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U.S. Share of Web3 Developers
is Shrinking
April 2022
1
electriccapital.com
policy@electriccapital.com
Table of contents
Executive summary 3
Overall status of Web3 development 9
Decline of Web3 development share in the U.S. 14
Methodology cross-check 19
Terminology 22
Appendix 25
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Executive Summary
3
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Context

Web3 is the next wave of the Internet
Blockchain / Web3 has exploded in popularity as a once-in-a-generation technology platform and
economic opportunity. Web3 has the potential to fundamentally change money, the financial system,
and the Internet more broadly. 

A decentralized Internet ecosystem built on blockchain, where economic value is delivered to the users
of the products via tokens, is a paradigm shift on par with the Internet. What’s valuable and celebrated
within the industry is also the open-sourced nature of the underlying technology, which enables
unparalleled security, access, and transparency.

One of the early and leading indicators of this emerging technology is in software developer
engagement – the more activity (“code commits”) in the underlying software, the more vibrant the
ecosystem. Due to the open-sourced nature of blockchain technology, it is possible to analyze developer
activity by looking at the volume of code commits and derive important trends about the industry.

That the U.S. is increasingly losing market share in Web3 software development may mean both that
the developer community is getting bigger and more global, but may also weaken U.S. preeminence in
finance, national security, and technology in the years to come.
4
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Insight

The U.S. is losing its lead in Web3 software
developers
Over 18,416 developers are responsible for a market worth nearly $3 trillion
at its height in November 2021, and growing
The U.S. was the first and biggest hub for Web3 software development. This
gave the U.S. an early lead to shape the future of Web3 technology, and with it,
the future of finance
The U.S. has lost market share to India, Russia, China, and other emerging
markets as the relative pace of U.S. Web3 development slows. Global Web3
software development activity has grown more outside the U.S., threatening
the U.S.’s preeminence in finance and technology.
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Implications

The U.S. should reinforce its lead in Web3 technology
development to preserve American preeminence
Jobs & Financial Impact: U.S. preeminence in Web3 software development
enables the U.S. to create jobs and growth in a market worth nearly $3 trillion
at its height, and fuel financial inclusion, as the broader Web3 ecosystem
continues to grow
Standards Influence: By designing new protocols, U.S. engineers define the
standards for financial systems and data systems. These are the SWIFT and
HTTP equivalents of the modern era. Losing market share means that other
countries can have larger influence over global financial and data standards
National Security: The U.S. must shape development of new technology and
financial products to reflect American values and national security objectives.
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Obstacles

Lack of clarity around U.S. legal and regulatory
obligations drives Web3 software development to
India, Russia, West Africa and South East Asia
Ambiguous legal and regulatory framework has chilled U.S. innovation,
especially when coupled with vague enforcement threats
Disclosure standards fail to reflect capabilities of Web3 platforms, and fail to
leverage features of Web3 platforms that would advance regulatory
objectives
Attempts to apply traditional regulatory frameworks to innovative technology
sacrifice opportunities to create solutions that both incentivize risk mitigation
and foster further innovation.

