, which means that highly differentiated suppliers are the best means to deepen the moat; unfortunately Apple for too long didn’t allow for suitable business models.

Uber’s suppliers are completely commoditized. This might seem like a good thing! The problem, though, is that Uber’s network effects are completely externalized: drivers come on to the platform to serve riders, which in turn makes the network more attractive to riders. This leaves Uber outside the Moat Map. The result is that Uber’s position is very difficult to defend; it is easier to imagine a successful company that has internalized large parts of its network (by owning its own fleet, for example), or done more to differentiate its suppliers. The company may very well succeed thanks to the power from owning the customer relationship, but it will be a slog.

How much would you pay to keep using Google?

Part of the problem is that GDP as a measure only takes into account goods and services that people pay money for. Internet firms like Google and Facebook do not charge consumers for access, which means that national-income statistics will underestimate how much consumers have benefitted from their rise.

Survey respondents said that they would have to be paid $3,600 to give up internet maps for a year, and $8,400 to give up e-mail. Search engines appear to be especially valuable: consumers surveyed said that they would have to be paid $17,500 to forgo their use for a year.


There is another

Spotify has better technology, merchandising (like discovery playlists), and brand. Unlike Apple Music, being a pure-play (as opposed to being owned by a tech giant) gives Spotify more cred among purists, young people, and influencers. The instinct / T Algorithm cocktail has resulted in a firm with 170M users, 75M of whom are premium subscribers. The firm registered €1B this quarter, representing 37% growth. Spotify accounted for 36% of premium music subscribers globally.

What takes Spotify to $300B, and true horseman status? They launch video, and become the most successful streaming entertainment firm, full stop. Netflix’s legacy is on the second most important screen, TV. Spotify was raised on the most important – mobile. Netflix needs to become Spotify before Spotify becomes Netflix. Nobody has cracked social and TV, and as half of young people no longer watch cable TV, if Spotify were to launch video and captured any reasonable share and engagement via unique playlists, then cable and Netflix would begin ceding market cap to Spotify.


Subscriptions for the 1%

The problem with these minuscule conversion rates is that it dramatically raises the cost of acquiring a customer (CAC). When only 1% of people convert, it concentrates all of that sales and marketing spend on a very small sliver of customers. That forces subscription prices to rise so that the CAC:LTV ratios make rational sense. Before you know it, what once might have been $1 a month by 20% of a site’s audience is now $20 a month for the 1%.

There is a class of exceptions around Netflix, Spotify, and Amazon Prime. Spotify, for instance, had 170 million monthly actives in the first quarter this year, and 75 million of those are paid, for an implied conversion of 44%. What’s unique about these products — and why they shouldn’t be used as an example — is that they own the entirety of a content domain. Netflix owns video and Spotify owns music in a way that the New York Times can never hope to own news or your podcast app developer can never hope to own the audio content market.

The Apple Services machine

It is this hardware dependency that makes it impossible to look at Apple Services as a stand-alone business. The Services narrative isn’t compelling if it excludes Apple hardware from the equation. Apple’s future isn’t about selling services. Rather, it’s about developing tools for people. These tools will consist of a combination of hardware, software, and services.

Apple currently has more than 270 million paid subscriptions across its services, up over 100 million year-over-year. Apple is in a good position to benefit from growing momentum for video streaming services including Netflix, HBO, and Hulu. It is not a stretch to claim that Apple will one day have 500 million paid subscriptions across its services. Apple isn’t becoming a services company. Instead, Apple is building a leading paid content distribution platform.

Tencent Holdings Ltd. delivered two major milestones when it reported its earnings Wednesday: record quarterly profits and more than one billion monthly active users on its WeChat platform. The social media and gaming giant, which has been leery of barraging its users with ads, also declared it had raised the maximum number of ads that customers see on WeChat Moments from one a day to two. The app has become China’s most popular messaging service and is integral to driving everything from gaming and payments to advertising for Tencent.

MoviePass: the unicorn that jumped into Wall Street too soon

“The growth-at-all-costs strategy is being funded these days by the venture community, not the public market. The last time we saw the public markets fund a growth-at-all-costs strategy was the 1999 internet bubble, and we all know how that ended.”

The prospect of steep declines in a company’s valuations once it hits the public markets is one reason why U.S. companies are waiting longer to go public. Overall, U.S. companies that have gone public this year have done so at an average market capitalization of $1.1 billion, according to Thomson Reuters data, a 44 percent increase from the average market cap during the height of the dot com craze in 1999. At the same time, companies are now going public 6.5 years after receiving their first venture capital backing on average, more than double the three years between initial funding and going public in 1999.

Cerebras: The AI of cheetahs and hyenas

The specialist starts out with a technology optimized for one specific task. Take the graphics-processing unit. As its name denotes, this was a specialist technology focused on a single task–processing graphics for display. And for the task of graphics, graphics-processing units are phenomenal. Nvidia built a great company on graphics-processing. But over time, the makers of graphics-processing units, AMD and Nvidia, have tried to bring their graphics devices to markets with different requirements, to continue the analogy to hunt things that aren’t gazelle. In these markets, what was once a benefit, finely tuned technology for graphics (or gazelle-hunting), is now a burden. If you hunt up close like a leopard and never have to run fast, having your nose smooshed into your face is not an advantage and may well be a disadvantage. When you hunt things you were no longer designed to hunt, the very things that made you optimized and specialized are no longer assets.

