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Developer Report
January - October 2020
The Developer Report is built on proprietary data from Electric Capital
Data Pipeline ContributorData Pipeline
2
Author
Why analyze developer activity?
3
1. new open platforms
2. early signal of adoption engagement from
developers
3. open source
a. New monthly crypto developers grew 15% in 2020, increasing for the first time since 2017
b. 80%+ of all active developers today came in the last two years
a. Monthly active crypto developers have stayed flat even as new developers joined due to developer loss
outside of the Top 200 ecosystems by network value
b. The number of developers outside of the Top 200 decreased by 30% from December 2018
a. Bitcoin ecosystem has 70%+ more developers than it did 3 years ago
b. 300+ new developers per month commit to the Ethereum ecosystem
c. 67% increase in monthly active developers in Decentralized Finance since January 2020
Executive Summary
4
Overview
5
December 1 - 31, 2019:
1,277 New Developers
+15%
The last time new crypto
developers increased for more
than 3 months was December
2017 at peak Bitcoin prices...
...but new monthly developers
grew 15% since start of 2020
December 1 - 31, 2017:
2,550 New Developers
October 1 - 31, 2020:
1,470 New Developers
The number of new crypto developers is growing for the first time since 2017
6Overview
And monthly active developers seem to be flat/slightly up in 2020...
7
Jan 1, 2020
Developers: 8,212
October 31, 2020
Developers: 8,739
There is a slight 6% increase since Jan
2020, but falls within historical noise.
Overview
...Because developers are consolidating into high quality ecosystems in the top 200 by Network Value
8
...while Developers
outside of the Top 200
have decreased 30%
2018 Winter Developer High
December 15, 2018
Other Developers: 5,328
October 31, 2020
Other Developers: 3,684
Top 200 Developers
increased by 13% since
December 2018...
October 31, 2020
Developers: 5,469
Overview
There are areas of strong developer growth...
9Overview
Bitcoin monthly active developers have grown 70%+ in 3 years
10
+71%
October 31, 2020
Developers: 361
October 31, 2017
Developers: 211
Overview
Ethereum monthly active developers have grown 215%+ in 3 years
11
October 31, 2020
Developers: 2,325
+215%
October 31, 2017
Developers: 738
Overview
Decentralized finance developers increased by 67% since January 2020
12
+67%
October 31, 2020
Developers: 925
January 1, 2020
Developers: 554
Overview
Who left crypto, who remains, and who joined?
13Table of contents
Developers
By Frequency of Contribution
14
Looking across all crypto developers...
15Developers | by frequency of contribution
October 31, 2018
Developers: 9,533
Jan 1, 2020
Developers: 8,212
October 31, 2020
Developers: 8,739
October 31, 2019
Developers: 9,083
There are 8,000+ monthly active developers in crypto Since early 2018
16
A developer is active if they
contribute a code commit to a
crypto ecosystem
Developers | by frequency of contribution
Most developers contribute fewer than 10 days in 1 month
17
75% of developers contributed fewer than 10 days in October 2020
Developers | by frequency of contribution
We can categorize developers based on frequency of contribution
18
Infrequent Contributors
Active fewer than 10 days per month
Frequent Contributors
Active for 10 or more days per month
Developers | by frequency of contribution
Year over Year, infrequent Contributors decreased by 13% while Frequent Contributors stayed relatively flat
19
October 31, 2020
Developers: 5,891
2,798
January 1, 2020
Developers: 5,573
2,840
Infrequent developers fell 13% since
October 2018, though it’s still within
normal fluctuations
October 31, 2019
Developers: 6,156
October 31, 2018
Developers: 6,767
2,976
2,848
Frequent developers numbers are
steady and stayed flat with slight 2%
gain since October 2018
Developers | by frequency of contribution
Developers
By Start Date
20
We find each developer’s first commit date to pinpoint their start date
21
For example, 1,971 developers
committed code for the first time in a
crypto ecosystem in July 2019
Developers | by start date
1200+ new developers join crypto every month in 2020
22
2020 New Developers
Developers | by start date
December 1 - 31, 2019:
1,277 New Developers
+15%
The last time new crypto
developers increased for more
than 3 months was December
2017...
...but new monthly developers
grew 15% since start of 2020
December 1 - 31, 2017:
2,550 New Developers
October 1 - 31, 2020:
1,470 New Developers
15% growth in monthly new developers in crypto since December 2019
23Developers | by start date
Yearly new developers in 2020 already exceeded new developers from 2017
24
Only through
October 2020
2020 New Developers already
exceeded 2017 New Developers
Developers | by start date
45% of new developers in 2020 were active in the last 90 days
25
45% of new developers in
2020 were active in the
last 90 days
Developers | by start date
40%+ of currently active monthly developers started in 2020
26
40%+ of all
developers
started in 2020
Developers | by start date
Proportion of Monthly Active Developers by Start Date
80%+ of all active
developers came in
after Bitcoin prices
peaked in
December 2017
80%+ of currently active developers started after Bitcoin’s all time high in 2017
27Developers | by start date
Proportion of Monthly Active Developers by Start Date
Switching to looking at ecosystems...