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Status of Web3 development 

as of end of 2021
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Web3 reached $3 trillion value: an all-time high
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Note: all time high happened on Nov, 8th 2021
Apr 2016 Apr 2017 Apr 2018 Apr 2019 Apr 2020 Apr 2021
Apr 2015
0
500
1K
1,5K
2K
2,5K
3K
3,5K
Market
Value
[Billions]
Web3 Market Value Over Time Nov 2021
$3 trillion
Web3 developer ecosystem is at all-time high
18,416 monthly active Web3 developers in 2021 (all-time high)
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Web3 Monthly Active Developers Since 2015
Jan 2015 Jan 2017
Jan 2016 Jan 2018 Jan 2019 Jan 2021
Jan 2020 Jan 2022
0
2K
4K
6K
8K
10K
12K
14K
16K
18K
20K
Developers
Dec 2021
18,416
Developers stay in Web3, even if asset prices fall
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Jul 2015 Jul 2016 Jul 2017 Jul 2018 Jul 2019 Jul 2020 Jul 2021
Date
0
2K
4K
6K
8K
10K
12K
14K
16K
18K
20K
Developers
$0.0T
$0.5T
$1.0T
$1.5T
$2.0T
$2.5T
$3.0T
$3.5T
Monthly Software Developers vs Web3 Network Value
Network
Value
Developer Peak
Network Value ATH
Network Value Peak
Developer ATH
The U.S. can capture the next 1 million Web3 developers
An accumulated growth model from 2017 to 2022 suggests a ~1M developer base by 2030
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Note: growth is modeled using Compound Annual Growth Rate (CAGR) of 55.55% (using actual values from 2017 to 2021).
2022
2020 2022 2023 2024 2025 2026 2027 2028 2029 2030
2018
2016 2017 2019 2021
2015
1k
2k
3k
10k
20k
30k
100k
200k
300k
1m
Developers
Projected Web3 Monthly Active Developers (Logarithmic Scale)
2024
69,000+
2030
980,000+
2029
630,000+
Date
2026
165,000+
2027
260,000+
2028
400,000+
2025
105,000+
2023
44,000+
2022
28,000+
2021
18,416
Despite increasing Web3 development
globally, U.S. Web3 development
market share declined
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U.S. is losing market share in Web3 development
According to Code Commit Time (Method 1 in Appendix)
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electriccapital.com
Note: Fitted line is calculated using a linear regression statistical model
Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022
0%
10%
20%
30%
40%
50%
60%
70%
Percentage
of
commits
Code Commits to Web3 Repositories During U.S. Working Hours (9am EST to 9pm EST)
Trend
U.S. is down to 29% in self-reported market share
According to Self-reported Location (Method 2), U.S.-based Web3 developers dropped from 47%
to 29% since 2015. This corroborates inferred code-commit data from Method 1.
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2015 2016 2017 2018 2019 2020 2021
0%
10%
20%
30%
40%
50%
Percentage
of
developers
Percentage of Web3 Software Developers in United States of America
U.S. Web3 dev growth is slower than other countries
According to Self-reported Location (Method 2), U.S. has increased its Web3 developers by 200%,
while the rest of the world increased 300% — the U.S. is losing market share
16
electriccapital.com
U.S.
Germany
United Kingdom
India
France
Russia
Canada
China
Netherlands
Switzerland
Singapore
Australia
Ukraine
Japan
Poland
Argentina
Brazil
Spain
Portugal
Italy
Vietnam
Nigeria
Turkey
Pakistan
New Zealand
Indonesia
Sweden
Belgium
Serbia
Colombia
Mexico
Austria
Lithuania
Bulgaria
Estonia
Romania
0
200
400
600
800
1000 2017
2021
Number of Web3 Developers per Country — 2017 vs 2021 — (Cut-Off > 15)
Number
of
developers
Russia and India are growing and taking market share
Seeing moderate Web3 development growth from a host of smaller countries
17
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2015 2016 2017 2018 2019 2020 2021 2022
0
20
40
60
80
100
Number of Web3 Developers With Reported Locations
Percentage
of
developers
Turkey
Vietnam
Japan
Nigeria
Portugal
Italy
Spain
Argentina
Singapore
Ukraine
Australia
Poland
Netherlands
Canada
China
Switzerland
France
Russia
India
U.K.
Germany
Other
U.S.
4.3%
4.1%
3.1%
2.7%
5.3%
5.9%
8.8%
17.5%
27.3%
Cross-checking:

Web2 development numbers

do NOT show U.S. declines
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Golang development in U.S. hours remained stable
Code commit times (Method 1) for Golang, a popular Web2 programming language
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Note: Fitted line is calculated using a linear regression statistical model
Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022
0
10
20
30
40
50
60
70
80
90
Percentage
of
commits
Percentage Commits to Golang Repository at U.S. Working Hours (9am EST to 9pm EST)
Linux development is flat during US working hours.
Code commit times (Method 1) for Linux, the most famous operative system
20
electriccapital.com
Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022
0
5
10
15
20
25
30
35
40
45
50
55
60
65
Percentage
of
commits
Percentage Commits to Linux Repository at U.S. Working Hours (9am EST to 9pm EST)
Terminology
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Terminology
Software Development
Source Code

Text listing of commands to be compiled or assembled into
an executable computer program.