Intel is the classic example of a generalist. For more than 30 years the x86 CPU they pioneered was the answer to every compute problem. And they gobbled up everything and built an amazing company. But then there emerged compute problems that specialists were better at, and were big enough to support specialist companies—such as cell phones, graphics and we believe AI. In each of these domains specialist architectures dominate.

We are specialists, designing technology for a much more focused purpose than the big companies burdened with multiple markets to serve and legacy architectures to carry forward. Specialists are always better at their target task. They do not carry the burden of trying to do many different things well, nor the architectural deadweight of optimizations for other markets. We focus and are dedicated to a single purpose. The question of whether we—and every other specialist– will be successful rests on whether the market is large enough to support that specialist approach. Whether, in other words, there are enough gazelle to pursue. In every market large enough, specialists win. It is in collections of many modest markets, that the generalist wins. We believe that the AI compute market will be one of the largest markets in all of infrastructure. It will be the domain of specialists.


This $2 billion AI startup aims to teach factory robots to think

What sets Preferred Networks apart from the hundreds of other AI startups is its ties to Japan’s manufacturing might. Deep learning algorithms depend on data and the startup is plugging into some of the rarest anywhere. Its deals with Toyota and Fanuc Corp., the world’s biggest maker of industrial robots, give it access to the world’s top factories. While Google used its search engine to become an AI superpower, and Facebook Inc. mined its social network, Preferred Networks has an opportunity to analyze and potentially improve how just about everything is made.

At an expo in Japan a few months later, another demo showed how the tech might one day be used to turn factory robots into something closer to skilled craftsmen. Programming a Fanuc bin-picking robot to grab items out of a tangled mass might take a human engineer several days. Nishikawa and Okanohara showed that machines could teach themselves overnight. Working together, a team of eight could master the task in an hour. If thousands — or millions — were linked together, the learning would be exponentially faster. “It takes 10 years to train a skilled machinist, and that knowledge can’t just be downloaded to another person” Fanuc’s Inaba explained. “But once you have a robot expert, you can multiply it infinitely.”

China buys up flying schools as pilot demand rises

In September Ryanair axed 20,000 flights due to a rostering mess-up made worse by pilot shortages. This forced the low-cost carrier to reverse a longstanding policy and recognise trade unions and agree new pay deals — a move that it said would cost it €100m ($120m) a year from 2019.

China is on course to overtake the US as the world’s largest air travel market by 2022, according to the International Air Transport Association.

US aircraft maker Boeing predicts China will need 110,000 new pilots in the years through to 2035, and its airlines are expected to purchase 7,000 commercial aircraft over the next two decades.

China’s aviation market grew by 13 per cent last year, with 549m passengers taking to the skies, double the number who flew in 2010. Growth is being driven by the rising middle class, an expansion of routes by Chinese airlines and the easing of visa restrictions by foreign governments keen to attract Chinese tourists.

California will require solar power for new homes

Long a leader and trendsetter in its clean-energy goals, California took a giant step on Wednesday, becoming the first state to require all new homes to have solar power.

The new requirement, to take effect in two years, brings solar power into the mainstream in a way it has never been until now. It will add thousands of dollars to the cost of home when a shortage of affordable housing is one of California’s most pressing issues.

Just half a percent

If you save $5,000 a year for 40 years and make only 8% (the “small” mistake), you’ll retire with about $1.46 million. But if you earn 8.5% instead, you’ll retire with nearly $1.7 million. The additional $230,000 or so may not seem like enough to change your life, but that additional portfolio value is worth more than all of the money you invested over the years. Result: You retire with 16% more.

Your gains don’t stop there. Assume you continue earning either 8% or 8.5% while you withdraw 4% of your portfolio each year and that you live for 25 years after retirement. If your lifetime return is 8%, your total retirement withdrawals are just shy of $2.5 million. If your lifetime return is 8.5% instead, you withdraw about $3.1 million. That’s an extra $600,000 for your “golden years,” a bonus of three times the total dollars you originally saved.

Your heirs will also have plenty of reasons to be grateful for your 0.5% boost in return. If your lifetime return was 8%, your estate will be worth about $3.9 million. If you earned 8.5% instead, your estate is worth more than $5.1 million.

Keep your investment costs low.
Slowly increasing your savings rate over time.
Consistently saving while treating investment contributions like a periodic bill payment.
Bettering your career prospects to increase your income over time.
Avoiding behavioral investment mistakes which can act as a counterweight to the benefits of compounding.

Curated Insights 2018.04.08

The most important self-driving car announcement yet

The company’s autonomous vehicles have driven 5 million miles since Alphabet began the program back in 2009. The first million miles took roughly six years. The next million took about a year. The third million took less than eight months. The fourth million took six months. And the fifth million took just under three months. Today, that suggests a rate on the order of 10,000 miles per day. If Waymo hits their marks, they’ll be driving at a rate that’s three orders of magnitude faster in 2020. We’re talking about covering each million miles in hours.

