Technology
What’s Hot (and Not) in Early Stage Tech
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.
What’s Not
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.
Markets
Charted: What are Retail Investors Interested in Buying in 2023?
What key themes and strategies are retail investors looking at for the rest of 2023? Preview: AI is a popular choice.

Charted: Retail Investors’ Top Picks for 2023
U.S. retail investors, enticed by a brief pause in the interest rate cycle, came roaring back in the early summer. But what are their investment priorities for the second half of 2023?
We visualized the data from Public’s 2023 Retail Investor Report, which surveyed 1,005 retail investors on their platform, asking “which investment strategy or themes are you interested in as part of your overall investment strategy?”
Survey respondents ticked all the options that applied to them, thus their response percentages do not sum to 100%.
Where Are Retail Investors Putting Their Money?
By far the most popular strategy for retail investors is dividend investing with 50% of the respondents selecting it as something they’re interested in.
Dividends can help supplement incomes and come with tax benefits (especially for lower income investors or if the dividend is paid out into a tax-deferred account), and can be a popular choice during more inflationary times.
Investment Strategy | Percent of Respondents |
---|---|
Dividend Investing | 50% |
Artificial Intelligence | 36% |
Total Stock Market Index | 36% |
Renewable Energy | 33% |
Big Tech | 31% |
Treasuries (T-Bills) | 31% |
Electric Vehicles | 27% |
Large Cap | 26% |
Small Cap | 24% |
Emerging Markets | 23% |
Real Estate | 23% |
Gold & Precious Metals | 23% |
Mid Cap | 19% |
Inflation Protection | 13% |
Commodities | 12% |
Meanwhile, the hype around AI hasn’t faded, with 36% of the respondents saying they’d be interested in investing in the theme—including juggernaut chipmaker Nvidia. This is tied for second place with Total Stock Market Index investing.
Treasury Bills (30%) represent the safety anchoring of the portfolio but the ongoing climate crisis is also on investors’ minds with Renewable Energy (33%) and EVs (27%) scoring fairly high on the interest list.
Commodities and Inflation-Protection stocks on the other hand have fallen out of favor.
Come on Barbie, Let’s Go Party…
Another interesting takeaway pulled from the survey is how conversations about prevailing companies—or the buzz around them—are influencing trades. The platform found that public investors in Mattel increased 6.6 times after the success of the ‘Barbie’ movie.
Bud Light also saw a 1.5x increase in retail investors, despite receiving negative attention from their fans after the company did a beer promotion campaign with trans influencer Dylan Mulvaney.
Given the origin story of a large chunk of American retail investors revolves around GameStop and AMC, these insights aren’t new, but they do reveal a persisting trend.
-
Technology2 weeks ago
Visualizing Google’s Search Engine Market Share
-
United States4 days ago
Mapped: How Much Does it Take to be the Top 1% in Each U.S. State?
-
Markets4 weeks ago
The Monthly Cost of Buying vs. Renting a House in America
-
Money2 weeks ago
Visualized: How Long Does it Take to Double Your Money?
-
Markets4 days ago
Charted: What are Retail Investors Interested in Buying in 2023?
-
Misc4 weeks ago
Ranked: The World’s Largest Stadiums
-
Maps2 weeks ago
The Incredible Historical Map That Changed Cartography
-
Markets2 days ago
The $109 Trillion Global Stock Market in One Chart