Misc
Visualized: The Top Feeder Schools into Silicon Valley
Visualized: The Top Feeder Schools into Silicon Valley
Silicon Valley is one of the largest and most prominent tech hubs in the world. It accounts for about one-third of America’s national investment capital and it houses the headquarters of over 30 companies in the Fortune 1000.
Given its world-class reputation, it’s the dream of many tech workers to land a job in a Silicon Valley company. But what’s the best route for getting there?
While there is certainly no clear-cut path, one way to try and answer this question is by looking at the universities and colleges that Silicon Valley employees graduate from.
This interactive map by Stephanie Cristea shows the top feeder schools to some of the largest companies in Silicon Valley.
A Look at The Top 30 Schools
The data for this graphic comes from a study by College Transitions, which looks at the top feeder schools for 12 different companies with employees in Silicon Valley, including Twitter, Alphabet, DocuSign, Meta, and eight other large businesses.
Using publicly available data from LinkedIn, the study looked at more than 70,000 entry level engineers and IT employees at these 12 different companies, and identified where they received their undergraduate degree.
Here are the findings of the top 30 feeder schools across all 12 companies:
Rank (Total) | Institution | # Employed | Top Employer |
---|---|---|---|
1 | Carnegie Mellon University | 1,356 | |
2 | University of Southern California | 1,252 | |
3 | University of California, Berkeley | 1,212 | |
4 | Georgia Institute of Technology | 1,094 | Microsoft |
5 | University of Illinois at Urbana-Champaign | 877 | |
6 | University of Washington | 876 | Microsoft |
7 | University of California, San Diego | 795 | |
8 | University of Waterloo | 793 | |
9 | University of California, Los Angeles | 704 | |
10 | Stanford University | 661 | |
11 | Columbia University | 651 | |
12 | University of Michigan | 632 | |
13 | Cornell University | 612 | |
14 | Northeastern University | 604 | |
15 | University of Texas at Austin | 578 | |
16 | University of California, Irvine | 482 | |
17 | San Jose State University | 470 | |
18 | Purdue University | 469 | Microsoft |
19 | University of Toronto | 466 | |
20 | New York University | 464 | |
21 | Massachusetts Institute of Technology | 405 | |
22 | University of Pennsylvania | 352 | |
23 | University of California, Davis | 333 | |
24 | North Carolina State University | 329 | |
25 | University of Maryland | 309 | |
26 | Duke University | 304 | |
27 | Harvard University | 260 | |
28 | University of Wisconsin, Madison | 249 | |
29 | University of Virginia | 244 | Microsoft |
30 | Brown University | 236 |
While this research is far from exhaustive, it provides a glimpse of where 12 of the largest companies in Silicon Valley source their talent, and what it takes to make it into the big leagues.
Adjusted Proportional Rankings
Next, let’s look at the ranking after being adjusted proportionally for each school’s undergraduate enrollment numbers (so smaller schools can be fairly represented in the data):
Rank (Adjusted) | Institution | # Employed | Top Employer |
---|---|---|---|
1 | Carnegie Mellon University | 1356 | |
2 | Columbia University | 651 | |
3 | Stanford University | 661 | |
4 | Massachusetts Institute of Technology | 405 | |
5 | California Institute of Technology | 78 | |
6 | Harvey Mudd College | 72 | |
7 | Georgia Institute of Technology | 1094 | Microsoft |
8 | University of Southern California | 1252 | |
9 | Rice University | 235 | |
10 | Harvard University | 260 | |
11 | Duke University | 304 | |
12 | Cornell University | 612 | |
13 | Northeastern University | 604 | |
14 | University of California, Berkeley | 1212 | |
15 | University of Pennsylvania | 352 | |
16 | Princeton University | 170 | |
17 | Brown University | 236 | |
18 | Santa Clara University | 180 | |
19 | Northwestern University | 226 | |
20 | University of Illinois Urbana-Champaign | 877 | |
21 | Swarthmore College | 36 | |
22 | University of California San Diego | 795 | |
23 | University of Washington | 876 | Microsoft |
24 | Yale University | 115 | |
25 | Washington University in St. Louis | 183 | |
26 | Johns Hopkins University | 143 | |
27 | University of Chicago | 156 | |
28 | University of California, Los Angeles | 704 | |
29 | University of Waterloo | 793 | |
30 | University of Michigan | 632 |
Interestingly, when looking at the adjusted figures, only two of the top 10 feeder schools are Ivy League institutions: Columbia, which comes second on the list, and Harvard, which just makes the cut at number 10.