28
Ecosystems
By ecosystem Size
29
Community Developers
Protocol Developers
Ecosystems are comprised of community and protocol level developers
30Ecosystems | by ecosystem size
We can count the number of crypto ecosystems that are active per month
31
An ecosystem is active if there was
a code commit in one of its
repositories
Ecosystems | by ecosystem size
Active ecosystems crossed over 800 in 2018 and have stayed above this level
32
October 31, 2020
Active Ecosystems: 816
Ecosystem All Time High
March 31, 2019
Active Ecosystems: 995
January 1, 2018
Active Ecosystems: 744
Ecosystems | by ecosystem size
October 31, 2020
Active Ecosystems: 816
Ecosystem All Time High
March 31, 2019
Active Ecosystems: 995
Active ecosystems decreased by 18% since the all time high Ecosystem Count
33
-18%
Ecosystems | by ecosystem size
October 31, 2020
Active Ecosystems: 816
The number of crypto ecosystems have grown 143% since 2017
34
Ecosystems have
grown 143% since
Jan 2017Jan 2017
Active Ecosystems: 335
Ecosystems | by ecosystem size
Let’s segment ecosystems by number of developers...
35Ecosystems | by ecosystem size
Ecosystems with 2-10 developers are the source of the overall drop
36
October 2020
Active Ecosystems: 423
Ecosystem All Time High
March 31, 2019
Active Ecosystems: 560
-24%
221
160
17
16
200
182
23
14 9
Small Ecosystems: 2-10 developers
Single Developer Ecosystems: 1 developer
Medium Ecosystems: 11-50 developers
Large Ecosystems: 51-100 developers
Mature Ecosystems: 100+ developers
Ecosystems | by ecosystem size
Ecosystems with 1 developer have stayed flat around 200 since 2018
37
160
17
16
200
14
There have been around
200 ecosystems with 1
developer since 2018
October 2020
Active Ecosystems: 423
Small Ecosystems: 2-10 developers
Single Developer Ecosystems: 1 developer
Medium Ecosystems: 11-50 developers
Large Ecosystems: 51-100 developers
Mature Ecosystems: 100+ developers
Ecosystems | by ecosystem size
We can track how ecosystems changed size categories from 2019 q3 to 2020 q3
38
...and break down how these
ecosystems changed team sizes
in 2020 Q3
We can look at the size of
ecosystems in 2019 Q3...
Ecosystems | by ecosystem size
Ecosystems with 100+ developers did not fall below that level by 2020 q3
39
100% of ecosystems with
100+ devs stayed within
the same category
Ecosystems | by ecosystem size
Ecosystems with 31-50 developers in q3 2019 were the most prone to losing developers
40
70%+ of developers who
had 31-50 developers in
Q3 2019 decreased team
size by Q3 2020
Ecosystems | by ecosystem size
Ecosystems with fewer than 10 developers are likelier to be abandoned
41
25% of ecosystems with fewer
than 10 devs and 56% of
ecosystems with 1 dev are
dead one year later
Ecosystems | by ecosystem size
We can take a snapshot of ecosystems in 2019 & 2020
to see how developer numbers changed
42Ecosystems | by ecosystem size
2019 q3 vs 2020 q3
43Ecosystems | by ecosystem size
We can benchmark 2020 q3 team size against 2019 q3 to assess Developer growth
44
The indicates
the average monthly
developers in 2020 Q3
The indicates
the average monthly
developers in 2019 Q3
Ecosystems | by ecosystem size
Most ecosystems with more than 100+ devs today grew or stayed the same Size
45
Polkadot, Cosmos, Bitcoin,
and others grew across
2019 Q3 and 2020 Q3
same size
gained developers
lost developers
Ecosystems | by ecosystem size
same size
gained developers
lost developers
Ethereum gained 300+ average monthly developers since q3 2019
46
Ethereum:
2019 Q3: 1,985
2020 Q3: 2,296
Ecosystems | by ecosystem size
Zooming in...Polkadot, Tezos, Cardano had 100+ devs in Q3 2019 and gained more developers by Q3 2020
47
Had 100+ developers in
2019 Q3 and gained more
developers 2020 Q3
Ecosystems with 100
developers in Q3 2019
same size
gained developers
lost developers
Ecosystems | by ecosystem size
same size (1x)
gained developers
lost developers
Polkadot doubled their developer Count
48
Polkadot:
2019 Q3: 189
2020 Q3: 384
gained 100%
m
ore developers
(2x)
Ecosystems | by ecosystem size
same size (1x)
gained developers
lost developers
gained 100%
m
ore developers (2x)
Filecoin broke into the 100+ category by growing devs 3x
49
gained200%
m
oredevelopers(3x)
Filecoin:
2019 Q3: 37
2020 Q3: 113
Ecosystems | by ecosystem size
same size
gained developers
lost developers
Bitcoin, cosmos, Lightning, and Hyperledger all stayed the same size
50Ecosystems | by ecosystem size
same size
gained developers
lost developers
Eos lost an average of 88 monthly active developers
51
EOS:
2019 Q3: 195
2020 Q3: 107
Ecosystems | by ecosystem size
gained developers
lost developers
Zooming in further to ecosystems with 20+ developers...