Open Source Software

Computer software that is released under a license in which
the copyright holder grants users the rights to use, study,
change, and distribute the software and its source code
publicly. Most Web3 code is open source while Web2 code
is mostly closed source. The protocols that enabled the
early Internet (HTTP, SMTP) are open source.

Code Commit

Software development operation that sends the latest
changes of the source code to the code repository. Higher
numbers of code commits indicate more software
development activity.


Code Repository

Central location where software code is stored. Can be
open source (public), or closed source (private).

GitHub

The largest code versioning hosted platform, with over 73
million software developers and more than 200 million code
repositories.

Golang

Popular open source programming language designed by
Google. 3 million developers use it to create Web Services. 

Linux

Best-known and most-used open source operating system.
It sits underneath all the software on a computer. Around
two-thirds of the Internet is hosted in servers running Linux.
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electriccapital.com
Terminology
Crypto & Web3
Web2

Internet as a platform operated by centralized hosts with
websites that emphasize user-created content (i.e., social
media) and ease of use via browsers and mobile apps.
These are the current dominant state of the internet.

Web3

A decentralized Internet ecosystem built on blockchain
technology that enables users to own a share in the success
of the products they use via tokens.

Ground Truth

Information that is known to be real or true, provided by
direct observation and measurement.

Positive Rate

Percentage of developers that the model from Method 1
predicted to be in the U.S., and were self-reported there.

Blockchain

A shared ledger system maintained among nodes of a
computer network, grouping information into blocks that are
strung together, and therefore immutable. 

Ecosystem

A set of applications that operate on a specific blockchain,
e.g., Ethereum, NEAR, Solana.

Network Value

At any given time, the product of the total number of units
of cryptocurrency circulating in a particular ecosystem
multiplied by the dollar value of that cryptocurrency.
23
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Methodology: How do we determine
the location of Web3 developers?
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M e t h o d 1

Timing of Code Submission
To measure Web3 software development activity, we use the precise time when Web3 software code is submitted to an open-
source database. Our analysis uses over 167 million such instances. The time of day when a developer submits code indicates
that developer’s working hours. We apply a 30-day moving-average of these discrete data points to drive our analysis. We
define U.S. working hours to span from 9am EST to 9pm EST (6pm PST).

Source

Publicly accessible source code on GitHub and Bitbucket since 2015. Details are available at github.com/electric-capital

Caveat
U.S. timezones are shared with Canada, Central America, and Latin America. Accordingly, we can distinguish between
developer activity in the Americas vs. other locations, but not within the Americas. All numbers attributed to U.S. are at
most these numbers and likely lower
U.S. work hours span 12 hours, assuming a 9 hour work day across East and West coasts. Such time span partially overlaps
with European working hours (1am EST to 12pm EST)
To evaluate this model’s performance, we used method 2 as the ground truth to conclude that method 1 has a true positive
rate of 78%. In other words, this time-based model is good at identifying development in the U.S.
25
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Method 2

Self-Reported Location
Software developers have accounts with public information such as location or links to their other social networks. When
available, we extract the country from the location data specified by the software developers in their social network accounts
and their code versioning platform accounts.

Sources

Twitter, GitHub

Caveat
Users can input free text in the location information. A percentage of values may be false locations or unrelated values
Users who move from one country to another might forget or not want to update their location information
We mapped 193 countries in 33 languages, including flag emojis, 1,008 U.S. locations and the top 15 cities in the world.
However, we didn’t map cities in certain languages. As a result, countries like China, India, Brazil or Indonesia might be
underrepresented.
26
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Self-reported Location: U.S. vs. non-U.S.
Code commit times (Method 1) is consistent with developers self-reported location (Method 2),
especially with developers self-reportedly in the U.S.
27
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0
5k
10k
15k
20k
25k
Number
of
commits
U.S. working hours
non-U.S.