But the qualitative impact will be even bigger. Right now, maybe 10,000 or 20,000 people have ever ridden in a self-driving car, in any context. Far fewer have been in a vehicle that is truly absent a driver. Up to a million people could have that experience every day in 2020.

2020 is not some distant number. It’s hardly even a projection. By laying out this time line yesterday, Waymo is telling the world: Get ready, this is really happening. This is autonomous driving at scale, and not in five years or 10 years or 50 years, but in two years or less.


Facebook, big brother and China

Whether users are OK with this is a personal judgment they make, or at least should be making, when using the services. In open and democratic societies, perhaps users are less worried about what large corporations, who can be secretly compelled to hand over data to the state, know about them. Users are protected by the rule of law, after all. If they are going to see advertising in exchange for content, storage and functionality, then they would rather see relevant than irrelevant advertising alongside their web pages, emails, photos, videos and other files. Most citizens are not criminals and not concerned about what the state knows – they just want to share their holiday photos and chat with each other and in groups via a convenient platform, knowing that Facebook can mine and exploit their data.

But in authoritarian states such as China which control what their citizens can see and which lack a reliable rule of law, such networks pose a bigger threat. Tencent, for example, with its billion active accounts, knows the social graph of China, who your friends and associates are, where you go, what you spend (if you use their payment app) and what you say to each other and in groups on the censored chat platform. Similarly Sina Weibo. The state security apparatus has access to all of this on demand, as well of course as access to data from the mobile phone operators. So even if you stay off the Tencent grid, if you use the phone network then the state will know a lot about anyone you call who is a user of these platforms, as well as being able to profile you based on your repeated common location with other users. All of this data is likely to be accessible to the state in China’s forthcoming Orwellian Social Credit System, a combination of credit rating with mass surveillance. Knowledge is power. No wonder then that China won’t allow Facebook into the game.

Nvidia announces a new chip… But it’s not a GPU

The new chip, NVSwitch, is a communication switch that allows multiple GPUs to work in concert at extremely high speeds. The NVSwitch will enable many GPUs – currently 16 but potentially many more – to work together. The NVSwitch will distance Nvidia from the dozen or so companies developing competing AI (artificial intelligence) chips. While most are focused on their first chips, Nvidia is building out highly scalable AI systems which will be difficult to dislodge.


Nvidia: One analyst thinks it’s decimating rivals in A.I. chips

[Nvidia CEO] Jen-Hsun [Huang] is very clever in that he sets the level of performance that is near impossible for people to keep up with. It’s classic Nvidia — they go to the limits of what they can possibly do in terms of process and systems that integrate memory and clever switch technology and software and they go at a pace that makes it impossible at this stage of the game for anyone to compete.

Everyone has to ask, Where do I need to be in process technology and in performance to be competitive with Nvidia in 2019. And do I have a follow-on product in 2020? That’s tough enough. Add to that the problem of compatibility you will have to have with 10 to 20 frameworks [for machine learning.] The only reason Nvidia has such an advantage is that they made the investment in CUDA [Nvidia’s software tools].

A lot of the announcements at GTC were not about silicon, they were about a platform. It was about things such as taking memory [chips] and putting it on top of Volta [Nvidia’s processor], and adding to that a switch function. They are taking the game to a higher level, and probably hurting some of the system-level guys. Jen-Hsun is making it a bigger game.

Nervana’s first chip didn’t work, they had to go back to the drawing board. It was supposed to go into production one or two quarters ago, and then they [Intel] said, ‘We have decided to just use the Nervana 1 chip for prototyping, and the actual production chip will be a second version.’ People aren’t parsing what that really means. It means it didn’t work! Next year, if Nervana 2 doesn’t happen, they’ll go back and do a Nervana 3.


Apple plans to use its own chips in Macs from 2020, replacing Intel

Apple’s decision to switch away from Intel in PC’s wouldn’t have a major impact on the chipmaker’s earnings because sales to the iPhone maker only constitute a small amount of its total. A bigger concern would be if this represents part of a wider trend of big customers moving to designing their own components, he said.

Apple’s custom processors have been recently manufactured principally by Taiwan Semiconductor Manufacturing Ltd. Its decision may signal confidence that TSMC and other suppliers such as Samsung Electronics Co. have closed the gap on Intel’s manufacturing lead and can produce processors that are just as powerful.

Live Nation rules music ticketing, some say with threats

Ticket prices are at record highs. Service fees are far from reduced. And Ticketmaster, part of the Live Nation empire, still tickets 80 of the top 100 arenas in the country. No other company has more than a handful. No competitor has risen to challenge its pre-eminence. It operates more than 200 venues worldwide. It promoted some 30,000 shows around the world last year and sold 500 million tickets.

Though the price of tickets has soared, that trajectory predates the merger and is driven by many factors, including artists’ reliance on touring income as record sales have plummeted.

Live Nation typically locks up much of the best talent by offering generous advances to artists and giving them a huge percentage of the ticket revenue from the door. Why? Because it can afford to. It has so many other related revenue streams on which to draw: sponsorships for the tour, concessions at venues, and, most of all, ticket fees. The fees supply about half of Live Nation’s earnings, according to company reports.