52Ecosystems | by ecosystem size
gained200%
m
oredevelopers(3x)
Celo, Nervos, Algorand, Gnosis, Solana now have close to 2x their developers in 2019 q3
53
gained 100%
m
ore developers (2x)
gained developers
lost developers
Ecosystems | by ecosystem size
gained200%
m
oredevelopers(3x)
The graph, oasis, Chainlink, and others now have more than 2x their developers in 2019 q3
54
gained 100%
m
ore developers (2x)
gained developers
lost developers
Ecosystems | by ecosystem size
gained200%
m
oredevelopers(3x)
gained 100%
m
ore developers (2x)
gained developers
lost developers
Near, Flow, Avalanche, Uniswap, Balancer, Arweave, & others now havemore than 3x their developers in 2019 Q3
55Ecosystems | by ecosystem size
Zooming into Ecosystems with <50 developers &
filtering out small network value ecosystems...
56Ecosystems | by ecosystem size
Holo, Omisego, Zilliqa, Ark, SKALE, & Others roughly stayed the same size
57
gained 100%
m
ore developers (2x)
gained200%
m
oredevelopers(3x)
Roughly
stayed the
same size
same size
Ecosystems | by ecosystem size
gained 100%
m
ore developers (2x)
gained200%
m
oredevelopers(3x)
same size
Algorand, Solana, Thorchain, Synthetix, & others have close to 2x their developers in 2019 q3
58Ecosystems | by ecosystem size
Chainlink, Avalanche, Uniswap, Arweave, Crypto.com, Balancer, Matic & others havemore than 2x developers
59
gained 100%
m
ore developers (2x)
gained200%
m
oredevelopers(3x)
same size
Ecosystems | by ecosystem size
Ecosystems
By Top 200 in network value
60
14% more developers working in the top 200 since January 2020
61
October 31, 2020
Developers: 5,469
Jan 1, 2020
Developers: 4,810
+14%
Ecosystems | by Top 200 in Network Value
Most developers have consolidated into the top 200 ecosystems
62
...while Developers
outside of the Top 200
have decreased 30%
2018 Winter Developer High
December 15, 2018
Other Developers: 5,328
October 31, 2020
Other Developers: 3,684
Top 200 Developers
increased by 13% since
December 2018...
October 31, 2020
Developers: 5,469
Ecosystems | by Top 200 in Network Value
2018 Winter Developer High
December 15, 2018
Other Developers: 5,328
October 31, 2020
Other Developers: 3,684
October 31, 2020
Developers: 5,469
Developers in the Top 200 ecosystems are at all time highs
63
Top 200 Developers in 2020
Q3 are at all time highs
Ecosystems | by Top 200 in Network Value
Even excluding Bitcoin and Ethereum, top 200 ecosystems are still growing
64
Even excluding Bitcoin and
Ethereum, the Top 200
Ecosystems are still growing
October 31, 2020
Other Developers: 3,684
2,325
Ecosystems | by Top 200 in Network Value
Frequent and infrequent contributors both increased in the top 200 ecosystems
65
+18%
October 31, 2020
Developers: 3,588
Jan 1, 2020
Developers: 3,038
+6%
1,881
1,772
Ecosystems | by Top 200 in Network Value
Looking at Top 10 Gainers across all Top 200 ecosystems… Ethereum gained the most developers
66
Excluding ethereum from the top 10 gainers, we see...
67
Filtering to Top 10 gainers in ecosystems with 100 devs or fewer...
68
Filtering to Top 10 gainers in ecosystems with 30 devs or fewer...
69
Ecosystems
By Layer 1
70
12% more developers working in layer 1 Ecosystems since January 2020
71
+12%
October 31, 2020
Developers: 5,027
January 1, 2020
Developers: 4,472
Ecosystems | by Layer 1
Since April 2020, more developers work in layer 1 Ecosystems than other crypto ecosystems
72
Winter 2018 Developer High
December 15, 2018
Other Developers: 5,961
October 31, 2020
Other Developers: 4,135
Since April 2020, more
developers work in Layer 1
ecosystems than other crypto
ecosystems
Ecosystems | by Layer 1
January 1, 2020
Other Developers: 4,468
Removing Ethereum & Bitcoin, layer 1 ecosystems are still gaining developers
73
October 31, 2020
Other Developers: 4,135
Ecosystems | by Layer 1
January 1, 2020
Other Developers: 4,468
There are now almost as many developers working in Ethereum as other Layer 1 ecosystems combined
74
October 31, 2020
Other Developers: 4,135
There are now almost as many
developers working in Ethereum as
other Layer 1 ecosystems combined,
excluding Bitcoin
Ecosystems | by Layer 1
Both frequent and infrequent contributors are increasing for layer 1 ecosystems
75
+14%
+9%
January 1, 2020
Developers: 2,836
October 31, 2020
Developers: 3,243
Ecosystems | by Layer 1
Layer 1
bitcoin
76
The number of Bitcoin developers have stayed around the same since 2019
77
January 1, 2020
Developers: 402
October 31, 2020
Developers: 361
Bitcoin developers have
commonly fluctuated between
350 - 450 since 2018
Ecosystems | by Layer 1 | Bitcoin
Bitcoin monthly active developers have grown 70%+ in 3 years
78
+71%
October 31, 2020
Developers: 361
October 31, 2017
Developers: 211
Ecosystems | by Layer 1 | Bitcoin
Bitcoin has maintained above 100 monthly active frequent contributors
79
Bitcoin has mostly
maintained above 100
monthly active frequent
contributors
Dec 6, 2018
Developers: 100
Ecosystems | by Layer 1 | Bitcoin
Between 45 - 120 new developers contribute to bitcoin per month since 2017
80Ecosystems | by Layer 1 | Bitcoin
The number of new developers That join Bitcoin increased after 2017 Bull Run
81
Post 2017: 45-120 new developers join per month
Pre 2017: 20-60 new developers
Ecosystems | by Layer 1 | Bitcoin
Bitcoin ecosystem BUIDL* WAVEs
82*This naming is a nod to the original hodl waves visualization Ecosystems | by Layer 1 | Bitcoin
We can color code the age distribution
developers that contribute commits in
Bitcoin…
...spikes in warmer colors (red, yellow)
indicate increased commits from newer
developers
Looking only at bitcoin core, 50% of the monthly commits are from DEVS INVOLVED for 5 years or more
83Ecosystems | by Layer 1 | Bitcoin
~20% of developers in 2020 have been
developing in Bitcoin Core for 5+ years...