working hours
non-U.S. 

working hours
Number of Commits by Developers With Reported Locations
EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST
PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST
non-U.S. devs

(self-reported)
U.S. devs

(self-reported)
Note: 78% of the commits from developers self-reportedly in the U.S. happen at U.S. working hours
Code commits: Web3 ecosystems popular in the U.S.
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Most code commits for ecosystems popular in the U.S. occur during U.S. working hours
0
1
2
3
4
5
6
7
8
9
Percentage
of
commits
Solana
Celo
Avalanche
Flow
EOS
Monero
Stellar
Percentage of Commits Over Day Hours by Ecosystem
U.S. working hours
non-U.S.

working hours
non-U.S. 

working hours
EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST
PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST
Code commits: Web3 ecosystems popular in Europe
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Most code commits for ecosystems popular in Europe occur during European working hours
0
1
2
3
4
5
6
7
8
Percentage
of
commits
Polkadot
Cosmos
Cardano
Percentage of Commits Over Day Hours by Ecosystem
EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST
PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST
U.S. working hours
non-U.S.

working hours
non-U.S. 

working hours
Code commits: Web3 ecosystems popular in Asia
Most code commits for ecosystems popular in Asia occur during Asian working hours
30
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0
1
2
3
4
5
6
7
8
9
Percentage
of
commits
Terra
Binance
Smart Chain
Commit Density During the Day
EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST
PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST
U.S. working hours
non-U.S.

working hours
non-U.S. 

working hours
Thank You
Avichal Garg

Emily Meyers

Enrique Herreros

Katherine Wu

Maria Shen

Sheila Warren

Sigal Mandelker

Raphael Guilleminot 


Questions & Inquiries

policy@electriccapital.com

31
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U.S. Share of Web3 Developers is Shrinking

