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 Best and Worst Performing Wealth Markets in the Last 10 Years
This telling chart shows how national wealth markets have changed over the past decade, highlighting the biggest winners and losers.
The Best and Worst Performing Wealth Markets
A lot can change in a decade.
Ten years ago, the collapse of Lehman Brothers sent the world’s financial markets into a tailspin, a catalyst for years of economic uncertainty.
At the same time, China’s robust GDP growth was reaching a fever pitch. The country was turning into a wealth creation machine, creating millions of newly-minted millionaires who would end up having a huge impact on wealth markets around the world.
The Ups and Downs of Wealth Markets (2008-2018)
Today’s graphic, using data from the Global Wealth Migration Review, looks at national wealth markets, and how they’ve changed since 2008.
Each wealth market is calculated from the sum of individual assets within the jurisdiction, accounting for the value of cash, property, equity, and business interests owned by people in the country. Just like other kinds of markets, wealth can grow or shrink over time.
Here are a few countries and regions that stand out in the report:
Developing Asian Economies
In terms of sheer wealth growth, nothing comes close to countries like China and India. The size of these markets, combined with rapid economic growth, have resulted in triple-digit gains over the last 10 years.
For the world’s two most populous countries, it’s a trend that is expected to continue into the next decade, despite the fact that many millionaire residents are migrating to different jurisdictions.
European nations saw very little growth over the past decade, but the Mediterranean region was particularly hard-hit. In fact, eight of the 20 worst performing wealth markets over the last decade are located along the Mediterranean coast:
|Rank (Out of 90)||Country||% Growth (2008-2018)|
European Bright Spots
There were some bright spots in Europe during this same time period. Malta, Ireland, and Monaco all achieved positive wealth growth at rates higher than 30% over the last 10 years.
While it’s expected to see rapidly-growing economies as prolific producers of wealth, it is much more surprising when mature markets perform so strongly. Singapore and New Zealand fall under that category, as does Australia, which was already a large, mature wealth market.
Australia recently surpassed both Canada and France to become the seventh largest wealth market in the world, and last year alone, over 12,000 millionaires migrated there.
The long-term economic slide of Venezuela has been well documented, and it comes as no surprise that the country saw extreme contraction of wealth over the last decade. Since war-torn countries are not included in the report, Venezuela ranked 90th, which is dead-last on a global basis.
Short Term, Long Term
In 2018, global wealth actually slumped by 5%, dropping from $215 trillion to $204 trillion.
All 90 countries tracked by the report experienced negative growth in wealth, as global stock and property markets dipped. Here’s a look at the wealth markets that were the hardest hit over the past year:
|Wealth Market||Wealth growth (2017 -2018)|
The future outlook is rosier. Global wealth is expected to rise by 43% over the next decade, reaching $291 trillion by 2028. If current trends play out as expected, Vietnam could likely top this list a decade from now with a staggering 200% growth rate.
Mapping the World’s Busiest Air Routes
Flying can get you almost anywhere, but often people are journeying between two popular destinations. Here we map the busiest air routes globally.
Mapping the World’s Busiest Air Routes
Modern air travel gives us almost unlimited possibilities for getting around.
Whether you are acting on your wanderlust to explore new and exotic destinations, hopping to a familiar island for a well-deserved vacation, or jetsetting to London in the comfort of business class, the modern airline industry can get you almost anywhere you need to go.
But while flying allows us to have unique experiences, it’s often the case that we are all coming and going from many of the same popular destinations. As a result, the world’s busiest air routes have hundreds of flights per day connecting important city pairs together.
Ranking City Pairs
Today’s chart pulls data from OAG, which has compiled a detailed report ranking the busiest domestic and international air routes from around the globe.
It’s worth noting that the data is over the period of March 2018 to February 2019, and it excludes carriers that operate fewer than 500 routes per year.
Let’s dive in to see which city pairs have the most air travel between them.
Domestic routes are far more popular than international routes globally. According to the report, there are 15 domestic routes that have more operating flights per year than any international route anywhere.
Here’s a look at the top 10 domestic routes:
|Rank||Country||City Pair||Flights (Annually)||Carriers|
|#1||🇰🇷||Jeju ↔️ Seoul||79,460||7|
|#2||🇦🇺||Melbourne ↔️ Sydney||54,102||4|
|#3||🇮🇳||Mumbai ↔️ Delhi||45,188||6|
|#4||🇧🇷||São Paulo ↔️ Rio de Janeiro||39,747||3|
|#5||🇯🇵||Fukuoka ↔️ Toyko||39,406||4|
|#6||🇻🇳||Hanoi ↔️ Ho Chi Minh City||39,291||3|
|#7||🇯🇵||Hokkaido ↔️ Tokyo||39,271||4|
|#8||🇮🇩||Jakarta ↔️ Surabaya City||37,762||6|
|#9||🇺🇸||Los Angeles ↔️ San Francisco||35,365||5|
|#10||🇸🇦||Jeddah ↔️ Riyadh||35,149||5|
The busiest domestic route might be a surprise, unless you are familiar with Asian geography.
With almost 80,000 annual flights, the 300-mile hop between Seoul and Jeju Island in South Korea is the busiest air route in the world by a large margin. Overall, there are seven carriers competing on it each day, with over 200 daily flights available between them.
What makes Jeju so popular?
Known as the “Hawaii of South Korea”, this volcanic island is an extremely popular vacation destination within the country, and it hosts roughly 15 million guests per year.
On an international basis, the busiest route has almost 50,000 fewer flights per year than the Jeju-Seoul city pair listed above. Not surprisingly, this route – and many other top international routes – are also located in the Asia Pacific region.
|Rank||Countries||City Pair||Flights (Annually)||Carriers|
|#1||🇲🇾🇸🇬||Kuala Lumpur ↔️ Singapore||30,187||8|
|#2||🇭🇰🇹🇼||Hong Kong ↔️ Taipei||28,447||5|
|#3||🇮🇩🇸🇬||Jakarta ↔️ Singapore||27,046||7|
|#4||🇭🇰🇨🇳||Hong Kong ↔️ Shanghai||20,678||5|
|#5||🇮🇩🇲🇾||Jakarta ↔️ Kuala Lumpur||19,741||8|
|#6||🇰🇷🇯🇵||Seoul ↔️ Osaka||19,711||8|
|#7||🇺🇸🇨🇦||New York (LGA) ↔️ Toronto||17,038||3|
|#8||🇭🇰🇰🇷||Hong Kong ↔️ Seoul||15,770||9|
|#9||🇹🇭🇸🇬||Bangkok ↔️ Singapore||14,698||5|
|#10||🇦🇪🇰🇼||Dubai ↔️ Kuwait||14,581||4|
The short hop between Singapore and Kuala Lumpur takes only one hour, and it connects two major Southeast Asian commercial hubs. The route has 41 flights per day between eight airlines, making it one of the most competitive routes globally.
The busiest international route outside of the Asia Pacific is between Toronto and New York (LaGuardia) with 17,038 annual flights. Interestingly, it only has three competing carriers – the lowest of any of the top 10 routes.
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