What’s Hot (and Not) in Early Stage Tech [Chart]
Using big data to discover what aspiring entrepreneurs are thinking
The Chart of the Week is a weekly Visual Capitalist feature on Fridays.
There are many ways to get a pulse on the startup scene to see what is trending. For example, one could look at the sub-sectors getting the most money from venture capitalists. The more deals and money hitting a sub-sector, the more it could be on its way up the ladder.
However, perhaps there is another angle that can tell us something, even if it’s simply confirming an already-held suspicion about trends in early stage tech. What are the entrepreneurs in the trenches doing? What are they focusing on, and how is that a change from previous time periods?
Big Data from Y Combinator
Y Combinator, arguably the most prominent startup accelerator on the planet, has indulged us on this hunch. Using the thousands of applications they get each year from aspiring entrepreneurs, they’ve had the foresight to methodically break them down by keyword to potentially show us trends within the pitches by startup founders.
For a wonderful post that breaks this all down, go to the company’s The Macro blog, which discusses many of these trends over the course of years in great detail.
That said, we decided to piggyback onto this interesting data set with a slightly different approach.
Method to the Madness
While the results of the keyword analysis of Y Combinator applications included many meaningful keywords, it also was cluttered with less meaningful pieces of noise. As an example, between 2015 and 2016 applications, there was a 204% increase in the use of the word “firms”. This doesn’t seem to tell us anything significant about the startup world, especially since it only went from 0.3% to 0.8% in actual usage within the scope of all applications.
To combat noise, we took the more subjective approach by identifying keywords that were more concretely associated with sub-sectors or trends. The mention of the term “IoT” in an application, for example, is more telling and suggests that an entrepreneur is pitching a startup idea related to the Internet of Things to the accelerator. More mentions of “IoT” in pitches means that ideas on the “IoT” are top of mind for aspiring entrepreneurs.
What’s Hot in Early Stage Tech?
Using the above subjective methodology, here are the increases and decreases over the last year that stood out the most to us:
The word “Slack” was used 850% more often in 2016 applications, clearly related to the popular workplace collaboration tool of the same name. Slack’s explosive growth has rippled through to the startup world, likely inspiring an army of potential competitors and collaborators in the wake of their success.
Other emerging trends that picked up steam in recent applications: virtual reality (“VR”), artificial intelligence (“AI”), internet of things (“IoT”), and “drones”. The 119% increase in the usage of the word “bills” also points to the recent attention on the fintech space.
The mention of “SaaS” (Software as a Service) also increased 52%, as it has become a preferred business model by venture capitalists.
The largest decrease of all terms used was that of “Bitcoin”, which dropped 62% from one year to the next. The cryptocurrency has been a popular developer target for years, but the rush to take it mainstream may now be losing steam. The world’s top performing currency in 2015 has been called dead many times before, so it is certainly no stranger to adversity.
The word “nonprofit” was also used 29% less, which may point to the recent pressure for startups to offer a more foreseeable potential return on investment for investors. The ecosystem isn’t as frothy as it once was, and nonprofit ideas may have taken a temporary tumble as a result.
“Crowdfunding” has also dropped more off the radar, receiving 25% less mentions.
The 20 Internet Giants That Rule the Web
A lot has changed since Yahoo and AOL were the homepages of choice. This visualization looks at the largest internet giants in the U.S. since 1998.
The 20 Internet Giants That Rule the Web (1998-Today)
With each passing year, an increasingly large segment of the population no longer remembers images loading a single pixel row at a time, the earsplitting sound of a 56k modem, or the early domination of web portals.
Many of the top websites in 1998 were news aggregators or search portals, which are easy concepts to understand. Today, brand touch-points are often spread out between devices (e.g. mobile apps vs. desktop) and a myriad of services and sub-brands (e.g. Facebook’s constellation of apps). As a result, the world’s biggest websites are complex, interconnected web properties.
The visualization above, which primarily uses data from ComScore’s U.S. Multi-Platform Properties ranking, looks at which of the internet giants have evolved to stay on top, and which have faded into internet lore.
America Moves Online
For millions of curious people the late ’90s, the iconic AOL compact disc was the key that opened the door to the World Wide Web. At its peak, an estimated 35 million people accessed the internet using AOL, and the company rode the Dotcom bubble to dizzying heights, reaching a valuation of $222 billion dollars in 1999.
AOL’s brand may not carry the caché it once did, but the brand never completely faded into obscurity. The company continually evolved, finally merging with Yahoo after Verizon acquired both of the legendary online brands. Verizon had high hopes for the company—called Oath—to evolve into a “third option” for advertisers and users who were fed up with Google and Facebook.
Sadly, those ambitions did not materialize as planned. In 2019, Oath was renamed Verizon Media, and was eventually sold once again in 2021.
A City of Gifs and Web Logs
As internet usage began to reach critical mass, web hosts such as AngelFire and GeoCities made it easy for people to create a new home on the Web.
GeoCities, in particular, made a huge impact on the early internet, hosting millions of websites and giving people a way to actually participate in creating online content. If it were a physical community of “home” pages, it would’ve been the third largest city in America, after Los Angeles.
This early online community was at risk of being erased permanently when GeoCities was finally shuttered by Yahoo in 2009, but luckily, the nonprofit Internet Archive took special efforts to create a thorough record of GeoCities-hosted pages.