  • 1. U.S. Share of Web3 Developers is Shrinking April 2022 1 electriccapital.com policy@electriccapital.com
  • 2. Table of contents Executive summary 3 Overall status of Web3 development 9 Decline of Web3 development share in the U.S. 14 Methodology cross-check 19 Terminology 22 Appendix 25 2 electriccapital.com
  • 4. Context Web3 is the next wave of the Internet Blockchain / Web3 has exploded in popularity as a once-in-a-generation technology platform and economic opportunity. Web3 has the potential to fundamentally change money, the financial system, and the Internet more broadly. A decentralized Internet ecosystem built on blockchain, where economic value is delivered to the users of the products via tokens, is a paradigm shift on par with the Internet. What’s valuable and celebrated within the industry is also the open-sourced nature of the underlying technology, which enables unparalleled security, access, and transparency. One of the early and leading indicators of this emerging technology is in software developer engagement – the more activity (“code commits”) in the underlying software, the more vibrant the ecosystem. Due to the open-sourced nature of blockchain technology, it is possible to analyze developer activity by looking at the volume of code commits and derive important trends about the industry. That the U.S. is increasingly losing market share in Web3 software development may mean both that the developer community is getting bigger and more global, but may also weaken U.S. preeminence in finance, national security, and technology in the years to come. 4 electriccapital.com
  • 5. Insight
 The U.S. is losing its lead in Web3 software developers Over 18,416 developers are responsible for a market worth nearly $3 trillion at its height in November 2021, and growing The U.S. was the first and biggest hub for Web3 software development. This gave the U.S. an early lead to shape the future of Web3 technology, and with it, the future of finance The U.S. has lost market share to India, Russia, China, and other emerging markets as the relative pace of U.S. Web3 development slows. Global Web3 software development activity has grown more outside the U.S., threatening the U.S.’s preeminence in finance and technology. 5 electriccapital.com
  • 6. Implications
 The U.S. should reinforce its lead in Web3 technology development to preserve American preeminence Jobs & Financial Impact: U.S. preeminence in Web3 software development enables the U.S. to create jobs and growth in a market worth nearly $3 trillion at its height, and fuel financial inclusion, as the broader Web3 ecosystem continues to grow Standards Influence: By designing new protocols, U.S. engineers define the standards for financial systems and data systems. These are the SWIFT and HTTP equivalents of the modern era. Losing market share means that other countries can have larger influence over global financial and data standards National Security: The U.S. must shape development of new technology and financial products to reflect American values and national security objectives. 6 electriccapital.com
  • 7. Obstacles
 Lack of clarity around U.S. legal and regulatory obligations drives Web3 software development to India, Russia, West Africa and South East Asia Ambiguous legal and regulatory framework has chilled U.S. innovation, especially when coupled with vague enforcement threats Disclosure standards fail to reflect capabilities of Web3 platforms, and fail to leverage features of Web3 platforms that would advance regulatory objectives Attempts to apply traditional regulatory frameworks to innovative technology sacrifice opportunities to create solutions that both incentivize risk mitigation and foster further innovation. 7 electriccapital.com
  • 8. Status of Web3 development as of end of 2021 8 electriccapital.com
  • 9. Web3 reached $3 trillion value: an all-time high 9 electriccapital.com Note: all time high happened on Nov, 8th 2021 Apr 2016 Apr 2017 Apr 2018 Apr 2019 Apr 2020 Apr 2021 Apr 2015 0 500 1K 1,5K 2K 2,5K 3K 3,5K Market Value [Billions] Web3 Market Value Over Time Nov 2021 $3 trillion
  • 10. Web3 developer ecosystem is at all-time high 18,416 monthly active Web3 developers in 2021 (all-time high) 10 electriccapital.com Web3 Monthly Active Developers Since 2015 Jan 2015 Jan 2017 Jan 2016 Jan 2018 Jan 2019 Jan 2021 Jan 2020 Jan 2022 0 2K 4K 6K 8K 10K 12K 14K 16K 18K 20K Developers Dec 2021 18,416
  • 11. Developers stay in Web3, even if asset prices fall 11 electriccapital.com Jul 2015 Jul 2016 Jul 2017 Jul 2018 Jul 2019 Jul 2020 Jul 2021 Date 0 2K 4K 6K 8K 10K 12K 14K 16K 18K 20K Developers $0.0T $0.5T $1.0T $1.5T $2.0T $2.5T $3.0T $3.5T Monthly Software Developers vs Web3 Network Value Network Value Developer Peak Network Value ATH Network Value Peak Developer ATH