Critics say enforcement of the consent decree has been complicated by what they call its ambiguous language. Though it forbids Live Nation from forcing a client to buy both its talent and ticketing, the agreement lets the company “bundle” its services “in any combination.” So Live Nation is barred from punishing an arena by, say, steering a star like Drake to appear at a rival stop down the road. But it’s also allowed, under the agreement, to redirect a concert if it can defend the decision as sound business.

Roku’s business is not what you think

That’s far from the only ad inventory Roku has access to. The Roku Channel offers free-to-watch popular movies, which Roku sells ad time against. Many of Roku’s “free” channels are ad supported, with Roku having access to all or some of the ad time on many of those channels (not all of them).

While selling ads is the biggest piece of the company’s Platform business, there are some auxiliary sales as well. See those Netflix, Amazon, Pandora, YouTube, etc. buttons on your Roku remote? The company was paid to put them there. Additionally, some TV brands have licensed the right to include Roku OS right into their television set, another source of revenue.

All told, Platform revenue is 44% of total sales, and growing rapidly. In fact, it more than doubled in 2017, and has increased more than 3-fold over the past 2 years. Even better, Platform revenue carries a gross margin near 75%, meaning that already it makes up 85% of Roku’s gross profitability. Completing the trifecta of good news, Platform sales are far more recurring and reliable in nature than hardware sales, giving the company a firmer footing from which to expand their business. Bottom line here? Roku is not really a commodity hardware maker. It is more of a consumer digital video advertising platform.

There is no shortage of ways to get streaming content. And all of them are fighting tooth-and-nail for users. Google and Amazon practically give away their devices to get users into their ecosystem. Against that lineup, it really has very few competitive advantages. There is no meaningful lock-in to the platform. It is really quite simple and painless for a consumer to switch from a Roku to a competing offering. Getting new customers is even more of a dog fight.

Netflix makes up over 30% of streaming hours through Roku’s platform, but the channel provides essentially no revenue back. Same for Amazon, Hulu, and the most popular ad-supported video network in the world, YouTube. Roku relies on monetizing Roku Channel and other, less prominent content channels. However, there is nothing stopping those other channels from switching to a different ad provider, or (if they are large enough), building out their own.


Alibaba is preparing to invest in Grab

Alibaba leaned heavily on its long-time ally SoftBank — an early backer of Tokopedia and Grab — to get the Tokopedia deal ahead of Tencent. That’s despite Tokopedia’s own founders’ preference for Tencent due to Alibaba’s ownership of Lazada, an e-commerce rival to Tokopedia. SoftBank, however, forced the deal through. “It was literally SoftBank against every other investor,” a separate source with knowledge of negotiations told TechCrunch. Ultimately, Alibaba was successful and it led a $1.1 billion investment in Tokopedia in August which did not include Tencent.

CRISPR recorder

While the Cas9 protein is involved in cutting and correcting DNA, the Cas4 protein is part of the process that creates DNA and genetic memory. CRISPR evolved from a bacterial immune defense system in which bacteria destroy viral invaders. Now we are beginning to understand how bacteria detect the invaders and remember the encounters. With Cas4, bacteria can record these encounters in their DNA, creating a permanent ledger of historical events.

Our understanding of Cas4 is rudimentary, but its potential applications are provocative. Not only will it timestamp key events, but it should be able to monitor how an individual’s body works and how it reacts to different kinds of bacteria. A Cas4 tool should be able to fight antibiotic resistance, an important use case addressing a significant unmet need.

How do wars affect stock prices?

Our research is not alone in reaching this conclusion. A 2013 study of US equity markets found that in the month after the US enters conflict, the Dow Jones has risen, on average, by 4.0 percent—3.2 percent more than the average of all months since 1983. A 2017 study found that volatility also dropped to lower levels immediately following the commencement of hostilities relative to the build-up to conflict. During the four major wars of the last century (World War II, the Korean War, the Vietnam War, and the First Gulf War), for instance, large-cap US equities proved 33 percent less volatile while small-cap stocks proved 26 percent less volatile. Similarly, FTSE All Share and FTSE 100 volatility has historically fallen by 19 and 25 percent over one- and three-month horizons following the outbreak of conflict.

Regression to lumpy returns

Missing a bull can be even more detrimental than taking part in a bear. Following the two huge bear markets we’ve experienced this century, many investors decided it was more important to protect on the downside than take part in the upside. Risk is a two-way street and I’m a huge proponent of risk management, but investors have taken this mindset too far. Missing out on huge bull market gains can set you back years in terms of performance numbers because you basically have to wait for another crash to occur, and then have the fortitude to buy back in at the right time. I have a hard time believing people who missed this bull market because they were sitting in cash will be able to put money to work when the next downturn strikes.


How to talk to people about money

In the last 50 years medical schools subtly shifted teaching away from treating disease and toward treating patients. That meant laying out of the odds of what was likely to work, then letting the patient decide the best path forward. This was partly driven by patient-protection laws, partly by Katz’s influential book, which argued that patients have wildly different views about what’s worth it in medicine, so their beliefs have to be taken into consideration.