...and they contribute 50% of monthly
commits
Layer 1
Ethereum
84
Ethereum has consistently increased monthly active developers
85
October 31, 2020
Developers: 2,325
+16%
+19%
January 1, 2020
Developers: 1,961
January 1, 2019
Developers: 1,651
Ecosystems | by Layer 1 | Ethereum
Ecosystems outside of ethereum have lost developers since Oct 2019
86
2,325
October 31, 2020
Developers: 6,732
-11%
October 31, 2019
Developers: 7,595
2,053
+13%
Ecosystems | by Layer 1 | Ethereum
infrequent contributors increased 22% while frequent contributors increased 13% in ethereum since jan 2020
87
October 31, 2020
Developers: 1,507
January 1, 2020
Developers: 1,234
818
727
+22%
+13%
Ecosystems | by Layer 1 | Ethereum
Since 2018, 300+ new developers commit to the Ethereum ecosystem each month
88
Since 2018, 300+ new
developers join Ethereum each
month
Ecosystems | by Layer 1 | Ethereum
Roughly a quarter of new developers in crypto contribute to the ethereum ecosystem
89
26% of new
developers
from October
2020 were in
the Ethereum
ecosystem
Ecosystems | by Layer 1 | Ethereum
Layer 1 Ecosystems
All Layer 1 Ecosystems
90
Ethereum, Bitcoin, Polkadot, Cosmos, Tezos, Cardano, EOS are the biggest Layer 1 ecosystems
91
same size (1x)
gained developers
lost developers
gained 100%
m
ore developers
(2x)
Ecosystems | by Layer 1 | All
Holo, zcash, harmony, zilliqa, Fetch, Ark, Spacemesh, & others have maintained roughly the same number of developers
92
same size (1x)
gained developers
lost developers
gained 100%
m
ore developers
(2x)
Ecosystems | by Layer 1 | All
Roughly
stayed the
same size
Near, Oasis, Flow, Avalanche, Dfinity, & Mobilecoin increased average monthly developers by 100%
93
gained 100%
m
ore developers
(2x)
same size (1x)
gained developers
lost developers
Ecosystems | by Layer 1 | All
Monero, Tron, Stellar, & Diem (Libra) maintained 51-100 developers between 2019 q3 and 2020 q3
94Ecosystems | by Layer 1 | All
Celo, nervos, Near, Oasis Labs, & Algorand grew into the 51-100 developer category in 2020 q3
95Ecosystems | by Layer 1 | All
Bitcoin Cash, NEO, XRP, Waves, & Ethereum Classic dropped out of the 51-100 developer category in 2020 q3
96Ecosystems | by Layer 1 | All
Let’s filter to Ecosystems with more than 60
developers in the last month....
97
We can compare growth by looking at Developers from the day of the first commit
98
The day of the first commit in
each ecosystem
Ecosystems | by Layer 1 | 60+ Devs
Ethereum, Polkadot, and Cosmos outpace other layer 1 platforms in growth
99Ecosystems | by Layer 1 | 60+ Devs
at 3 years since first commit….polkadot has more developers than ethereum at the same point in time
100Ecosystems | by Layer 1 | 60+ Devs
Filtering to new Smart Contract Platforms launched
less than 3 years ago
101
Binance smart contract platform outpaces other layer 1 ecosystems at the same point of
development
102Ecosystems | by Layer 1 | New Smart Contract Platforms
Near is within 20 devs of ethereum at the 2 year mark, can it keep growing in year 3?