  • 12. The U.S. can capture the next 1 million Web3 developers An accumulated growth model from 2017 to 2022 suggests a ~1M developer base by 2030 12 electriccapital.com Note: growth is modeled using Compound Annual Growth Rate (CAGR) of 55.55% (using actual values from 2017 to 2021). 2022 2020 2022 2023 2024 2025 2026 2027 2028 2029 2030 2018 2016 2017 2019 2021 2015 1k 2k 3k 10k 20k 30k 100k 200k 300k 1m Developers Projected Web3 Monthly Active Developers (Logarithmic Scale) 2024 69,000+ 2030 980,000+ 2029 630,000+ Date 2026 165,000+ 2027 260,000+ 2028 400,000+ 2025 105,000+ 2023 44,000+ 2022 28,000+ 2021 18,416
  • 13. Despite increasing Web3 development globally, U.S. Web3 development market share declined 13 electriccapital.com
  • 14. U.S. is losing market share in Web3 development According to Code Commit Time (Method 1 in Appendix) 14 electriccapital.com Note: Fitted line is calculated using a linear regression statistical model Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022 0% 10% 20% 30% 40% 50% 60% 70% Percentage of commits Code Commits to Web3 Repositories During U.S. Working Hours (9am EST to 9pm EST) Trend
  • 15. U.S. is down to 29% in self-reported market share According to Self-reported Location (Method 2), U.S.-based Web3 developers dropped from 47% to 29% since 2015. This corroborates inferred code-commit data from Method 1. 15 electriccapital.com 2015 2016 2017 2018 2019 2020 2021 0% 10% 20% 30% 40% 50% Percentage of developers Percentage of Web3 Software Developers in United States of America
  • 16. U.S. Web3 dev growth is slower than other countries According to Self-reported Location (Method 2), U.S. has increased its Web3 developers by 200%, while the rest of the world increased 300% — the U.S. is losing market share 16 electriccapital.com U.S. Germany United Kingdom India France Russia Canada China Netherlands Switzerland Singapore Australia Ukraine Japan Poland Argentina Brazil Spain Portugal Italy Vietnam Nigeria Turkey Pakistan New Zealand Indonesia Sweden Belgium Serbia Colombia Mexico Austria Lithuania Bulgaria Estonia Romania 0 200 400 600 800 1000 2017 2021 Number of Web3 Developers per Country — 2017 vs 2021 — (Cut-Off > 15) Number of developers
  • 17. Russia and India are growing and taking market share Seeing moderate Web3 development growth from a host of smaller countries 17 electriccapital.com 2015 2016 2017 2018 2019 2020 2021 2022 0 20 40 60 80 100 Number of Web3 Developers With Reported Locations Percentage of developers Turkey Vietnam Japan Nigeria Portugal Italy Spain Argentina Singapore Ukraine Australia Poland Netherlands Canada China Switzerland France Russia India U.K. Germany Other U.S. 4.3% 4.1% 3.1% 2.7% 5.3% 5.9% 8.8% 17.5% 27.3%
  • 18. Cross-checking: Web2 development numbers do NOT show U.S. declines 18 electriccapital.com
  • 19. Golang development in U.S. hours remained stable Code commit times (Method 1) for Golang, a popular Web2 programming language 19 electriccapital.com Note: Fitted line is calculated using a linear regression statistical model Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022 0 10 20 30 40 50 60 70 80 90 Percentage of commits Percentage Commits to Golang Repository at U.S. Working Hours (9am EST to 9pm EST)
  • 20. Linux development is flat during US working hours. Code commit times (Method 1) for Linux, the most famous operative system 20 electriccapital.com Jan 2015 Jan 2016 Jan 2017 Jan 2018 Jan 2019 Jan 2020 Jan 2021 Jan 2022 0 5 10 15 20 25 30 35 40 45 50 55 60 65 Percentage of commits Percentage Commits to Linux Repository at U.S. Working Hours (9am EST to 9pm EST)
  • 22. Terminology Software Development Source Code
 Text listing of commands to be compiled or assembled into an executable computer program. Open Source Software
 Computer software that is released under a license in which the copyright holder grants users the rights to use, study, change, and distribute the software and its source code publicly. Most Web3 code is open source while Web2 code is mostly closed source. The protocols that enabled the early Internet (HTTP, SMTP) are open source. Code Commit
 Software development operation that sends the latest changes of the source code to the code repository. Higher numbers of code commits indicate more software development activity. Code Repository
 Central location where software code is stored. Can be open source (public), or closed source (private). GitHub
 The largest code versioning hosted platform, with over 73 million software developers and more than 200 million code repositories. Golang
 Popular open source programming language designed by Google. 3 million developers use it to create Web Services. Linux
 Best-known and most-used open source operating system. It sits underneath all the software on a computer. Around two-thirds of the Internet is hosted in servers running Linux. 22 electriccapital.com
  • 23. Terminology Crypto & Web3 Web2
 Internet as a platform operated by centralized hosts with websites that emphasize user-created content (i.e., social media) and ease of use via browsers and mobile apps. These are the current dominant state of the internet. Web3
 A decentralized Internet ecosystem built on blockchain technology that enables users to own a share in the success of the products they use via tokens. Ground Truth