There is no “right” treatment plan, even for patients who seem identical in every respect. People have different goals and different tolerance for side effects. So once the patient is fully informed, the only accurate treatment plan is, “Whatever you want to do.” Maximizing for how well they sleep at night, rather than the odds of “winning.”

Everyone giving investing advice – or even just sharing investing opinions – should keep top of mind how emotional money is and how different people are. If the appropriate path of cancer treatments isn’t universal, man, don’t pretend like your bond strategy is appropriate for everyone, even when it aligns with their time horizon and net worth.

The best way to talk to people about money is keeping the phrases, “What do you want to do?” or “Whatever works for you,” loaded and ready to fire. You can explain to other people the history of what works and what hasn’t while acknowledging their preference to sleep well at night over your definition of “winning.”

Curated Insights 2018.03.25

What’s next for humanity: Automation, new morality and a ‘global useless class’

“Time is accelerating,” Mr. Harari said. The long term may no longer be defined in centuries or millenniums — but in terms of 20 years. “It’s the first time in history when we’ll have no idea how human society will be like in a couple of decades,” he said.

“We’re in an unprecedented situation in history in the sense that nobody knows what the basics about how the world will look like in 20 or 30 years. Not just the basics of geopolitics but what the job market would look like, what kind of skills people will need, what family structures will look like, what gender relations will look like. This means that for the first time in history we have no idea what to teach in schools.”

Leaders and political parties are still stuck in the 20th century, in the ideological battles pitting the right against the left, capitalism versus socialism. They don’t even have realistic ideas of what the job market looks like in a mere two decades, Mr. Harari said, “because they can’t see.” “Instead of formulating meaningful visions for where humankind will be in 2050, they repackage nostalgic fantasies about the past,” he said.

Investing is hard

On April 1st 1976, Steve Jobs, Steve Wozniak, and Ronald Wayne founded Apple. Wayne drew the first Apple logo, wrote the three men’s original partnership agreement, and wrote the Apple 1 manual. Jobs and Wozniak each owned 45% and Wayne 10%. Two weeks later, he sold his 10% interest for $800. This 10% interest would be worth $90 billion today. He was closer than anyone to the visionaries of Apple, and he still sold.

The Cambridge Analytica scandal, in 3 paragraphs

In June 2014, a researcher named Aleksandr Kogan developed a personality-quiz app for Facebook. It was heavily influenced by a similar personality-quiz app made by the Psychometrics Centre, a Cambridge University laboratory where Kogan worked. About 270,000 people installed Kogan’s app on their Facebook account. But as with any Facebook developer at the time, Kogan could access data about those users or their friends. And when Kogan’s app asked for that data, it saved that information into a private database instead of immediately deleting it. Kogan provided that private database, containing information about 50 million Facebook users, to the voter-profiling company Cambridge Analytica. Cambridge Analytica used it to make 30 million “psychographic” profiles about voters.

Cambridge Analytica has significant ties to some of President Trump’s most prominent supporters and advisers. Rebekah Mercer, a Republican donor and a co-owner of Breitbart News, sits on the board of Cambridge Analytica. Her father, Robert Mercer, invested $15 million in Cambridge Analytica on the recommendation of his political adviser, Steve Bannon, according to the Times. On Monday, hidden-camera footage appeared to show Alexander Nix, Cambridge Analytica’s CEO, offering to bribe and blackmail public officials around the world. If Nix did so, it would violate U.K. law. Cambridge Analytica suspended Nix on Tuesday.

Cambridge Analytica also used its “psychographic” tools to make targeted online ad buys for the Brexit “Leave” campaign, the 2016 presidential campaign of Ted Cruz, and the 2016 Trump campaign. If any British Cambridge Analytica employees without a green card worked on those two U.S. campaigns, they did so in violation of federal law.


Facebook and the endless string of worst-case scenarios

“I have more fear in my life that we aren’t going to maximize the opportunity that we have than that we mess something up” Zuckerberg said at a Facebook’s Social Good Forum event in November. Perhaps it’s time for that fear to shift more towards ‘what could go wrong’, not just for Zuck, but the leaders of all of today’s tech titans.

Most recently, Facebook has found its trust in app developers misplaced. For years it offered an API that allowed app makers to pull robust profile data on their users and somewhat limited info about their friends to make personalized products. But Facebook lacked strong enforcement mechanisms for its policy that prevented developers from sharing or selling that data to others. It’s quite likely that other developers have violated Facebook’s flimsy policies against storing, selling, or sharing user data they’ve collected, and more reports of misuse will emerge.


The Facebook brand

This episode is a perfect example: an unintended casualty of this weekend’s firestorm is the idea of data portability: I have argued that social networks like Facebook should make it trivial to export your network; it seems far more likely that most social networks will respond to this Cambridge Analytica scandal by locking down data even further. That may be good for privacy, but it’s not so good for competition. Everything is a trade-off.


Inside Apple’s secret plan to develop and build its own screens

Controlling MicroLED technology would help Apple stand out in a maturing smartphone market and outgun rivals like Samsung that have been able to tout superior screens. Ray Soneira, who runs screen tester DisplayMate Technologies, says bringing the design in-house is a “golden opportunity” for Apple. “Everyone can buy an OLED or LCD screen,” he says. “But Apple could own MicroLED.”