103Ecosystems | by Layer 1 | New Smart Contract Platforms
Ecosystems
Decentralized Finance
104
67% increase in monthly active Defi developers since January 2020
105
+67%
October 31, 2020
Developers: 925
January 1, 2020
Developers: 554
Ecosystems | Decentralized Finance
Defi developers increased +110% since 2019 while other developers decreased -8%
106
-8%
+110%
925
441
January 1, 2019
Developers: 8,163
October 31, 2020
Developers: 7,542
Ecosystems | Decentralized Finance
Frequent and infrequent developers in defi have both increased since beginning of 2020
107
+81%
+45%
January 1, 2020
Developers: 334
October 31, 2020
Developers: 606
Ecosystems | Decentralized Finance
We can take a snapshot of defi ecosystems in 2019 &
2020 to see how developer numbers changed
108
Lightning, Maker, Gnosis, Chainlink, Keep, Synthetix, Uniswap, Balancer, & more gained developers
109
same size
gained developers
lost developers
Ecosystems | Decentralized Finance
Kyber, Augur, Ren, Akropolis, Band, Connext, loopring all roughly stayed the same size
110
gained developers
lost developers
gained
100%
m
oredevelopers
(2x)gained200%
moredevelopers(3x)
Ecosystems | Decentralized Finance
Uniswap, balancer, Yearn, MCDEX, Acala, & more gained 200%+ developers
111
gained developers
lost developers
gained
100%
m
oredevelopers
(2x)gained200%
moredevelopers(3x)
Ecosystems | Decentralized Finance
Yearn & acala are the biggest new Defi ecosystems in q3 2020
112
UMA
Ecosystems | Decentralized Finance
Looking at the top 5 Biggest gainers in Decentralized Finance...
113Ecosystems | Decentralized Finance
Most defi ecosystems have small teams of fewer than 25 monthly developers
114Ecosystems | Decentralized Finance
Filtering to just Ecosystems with 25+ monthly developers...
115Ecosystems | Decentralized Finance
116
We can index monthly active developers to the day of the first commit in each ecosystem
The day of the first commit in
each ecosystem
Ecosystems | Decentralized Finance
Yearn.finance is one of the fastest growing defi ecosystems
Yearn.finance has 42 monthly active
developers <1 year after first public commit
Recent increase driven by community
contributions in documentation in
iearn-finance/docs
117Ecosystems | Decentralized Finance
a. New monthly crypto developers grew 15% in 2020, increasing for the first time since 2017
b. 80%+ of all active developers today came in the last two years
a. Monthly active crypto developers have stayed flat even as new developers joined due to developer loss
outside of the Top 200 ecosystems by network value
b. The number of developers outside of the Top 200 decreased by 30% from December 2018
a. Bitcoin ecosystem has 70%+ more developers than it did 3 years ago
b. 300+ new developers per month commit to the Ethereum ecosystem
c. 67% increase in monthly active developers in Decentralized Finance since January 2020
Executive Summary
118
Thank you to everyone who gave feedback on early drafts
119
Anatoly Yakovenko
@aeyakovenko
Aliaksandr [Sasha] Hudzilin
@AliaksandrH
Anne Fauvre
@AnnieFauv
Austin Virts
@austinvirts
Ben Sparango
@bennybitcoins
Bruno Skvorc
@bitfalls
Casey Caruso
@caseykcaruso
Corey Soreff
@csoreff
Dawn Song
@dawnsongtweets
Dmitriy Berenzon
@dberenzon
Eddy Lazzarin
@eddylazzarin
Evan Mair
@ETM612
Rene Reinsberg
@followrene
Ian Lee
@ianjohnlee
Jane Lippencott
@janehk
Katherine Wu
@katherineykwu
Linda Xie
@ljxie
Marek Olszewski
@marek_
Matt Taylor
@mattytay
Meltem Demirors
@Melt_Dem
Mildred Idada
@MI_Idada
Steve Lee
@moneyball
Muneeb Ali
@muneeb
Siddhartha Dutta
@NihilistSid
Scott Moore
@notscottmoore
Kevin Owocki
@owocki
Raj Gokal
@RajGokal
Ryan Shea
@ryaneshea
Eric Williams
@sciencethedata
Tiffany Gao
@TiffanyYijiaGao
Yulian Lavysh
@yulianNEAR
Dominic Tsang Praneeth Srikanti
@bees_neeth
Appendix & Methodology
120
Layer 1 Ecosystems
121Appendix & Methodology
Decentralized Finance Ecosystems
122Appendix & Methodology
Help map the crypto ecosystem
123
Commit Counting Methodology: Not all code commits are created equal.
124Appendix & Methodology
How are developers counted?
125Appendix & Methodology
What is an ecosystem?
Maker Community
○
○
○
○
○
Maker Protocol
○
○
126Appendix & Methodology
127
Caveats
Appendix & Methodology
Disclaimer & Disclosure
The Content is for informational purposes only, you should not construe any such information or other
material as legal, tax, investment, financial, or other advice. Nothing contained in this report constitutes a
solicitation, recommendation, endorsement, or offer by Electric Capital or any third party service provider to
buy or sell any securities or other financial instruments in this or in any other jurisdiction in which such
solicitation or offer would be unlawful under the securities laws of such jurisdiction.
Electric Capital has positions in some of the projects mentioned in this report. For a list of past and present
investments, please visit electriccapital.com.