Carnegie Mellon takes first place, with over 1,300 hired graduates across all 12 companies. While the Pittsburgh-based university is not an Ivy League school, it still has a great reputation—in a recent study by U.S. News & World Report, it ranked as one of the best universities in America.
Even with its excellent reputation, Carnegie Mellon’s acceptance rate is relatively high at 17%, especially when compared to its Ivy League counterparts like Columbia (6%) and Harvard (4%).
It’s worth mentioning that, while Ivy League didn’t dominate the top 10 list, all eight schools made it into the top 30. So, while this data shows that Silicon Valley isn’t exclusively hiring from Ivy League schools, it does indicate that these prestigious institutions have a seat at the table.

This article was published as a part of Visual Capitalist's Creator Program, which features data-driven visuals from some of our favorite Creators around the world.
Misc
Ranked: The World’s Top 10 Automotive Exporters (2000-2022)
Data from the World Trade Organization highlights the world’s 10 largest automotive exporters in 2022.

Ranked: The World’s Top 10 Automotive Exporters
According to the European Automobile Manufacturers’ Association, over 85 million motor vehicles were built around the world in 2022.
In this graphic, we add context to this massive figure by ranking the world’s 10 largest automotive exporters. The list is based on data from the World Trade Organization (WTO) and includes countries from nearly every corner of the world, highlighting the global nature of the industry.
Top 10 Exporting Countries
The data we used to create this graphic is included in the table below. It represents each country’s share of the total export value of global automotive products in both 2000 and 2022.
“Automotive products” are defined by the WTO as motor vehicles, parts and accessories for motor vehicles, and internal combustion engines for propelling said vehicles. This grouping excludes motorcycles and trailers.
Exporter | 2000 (% of world exports) | 2022 (% of world exports) | Change (pp) |
---|---|---|---|
🇪🇺 EU | 45.4% | 46.1% | +0.7 |
🇺🇸 U.S. | 11.7% | 9.1% | -2.6 |
🇯🇵 Japan | 15.3% | 8.9% | -6.4 |
🇲🇽 Mexico | 5.3% | 8.5% | +3.2 |
🇨🇳 China | 0.3% | 8.0% | +7.7 |
🇰🇷 South Korea | 2.6% | 5.1% | +2.5 |
🇨🇦 Canada | 10.5% | 3.3% | -7.2 |
🇬🇧 UK | 4.5% | 2.7% | -1.8 |
🇹🇭 Thailand | 0.4% | 2.0% | +1.6 |
🇹🇷 Türkiye | 0.3% | 1.7% | +1.4 |
Total | 96.3% | 95.4% | -- |
From this list we can identify which countries have experienced the most growth or decline over the past 22 years.
Countries With the Most Growth Since 2000
The automotive exporters that grew their share of global value the most since 2000 are China (+7.7 pp), Mexico (+3.2 pp), and South Korea (+2.5 pp).
There are clear drivers behind each of these growth stories.
For example, China became the world’s largest car market back in 2009, which accelerated the growth of its domestic automakers. China is also home to some of the world’s biggest automotive suppliers, including Weichai (diesel engines), Hasco Automotive (drivetrain and air conditioning systems), and CATL (EV batteries).
Mexico, on the other hand, has grown its auto industry by enticing global brands to construct their factories there. The country’s competitive edge includes cheaper labor and a land border to the United States.
Finally there’s South Korea, whose growth is largely attributed to Hyundai Motor Company. The Seoul-based automaker recently became the third largest on a global basis, trailing only Toyota and Volkswagen.
Countries With the Biggest Decline Since 2000
The automotive exporters that declined the most since 2000 are Canada (-7.2 pp), Japan (-6.4 pp), and the U.S. (-2.6 pp).
Canada’s auto industry has experienced a steady decline in recent years, though new EV-related investments could turn things around. In March 2022, Stellantis and LG Energy Solutions announced the construction of a $3.5 billion EV battery plant in Windsor, Ontario.
Canada’s automotive industry is largely concentrated in the province of Ontario, which neighbors Michigan, the top state for U.S. car production.
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