Creating MicroLED screens is extraordinarily complex. Depending on screen size, they can contain millions of individual pixels. Each has three sub-pixels: red, green and blue LEDs. Each of these tiny LEDs must be individually created and calibrated. Each piece comes from what is known as a “donor wafer” and then are mass-transferred to the MicroLED screen. Early in the process, Apple bought these wafers from third-party manufacturers like Epistar Corp. and Osram Licht AG but has since begun “growing” its own LEDs to make in-house donor wafers. The growing process is done inside a clean room at the Santa Clara facility.

The secretive company that pours America’s coffee

Keurig is offering distribution services to an increasingly broad network of outside brands through its Dr Pepper Snapple deal. It will also be able to sell its coffee, part of an armada of 125 beverage brands, to new customers. Peet’s distribution system is a regional one that doesn’t cover certain retailers such as convenience stores, popular stops for consumers who don’t want to wait in line at larger stores. Dr Pepper’s larger fleet will enable Peet’s ready-to-drink beverages to get into more stores.

Drake and Fortnite create a “crossing the chasm” moment for gaming

While the gaming market is large, generating $100 billion in revenue globally, it reaches relatively few people compared to the music market. Interestingly, music touches almost everyone on earth but generates only $16 billion in revenue per year.

Twitch is the other beneficiary, of course. Twitch is cementing its position as a modern-day ESPN with 15 million daily viewers who spend on average almost two hours per day on the platform.


Oasis hedge fund boss bets on Japan’s professional gaming scene

Strict anti-gambling laws had prevented paid competitions for years, but the industry’s move this month to issue professional gamer licenses is allowing them to sidestep the regulations. Fischer says that lays the groundwork for publishers to grow audiences, sell more games and begin generating new revenue from broadcasting rights and advertising.

Worldwide esports revenue, including media rights, advertising, ticket sales and merchandising, will reach about $5 billion annually by 2020, almost as much as the world’s biggest soccer league today, according to market researcher Activate. The total audience for competitive gaming will grow to 557 million people by 2021 from 380 million this year, according to researcher Newzoo.


Why watch other people play video games? What you need to know about esports

Competitive video game playing, more commonly known as esports, drew 258 million unique viewers globally last year, according to research firm SuperData. For perspective, the National Football League said 204 million unique viewers tuned into the 2016 NFL regular season in the U.S., based on Nielsen data. Just like “real” sports, esports makes money off of investments, branding, advertising and media deals, raking in $1.5 billion in revenue last year, said SuperData. The firm expects the esports industry to hit 299 million viewers this year and top $2 billion in revenue by 2021.

The two things we look for in a management team

As the slide mentions, Verisk decides on buybacks or M&A depending on the available opportunities. Even if they don’t always make the correct assessment in hindsight, we like that there’s a process in place. We were further impressed that Verisk followed the above slide with IRR results from their capital allocation decisions. Again, this level of transparency is rare, but we welcome it and would like more companies to follow suit.

Samsonite wants to spend up on handbags

Parker said Samsonite isn’t actively approaching potential buyers, and the company will likely spend the next year or two consolidating after its $1.8 billion acquisition of luxury bag maker Tumi Holdings Inc. in 2016 and the $105 million purchase of online retailer eBags Inc. last year. The non-travel products market could be a potential space for deals in the future, he said in a separate interview with Bloomberg TV on Thursday.


How one investor turned a bet on the Swiss Central Bank into millions

Still, the root of the gains for Mr. Siegert and the SNB’s other 2,191 private investors is a bit of a mystery. The SNB isn’t like other stocks and pays a tiny dividend. It is governed under laws for both public and private institutions, and owned primarily by individual Swiss states, known as cantons, and cantonal banks. Public-sector bodies own almost 80% of voting shares.

Shareholders have no say in the SNB’s monetary policy or how it manages its massive 790 billion franc war chest of foreign-currency stocks and bonds, built up through years of interventions to weaken the franc.

On the plus side, the SNB is ultrasafe. It prints its own currency—and the franc is among the world’s strongest—which it uses to buy assets. When the SNB loses money, it can always print more. Recently, its profit has been on a tear, aided by rising global stock markets, low bond yields and a weaker franc. The SNB earned a record 54 billion francs in profit last year.


Tencent’s 60,000% runup leads to one of the biggest VC payoffs ever

The stake Naspers bought for just $32 million in 2001 — when Tencent was an obscure Web firm in a nation where few people used the Internet — is now worth $175 billion.

The sale of 190 million shares, worth $10.6 billion based on Tencent’s closing price in Hong Kong on Thursday, will cut the stake held by Naspers to 31.2 percent from 33.2 percent. It’s the first time Naspers has reduced its holdings in Tencent since investing in the company. Naspers won’t sell more shares in the company for at least three years, it said.

Has China overtaken the U.S. in terms of innovation?

In 1996, China invested 0.56 percent of its GDP in R&D, while the U.S. invested 2.44 percent of its GDP. In 2015, China invested 2.06 percent of its GDP, whereas the U.S. invested 2.79 percent. That is, the R&D intensity in China increased by 1.5 percentage points and in the U.S. by only 0.3 percentage points.