128Appendix & Methodology

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Developer Report (Published: December 2020)

  • 2. The Developer Report is built on proprietary data from Electric Capital Data Pipeline ContributorData Pipeline 2 Author
  • 3. Why analyze developer activity? 3 1. new open platforms 2. early signal of adoption engagement from developers 3. open source
  • 4. a. New monthly crypto developers grew 15% in 2020, increasing for the first time since 2017 b. 80%+ of all active developers today came in the last two years a. Monthly active crypto developers have stayed flat even as new developers joined due to developer loss outside of the Top 200 ecosystems by network value b. The number of developers outside of the Top 200 decreased by 30% from December 2018 a. Bitcoin ecosystem has 70%+ more developers than it did 3 years ago b. 300+ new developers per month commit to the Ethereum ecosystem c. 67% increase in monthly active developers in Decentralized Finance since January 2020 Executive Summary 4
  • 6. December 1 - 31, 2019: 1,277 New Developers +15% The last time new crypto developers increased for more than 3 months was December 2017 at peak Bitcoin prices... ...but new monthly developers grew 15% since start of 2020 December 1 - 31, 2017: 2,550 New Developers October 1 - 31, 2020: 1,470 New Developers The number of new crypto developers is growing for the first time since 2017 6Overview
  • 7. And monthly active developers seem to be flat/slightly up in 2020... 7 Jan 1, 2020 Developers: 8,212 October 31, 2020 Developers: 8,739 There is a slight 6% increase since Jan 2020, but falls within historical noise. Overview
  • 8. ...Because developers are consolidating into high quality ecosystems in the top 200 by Network Value 8 ...while Developers outside of the Top 200 have decreased 30% 2018 Winter Developer High December 15, 2018 Other Developers: 5,328 October 31, 2020 Other Developers: 3,684 Top 200 Developers increased by 13% since December 2018... October 31, 2020 Developers: 5,469 Overview
  • 9. There are areas of strong developer growth... 9Overview
  • 10. Bitcoin monthly active developers have grown 70%+ in 3 years 10 +71% October 31, 2020 Developers: 361 October 31, 2017 Developers: 211 Overview
  • 11. Ethereum monthly active developers have grown 215%+ in 3 years 11 October 31, 2020 Developers: 2,325 +215% October 31, 2017 Developers: 738 Overview
  • 12. Decentralized finance developers increased by 67% since January 2020 12 +67% October 31, 2020 Developers: 925 January 1, 2020 Developers: 554 Overview
  • 13. Who left crypto, who remains, and who joined? 13Table of contents
  • 14. Developers By Frequency of Contribution 14
  • 15. Looking across all crypto developers... 15Developers | by frequency of contribution
  • 16. October 31, 2018 Developers: 9,533 Jan 1, 2020 Developers: 8,212 October 31, 2020 Developers: 8,739 October 31, 2019 Developers: 9,083 There are 8,000+ monthly active developers in crypto Since early 2018 16 A developer is active if they contribute a code commit to a crypto ecosystem Developers | by frequency of contribution
  • 17. Most developers contribute fewer than 10 days in 1 month 17 75% of developers contributed fewer than 10 days in October 2020 Developers | by frequency of contribution
  • 18. We can categorize developers based on frequency of contribution 18 Infrequent Contributors Active fewer than 10 days per month Frequent Contributors Active for 10 or more days per month Developers | by frequency of contribution
  • 19. Year over Year, infrequent Contributors decreased by 13% while Frequent Contributors stayed relatively flat 19 October 31, 2020 Developers: 5,891 2,798 January 1, 2020 Developers: 5,573 2,840 Infrequent developers fell 13% since October 2018, though it’s still within normal fluctuations October 31, 2019 Developers: 6,156 October 31, 2018 Developers: 6,767 2,976 2,848 Frequent developers numbers are steady and stayed flat with slight 2% gain since October 2018 Developers | by frequency of contribution
  • 21. We find each developer’s first commit date to pinpoint their start date 21 For example, 1,971 developers committed code for the first time in a crypto ecosystem in July 2019 Developers | by start date
  • 22. 1200+ new developers join crypto every month in 2020 22 2020 New Developers Developers | by start date
  • 23. December 1 - 31, 2019: 1,277 New Developers +15% The last time new crypto developers increased for more than 3 months was December 2017... ...but new monthly developers grew 15% since start of 2020 December 1 - 31, 2017: 2,550 New Developers October 1 - 31, 2020: 1,470 New Developers 15% growth in monthly new developers in crypto since December 2019 23Developers | by start date
  • 24. Yearly new developers in 2020 already exceeded new developers from 2017 24 Only through October 2020 2020 New Developers already exceeded 2017 New Developers Developers | by start date
  • 25. 45% of new developers in 2020 were active in the last 90 days 25 45% of new developers in 2020 were active in the last 90 days Developers | by start date
  • 26. 40%+ of currently active monthly developers started in 2020 26 40%+ of all developers started in 2020 Developers | by start date Proportion of Monthly Active Developers by Start Date