From A to Z
In December of 1998, long before Amazon became the well-oiled retail machine we know today, the company was in the midst of a massive holiday season crunch.
In the real world, employees were pulling long hours and even sleeping in cars to keep the goods flowing, while online, Amazon.com had become one of the biggest sites on the internet as people began to get comfortable with the idea of purchasing goods online. Demand surged as the company began to expand their offering beyond books.
Amazon.com has grown to be the most successful merchant on the Internet.
– New York Times (1998)
Digital Magazine Rack
Meredith will be an unfamiliar brand to many people looking at today’s top 20 list. While Meredith may not be a household name, the company controlled many of the country’s most popular magazine brands (People, AllRecipes, Martha Stewart, Health, etc.) including their sizable digital footprints. The company also owned a slew of local television networks around the United States.
After its acquisition of Time Inc. in 2017, Meredith became the largest magazine publisher in the world. Since then, however, Meredith has divested many of its most valuable assets (Time, Sports Illustrated, Fortune). In December 2021, Meredith merged with IAC’s Dotdash.
When people have burning questions, they increasingly turn to the internet for answers, but the diversity of sources for those answers is shrinking.
Even as recently as 2013, we can see that About.com, Ask.com, and Answers.com were still among the biggest websites in America. Today though, Google appears to have cemented its status as a universal wellspring of answers.
As smart speakers and voice assistants continue penetrate the market and influence search behavior, Google is unlikely to face any near-term competition from any company not already in the top 20 list.
New Kids on the Block
Social media has long since outgrown its fad stage and is now a common digital thread connecting people across the world. While Facebook rapidly jumped into the top 20 by 2007, other social media infused brands took longer to grow into internet giants.
By 2018, Twitter, Snapchat, and Facebook’s umbrella of platforms were all in the top 20, and you can see a more detailed and up-to-date breakdown of the social media universe here.
A Tangled Web
Today’s internet giants have evolved far beyond their ancestors from two decades ago. Many of the companies in the top 20 run numerous platforms and content streams, and more often than not, they are not household names.
A few, such as Mediavine and CafeMedia, are services that manage ads. Others manage content distribution, such as music, or manage a constellation of smaller media properties, as is the case with Hearst.
Lastly, there are still the tech giants. Remarkably, three of the top five web properties were in the top 20 list in 1998. In the fast-paced digital ecosystem, that’s some remarkable staying power.
This article was inspired by an earlier work by Philip Bump, published in the Washington Post.
Visualizing the Power of the World’s Supercomputers
Supercomputers are some of the most advanced machines humans have ever created. See how they stack up in this infographic.
Visualizing the Power of the World’s Supercomputers
A supercomputer is a machine that is built to handle billions, if not trillions of calculations at once. Each supercomputer is actually made up of many individual computers (known as nodes) that work together in parallel.
A common metric for measuring the performance of these machines is flops, or floating point operations per second.
In this visualization, we’ve used November 2021 data from TOP500 to visualize the computing power of the world’s top five supercomputers. For added context, a number of modern consumer devices were included in the comparison.
Ranking by Teraflops
Because supercomputers can achieve over one quadrillion flops, and consumer devices are much less powerful, we’ve used teraflops as our comparison metric.
1 teraflop = 1,000,000,000,000 (1 trillion) flops.
|#1||🇯🇵 Supercomputer Fugaku||Supercomputer||537,212|
|#4||🇨🇳 Sunway Taihulight||Supercomputer||125,436|
|n/a||Nvidia Titan RTX||Consumer device||130|
|n/a||Nvidia GeForce RTX 3090||Consumer device||36|
|n/a||Xbox Series X||Consumer device||12|
|n/a||Tesla Model S (2021)||Consumer device||10|
Supercomputer Fugaku was completed in March 2021, and is officially the world’s most powerful supercomputer. It’s used for various applications, including weather simulations and innovative drug discovery.
Sunway Taihulight is officially China’s top supercomputer and fourth most powerful in the world. That said, some experts believe that the country is already operating two much more powerful systems, based on data from anonymous sources.
As you can see, the most advanced consumer devices do not come close to supercomputing power. For example, it would take the combined power of 4,000 Nvidia Titan RTX graphics cards (the most powerful consumer card available) to measure up to the Fugaku.
One of China’s unrevealed supercomputers is supposedly named Oceanlite, and is a successor to Sunway Taihulight. It’s believed to have reached 1.3 exaflops, or 1.3 quintillion flops. The following table makes it easier to follow all of these big numbers.
In the U.S., rival chipmakers AMD and Intel have both won contracts from the U.S. Department of Energy to build exascale supercomputers. On the AMD side, there’s Frontier and El Capitan, while on the Intel side, there’s Aurora.
Also involved in the EL Capitan project is Hewlett Packard Enterprise (HPE), which claims the supercomputer will be able to reach 2 exaflops upon its completion in 2023. All of this power will be used to support several exciting endeavors:
- Enable advanced simulation and modeling to support the U.S. nuclear stockpile and ensure its reliability and security.
- Accelerate cancer drug discovery from six years to one year through a partnership with pharmaceutical company, GlaxoSmithKline
- Understand the dynamic and mutations of RAS proteins that are linked to 30% of human cancers
Altogether, exascale computing represents the ability to conduct complex analysis in a matter of seconds, rather than hours. This could unlock an even faster pace of innovation.
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