Harvard’s nutty idea: Cracking into the almond market

Around 80% of the world’s almonds are currently produced in California, whose almond plantations in its Central Valley have generated strong returns for investors for many years. Volatile weather in recent months, including frost and storms, have hurt estimates for the state’s almond harvest this summer, helping to push wholesale export prices for U.S. almonds to near a two-year high of $6,807 a metric ton.

Consumption of almonds grew 15% from 2012 to 2017, according to estimates from Euromonitor International, which forecasts 4% annual growth through 2021.

In Australia, nuts generate gross revenue of 8,097 to 12,146 Australian dollars (US$6,314 to US$9,471) per acre, roughly 40 times that of grains for the same area, according to the Australian Nut Industry Council. At current wholesale prices of about US$7 per kilogram in Australia, almonds offer a gross margin of around 45% before overhead costs and other expenses, according to Tim McGavin, chief executive of Laguna Bay Pastoral Co., an agricultural asset manager in Brisbane.


Elderly in U.S. are projected to outnumber children for first time

The Census Bureau projects the country would grow to 355 million by 2030, five million fewer than it had estimated three years ago. That is an annual average growth rate of just 0.7%, in line with recent rates but well below historical levels.

Lower population growth could drag on economic growth. This year’s prime-age workforce—ages 25 to 54—is about 630,000 smaller than the Census Bureau projected it would be just three years ago. The bureau projects the prime-age workforce will grow 0.5% a year through 2030, down from a 2014 projected annual rate of 0.58% for the same period.

The share of Americans who are foreign-born, now about 13%, is expected to reach a record 14.9% by 2028, topping a mark set in 1890. That share would rise to 17.2% by 2060.

Does indexing threaten the market?

But from the above results and others, it does not appear that the current level of indexing is a significant problem. This assumes the 24.9% figure for index equity mutual funds and indexed ETFs as a fraction of all U.S. equity mutual funds. As mentioned above, there are no firm figures for institutional indexing or international markets, but it seems unlikely that overall indexed investments exceed the level of roughly 25%.

Along this line, we remain concerned about the fact that many new index ETFs might not be truly independent of the creation of the index, as mentioned above. Even more importantly, given that many of these ETFs and indices are designed via a process of computer exploration of many different component weightings, these ETFs are highly vulnerable to backtest overfitting. As mentioned above, a 2012 Vanguard report found that while 87% of newly published indexes outperformed the broad U.S. stock market over the time period used for the backtest, only 51% outperformed the broad market after inception of the ETF tied to the index.


“I hope for Goldman Sachs’ bankruptcy”: Nassim Nicholas Taleb on Skin in the Game

Our conversation concludes on an optimistic note: “We’ve survived 200,000 years as humans,” says Taleb. “Don’t you think there’s a reason why we survived? We’re good at risk management. And what’s our risk management? Paranoia. Optimism is not a good thing.” Is the paradox, I ask, that human pessimism offers grounds for optimism? “Exactly,” Taleb replies. “Provided psychologists don’t fuck with it.”


What your fund management job will look like in a decade

Asset managers are being squeezed as increased regulation drives up costs and investors shift more money into lower-cost investment products. The solution? The greater use of technology and data-mining to defend margins, reduce expenses and win more client business.

While alternatives still only account for about a tenth of assets, they contribute about 30 percent of revenue, and Oliver Wyman sees that growing to about 40 percent by 2025. That trend will continue to benefit the bigger players able to offer a wider range of investment strategies.

Asset managers that analyze their customer relationship information in conjunction with the asset allocation preferences of both existing and potential customers will gain an advantage. The bigger the firm, the more data it will have available and the more resources it can throw at improving its analytic capabilities.


NASA study: Astronaut’s DNA no longer identical to his identical twin’s after year in space

Though most of Kelly’s biological changes returned to baseline levels after returning to Earth, seven percent of his genes point to possible long-term changes, according to the study. NASA’s preliminary findings were validated this week, according to Space.com. “The Twins Study has benefited NASA by providing the first application of genomics to evaluate potential risks to the human body in space,” according to a release from the agency.

Curated Insights 2018.03.11

Warren Buffett is even better than you think

What makes Buffett special, however, is that he has outpaced the market by a huge margin, even after accounting for those profitability and value premiums. The per-share market value of Berkshire has returned 20.9 percent annually from October 1964 through 2017, according to the company. That’s an astounding 9 percentage points a year better than a 50/50 portfolio of the Fama/French profitability and value indexes for more than five decades.

It’s a feat that can’t be dismissed as mere luck. For one thing, Buffett has been shockingly consistent, beating the 50/50 profitability/value portfolio during 40 of 44 rolling 10-year periods since 1974, or 91 percent of the time. Also, Buffett’s margin of victory is “statistically significant,” as finance aficionados would say, with a t-statistic of 3.1. That’s a fancy way of saying that there’s an exceedingly low likelihood that his outperformance is a result of chance.

How Amazon can blow up asset management

In addition to its home page, Amazon is rich with the most important resource in asset management: trust.