  • 27. 80%+ of all active developers came in after Bitcoin prices peaked in December 2017 80%+ of currently active developers started after Bitcoin’s all time high in 2017 27Developers | by start date Proportion of Monthly Active Developers by Start Date
  • 28. Switching to looking at ecosystems... 28
  • 30. Community Developers Protocol Developers Ecosystems are comprised of community and protocol level developers 30Ecosystems | by ecosystem size
  • 31. We can count the number of crypto ecosystems that are active per month 31 An ecosystem is active if there was a code commit in one of its repositories Ecosystems | by ecosystem size
  • 32. Active ecosystems crossed over 800 in 2018 and have stayed above this level 32 October 31, 2020 Active Ecosystems: 816 Ecosystem All Time High March 31, 2019 Active Ecosystems: 995 January 1, 2018 Active Ecosystems: 744 Ecosystems | by ecosystem size
  • 33. October 31, 2020 Active Ecosystems: 816 Ecosystem All Time High March 31, 2019 Active Ecosystems: 995 Active ecosystems decreased by 18% since the all time high Ecosystem Count 33 -18% Ecosystems | by ecosystem size
  • 34. October 31, 2020 Active Ecosystems: 816 The number of crypto ecosystems have grown 143% since 2017 34 Ecosystems have grown 143% since Jan 2017Jan 2017 Active Ecosystems: 335 Ecosystems | by ecosystem size
  • 35. Let’s segment ecosystems by number of developers... 35Ecosystems | by ecosystem size
  • 36. Ecosystems with 2-10 developers are the source of the overall drop 36 October 2020 Active Ecosystems: 423 Ecosystem All Time High March 31, 2019 Active Ecosystems: 560 -24% 221 160 17 16 200 182 23 14 9 Small Ecosystems: 2-10 developers Single Developer Ecosystems: 1 developer Medium Ecosystems: 11-50 developers Large Ecosystems: 51-100 developers Mature Ecosystems: 100+ developers Ecosystems | by ecosystem size
  • 37. Ecosystems with 1 developer have stayed flat around 200 since 2018 37 160 17 16 200 14 There have been around 200 ecosystems with 1 developer since 2018 October 2020 Active Ecosystems: 423 Small Ecosystems: 2-10 developers Single Developer Ecosystems: 1 developer Medium Ecosystems: 11-50 developers Large Ecosystems: 51-100 developers Mature Ecosystems: 100+ developers Ecosystems | by ecosystem size
  • 38. We can track how ecosystems changed size categories from 2019 q3 to 2020 q3 38 ...and break down how these ecosystems changed team sizes in 2020 Q3 We can look at the size of ecosystems in 2019 Q3... Ecosystems | by ecosystem size
  • 39. Ecosystems with 100+ developers did not fall below that level by 2020 q3 39 100% of ecosystems with 100+ devs stayed within the same category Ecosystems | by ecosystem size
  • 40. Ecosystems with 31-50 developers in q3 2019 were the most prone to losing developers 40 70%+ of developers who had 31-50 developers in Q3 2019 decreased team size by Q3 2020 Ecosystems | by ecosystem size
  • 41. Ecosystems with fewer than 10 developers are likelier to be abandoned 41 25% of ecosystems with fewer than 10 devs and 56% of ecosystems with 1 dev are dead one year later Ecosystems | by ecosystem size
  • 42. We can take a snapshot of ecosystems in 2019 & 2020 to see how developer numbers changed 42Ecosystems | by ecosystem size
  • 43. 2019 q3 vs 2020 q3 43Ecosystems | by ecosystem size
  • 44. We can benchmark 2020 q3 team size against 2019 q3 to assess Developer growth 44 The indicates the average monthly developers in 2020 Q3 The indicates the average monthly developers in 2019 Q3 Ecosystems | by ecosystem size
  • 45. Most ecosystems with more than 100+ devs today grew or stayed the same Size 45 Polkadot, Cosmos, Bitcoin, and others grew across 2019 Q3 and 2020 Q3 same size gained developers lost developers Ecosystems | by ecosystem size
  • 46. same size gained developers lost developers Ethereum gained 300+ average monthly developers since q3 2019 46 Ethereum: 2019 Q3: 1,985 2020 Q3: 2,296 Ecosystems | by ecosystem size
  • 47. Zooming in...Polkadot, Tezos, Cardano had 100+ devs in Q3 2019 and gained more developers by Q3 2020 47 Had 100+ developers in 2019 Q3 and gained more developers 2020 Q3 Ecosystems with 100 developers in Q3 2019 same size gained developers lost developers Ecosystems | by ecosystem size
  • 48. same size (1x) gained developers lost developers Polkadot doubled their developer Count 48 Polkadot: 2019 Q3: 189 2020 Q3: 384 gained 100% m ore developers (2x) Ecosystems | by ecosystem size
  • 49. same size (1x) gained developers lost developers gained 100% m ore developers (2x) Filecoin broke into the 100+ category by growing devs 3x 49 gained200% m oredevelopers(3x) Filecoin: 2019 Q3: 37 2020 Q3: 113 Ecosystems | by ecosystem size
  • 50. same size gained developers lost developers Bitcoin, cosmos, Lightning, and Hyperledger all stayed the same size 50Ecosystems | by ecosystem size
  • 51. same size gained developers lost developers Eos lost an average of 88 monthly active developers 51 EOS: 2019 Q3: 195 2020 Q3: 107 Ecosystems | by ecosystem size
  • 52. gained developers lost developers Zooming in further to ecosystems with 20+ developers... 52Ecosystems | by ecosystem size
  • 53. gained200% m oredevelopers(3x) Celo, Nervos, Algorand, Gnosis, Solana now have close to 2x their developers in 2019 q3 53 gained 100% m ore developers (2x) gained developers lost developers Ecosystems | by ecosystem size