 Information that is known to be real or true, provided by direct observation and measurement. Positive Rate
 Percentage of developers that the model from Method 1 predicted to be in the U.S., and were self-reported there. Blockchain
 A shared ledger system maintained among nodes of a computer network, grouping information into blocks that are strung together, and therefore immutable. Ecosystem
 A set of applications that operate on a specific blockchain, e.g., Ethereum, NEAR, Solana. Network Value
 At any given time, the product of the total number of units of cryptocurrency circulating in a particular ecosystem multiplied by the dollar value of that cryptocurrency. 23 electriccapital.com
  • 24. Methodology: How do we determine the location of Web3 developers? 24 electriccapital.com
  • 25. M e t h o d 1 Timing of Code Submission To measure Web3 software development activity, we use the precise time when Web3 software code is submitted to an open- source database. Our analysis uses over 167 million such instances. The time of day when a developer submits code indicates that developer’s working hours. We apply a 30-day moving-average of these discrete data points to drive our analysis. We define U.S. working hours to span from 9am EST to 9pm EST (6pm PST). Source Publicly accessible source code on GitHub and Bitbucket since 2015. Details are available at github.com/electric-capital Caveat U.S. timezones are shared with Canada, Central America, and Latin America. Accordingly, we can distinguish between developer activity in the Americas vs. other locations, but not within the Americas. All numbers attributed to U.S. are at most these numbers and likely lower U.S. work hours span 12 hours, assuming a 9 hour work day across East and West coasts. Such time span partially overlaps with European working hours (1am EST to 12pm EST) To evaluate this model’s performance, we used method 2 as the ground truth to conclude that method 1 has a true positive rate of 78%. In other words, this time-based model is good at identifying development in the U.S. 25 electriccapital.com
  • 26. Method 2 Self-Reported Location Software developers have accounts with public information such as location or links to their other social networks. When available, we extract the country from the location data specified by the software developers in their social network accounts and their code versioning platform accounts. Sources Twitter, GitHub Caveat Users can input free text in the location information. A percentage of values may be false locations or unrelated values Users who move from one country to another might forget or not want to update their location information We mapped 193 countries in 33 languages, including flag emojis, 1,008 U.S. locations and the top 15 cities in the world. However, we didn’t map cities in certain languages. As a result, countries like China, India, Brazil or Indonesia might be underrepresented. 26 electriccapital.com
  • 27. Self-reported Location: U.S. vs. non-U.S. Code commit times (Method 1) is consistent with developers self-reported location (Method 2), especially with developers self-reportedly in the U.S. 27 electriccapital.com 0 5k 10k 15k 20k 25k Number of commits U.S. working hours non-U.S.
 working hours non-U.S. 
 working hours Number of Commits by Developers With Reported Locations EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST non-U.S. devs
 (self-reported) U.S. devs
 (self-reported) Note: 78% of the commits from developers self-reportedly in the U.S. happen at U.S. working hours
  • 28. Code commits: Web3 ecosystems popular in the U.S. 28 electriccapital.com Most code commits for ecosystems popular in the U.S. occur during U.S. working hours 0 1 2 3 4 5 6 7 8 9 Percentage of commits Solana Celo Avalanche Flow EOS Monero Stellar Percentage of Commits Over Day Hours by Ecosystem U.S. working hours non-U.S.
 working hours non-U.S. 
 working hours EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST
  • 29. Code commits: Web3 ecosystems popular in Europe 29 electriccapital.com Most code commits for ecosystems popular in Europe occur during European working hours 0 1 2 3 4 5 6 7 8 Percentage of commits Polkadot Cosmos Cardano Percentage of Commits Over Day Hours by Ecosystem EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST U.S. working hours non-U.S.
 working hours non-U.S. 
 working hours
  • 30. Code commits: Web3 ecosystems popular in Asia Most code commits for ecosystems popular in Asia occur during Asian working hours 30 electriccapital.com 0 1 2 3 4 5 6 7 8 9 Percentage of commits Terra Binance Smart Chain Commit Density During the Day EST 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm 12pm 1am 2am EST PST 12pm 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am 11am 12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm PST U.S. working hours non-U.S.
 working hours non-U.S. 
 working hours
  • 31. Thank You Avichal Garg Emily Meyers Enrique Herreros Katherine Wu Maria Shen Sheila Warren Sigal Mandelker Raphael Guilleminot Questions & Inquiries policy@electriccapital.com 31 electriccapital.com