Amazon’s hidden advantage is its ruthless commitment to per customer profitability. I’m willing to bet that the firm has our number. It knows our lifetime value as customers and how we stack up against our cohorts by age, zip code, film preference, etc. Similarly, Amazon has shown that it doesn’t hesitate to fire unprofitable customers who abuse the return privilege. If it exercises the same discernment in avoiding the worst clients, incumbent asset managers stand to lose. Amazon has no legacy costs and no legacy relationships in asset management. Furthermore, it will not plead for such relationships. If you’re a 3rd party fund manager, for instance, getting on Amazon’s platform will be like the Godfather’s offer you can’t refuse. To me, asset management is the type of utility business that Amazon could easily disintermediate, for both its own benefit and the benefit of average investors worldwide. If you thought the overbuilt status of bricks and mortar retailing provided the kindling to the Amazon explosion in retail, the abundance of asset managers (especially active asset managers) provides the uranium for an apocalypse that could be much worse.


Lloyd Blankfein’s big, tricky, game-changing bet

Blankfein insists such pessimism is unwarranted in the long run. Within five years, he thinks, Marcus has the potential to dominate the refinancing of credit card debt by offering clients interest rates that are half of the penalties charged by card issuers. “The big banks have no incentive to do this — to offer a product that competes directly with their credit cards,” he says.

Blankfein insists investors will once again favor Goldman because the market forces behind its model are timeless. “We buy things from people who want to sell and sell things to people who want to buy, when in the real world, those buyers and sellers don’t usually match up,” he says. “Those things have been going on since the Phoenicians.”

Why Spotify won’t be the Netflix of music

Licensing deals are negotiated every couple of years, so investors will have to wait for the next chance to strike a new bargain. Growing bigger should help Spotify cut incrementally better deals, but won’t resolve the basic problem that ownership of must-have content is concentrated in so few hands. The big three plus Merlin accounted for 87% of songs streamed on Spotify last year.

But music is different: Apart from the concentration of rights ownership, new albums don’t have the same marketing pull as a new TV series. Spotify’s prospectus argues that “personalization, not exclusivity, is key to our continued success.” Competing with the record labels to get a better deal just doesn’t seem a viable option.

Why software is the ultimate business model (and the data to prove it)

The Demand for Software is very strong and stable — Spend on software has grown at ~9% for about a decade. Looking forward Gartner estimates show that the Software category is expected to grow 8–11% versus the U.S. economy at 2–3% and broader technology spending at 3–4%. Software is a GOOD neighborhood to live in.

Signals from the Stock Market: “In the short term the market is a popularity contest; in the long term it is a weighing machine.” — Warren Buffett. Over many years, the market reflects the true substance of a business — here you can see that over the last 15 years, a broad basket of software companies has created meaningfully more value than a broad basket of businesses.


Analysing software businesses

Business models are increasingly moving to SaaS business models because it benefits the customer. Even though the total cost of ownership of the software between the two is similar, the cash flow profile for the customer is different. SaaS shifts laying out cash for a license (capex) to an ongoing pay-as-you-go model (opex).

Investors also prefer SaaS models for two main reasons: 1. Higher predictability of future cash flow – SaaS has higher recurring revenue than license model. This provides a more consistent stream of cash flow with less ‘renewal’ risk at the end of every license. 2. Cost structure – the larger the upfront license cost, the larger the sales team required. SaaS models usually have a lower sales and distribution expense than license models.

Another reason SaaS businesses are popular with PE is because software economics match the return profile of of both VC and PE investors. Firstly, the original product with a fixed cost base plus increasing returns to scale earns a high ROIC and can scale with little capital. This matches the low-hit / high multiple return rate VC crave as they can pick the correct product and then sale with little marginal cost. PE then acquires from VC and provide the capital to acquire new products to bundle with the original offering. This strategy also matches the return profile of PE as they can acquire and add various products to the platform over the 5-7 average holding period of PE portfolio companies. Although the economics are not as good as VC stage due to the capital required, the risk is relatively lower as you have product-market fit and sticky customers.

‘Success’ on YouTube still means a life of poverty

Breaking into the top 3 percent of most-viewed [YouTube] channels could bring in advertising revenue of about $16,800 a year. That’s a bit more than the U.S. federal poverty line of $12,140 for a single person. (The guideline for a two-person household is $16,460.) The top 3 percent of video creators of all time attracted more than 1.4 million views per month.

Ideas that changed my life

Room for error is underappreciated and misunderstood. It’s usually viewed as a conservative hedge, used by those who don’t want to take much risk. But when used appropriately it’s the opposite. Room for error lets you stick around long enough to let the odds of benefiting from a low-probability outcome fall in your favor. Since the biggest gains occur the most infrequently – either because they don’t happen often or because they take time to compound – the person with enough room for error in part of their strategy to let them endure hardship in the other part of their strategy has an edge over the person who gets wiped out, game over, insert more tokens, at the first hiccup.

Your personal experiences make up maybe 0.00000001% of what’s happened in the world but maybe 80% of how you think the world works. People believe what they’ve seen happen exponentially more than what they read about has happened to other people, if they read about other people at all. We’re all biased to our own personal history. Everyone. If you’ve lived through hyperinflation, or a 50% bear market, or were born to rich parents, or have been discriminated against, you both understand something that people who haven’t experienced those things never will, but you’ll also likely overestimate the prevalence of those things happening again, or happening to other people.