  • 54. gained200% m oredevelopers(3x) The graph, oasis, Chainlink, and others now have more than 2x their developers in 2019 q3 54 gained 100% m ore developers (2x) gained developers lost developers Ecosystems | by ecosystem size
  • 55. gained200% m oredevelopers(3x) gained 100% m ore developers (2x) gained developers lost developers Near, Flow, Avalanche, Uniswap, Balancer, Arweave, & others now havemore than 3x their developers in 2019 Q3 55Ecosystems | by ecosystem size
  • 56. Zooming into Ecosystems with <50 developers & filtering out small network value ecosystems... 56Ecosystems | by ecosystem size
  • 57. Holo, Omisego, Zilliqa, Ark, SKALE, & Others roughly stayed the same size 57 gained 100% m ore developers (2x) gained200% m oredevelopers(3x) Roughly stayed the same size same size Ecosystems | by ecosystem size
  • 58. gained 100% m ore developers (2x) gained200% m oredevelopers(3x) same size Algorand, Solana, Thorchain, Synthetix, & others have close to 2x their developers in 2019 q3 58Ecosystems | by ecosystem size
  • 59. Chainlink, Avalanche, Uniswap, Arweave, Crypto.com, Balancer, Matic & others havemore than 2x developers 59 gained 100% m ore developers (2x) gained200% m oredevelopers(3x) same size Ecosystems | by ecosystem size
  • 60. Ecosystems By Top 200 in network value 60
  • 61. 14% more developers working in the top 200 since January 2020 61 October 31, 2020 Developers: 5,469 Jan 1, 2020 Developers: 4,810 +14% Ecosystems | by Top 200 in Network Value
  • 62. Most developers have consolidated into the top 200 ecosystems 62 ...while Developers outside of the Top 200 have decreased 30% 2018 Winter Developer High December 15, 2018 Other Developers: 5,328 October 31, 2020 Other Developers: 3,684 Top 200 Developers increased by 13% since December 2018... October 31, 2020 Developers: 5,469 Ecosystems | by Top 200 in Network Value
  • 63. 2018 Winter Developer High December 15, 2018 Other Developers: 5,328 October 31, 2020 Other Developers: 3,684 October 31, 2020 Developers: 5,469 Developers in the Top 200 ecosystems are at all time highs 63 Top 200 Developers in 2020 Q3 are at all time highs Ecosystems | by Top 200 in Network Value
  • 64. Even excluding Bitcoin and Ethereum, top 200 ecosystems are still growing 64 Even excluding Bitcoin and Ethereum, the Top 200 Ecosystems are still growing October 31, 2020 Other Developers: 3,684 2,325 Ecosystems | by Top 200 in Network Value
  • 65. Frequent and infrequent contributors both increased in the top 200 ecosystems 65 +18% October 31, 2020 Developers: 3,588 Jan 1, 2020 Developers: 3,038 +6% 1,881 1,772 Ecosystems | by Top 200 in Network Value
  • 66. Looking at Top 10 Gainers across all Top 200 ecosystems… Ethereum gained the most developers 66
  • 67. Excluding ethereum from the top 10 gainers, we see... 67
  • 68. Filtering to Top 10 gainers in ecosystems with 100 devs or fewer... 68
  • 69. Filtering to Top 10 gainers in ecosystems with 30 devs or fewer... 69
  • 71. 12% more developers working in layer 1 Ecosystems since January 2020 71 +12% October 31, 2020 Developers: 5,027 January 1, 2020 Developers: 4,472 Ecosystems | by Layer 1
  • 72. Since April 2020, more developers work in layer 1 Ecosystems than other crypto ecosystems 72 Winter 2018 Developer High December 15, 2018 Other Developers: 5,961 October 31, 2020 Other Developers: 4,135 Since April 2020, more developers work in Layer 1 ecosystems than other crypto ecosystems Ecosystems | by Layer 1
  • 73. January 1, 2020 Other Developers: 4,468 Removing Ethereum & Bitcoin, layer 1 ecosystems are still gaining developers 73 October 31, 2020 Other Developers: 4,135 Ecosystems | by Layer 1
  • 74. January 1, 2020 Other Developers: 4,468 There are now almost as many developers working in Ethereum as other Layer 1 ecosystems combined 74 October 31, 2020 Other Developers: 4,135 There are now almost as many developers working in Ethereum as other Layer 1 ecosystems combined, excluding Bitcoin Ecosystems | by Layer 1
  • 75. Both frequent and infrequent contributors are increasing for layer 1 ecosystems 75 +14% +9% January 1, 2020 Developers: 2,836 October 31, 2020 Developers: 3,243 Ecosystems | by Layer 1
  • 77. The number of Bitcoin developers have stayed around the same since 2019 77 January 1, 2020 Developers: 402 October 31, 2020 Developers: 361 Bitcoin developers have commonly fluctuated between 350 - 450 since 2018 Ecosystems | by Layer 1 | Bitcoin
  • 78. Bitcoin monthly active developers have grown 70%+ in 3 years 78 +71% October 31, 2020 Developers: 361 October 31, 2017 Developers: 211 Ecosystems | by Layer 1 | Bitcoin
  • 79. Bitcoin has maintained above 100 monthly active frequent contributors 79 Bitcoin has mostly maintained above 100 monthly active frequent contributors Dec 6, 2018 Developers: 100 Ecosystems | by Layer 1 | Bitcoin
  • 80. Between 45 - 120 new developers contribute to bitcoin per month since 2017 80Ecosystems | by Layer 1 | Bitcoin
  • 81. The number of new developers That join Bitcoin increased after 2017 Bull Run 81 Post 2017: 45-120 new developers join per month Pre 2017: 20-60 new developers Ecosystems | by Layer 1 | Bitcoin
  • 82. Bitcoin ecosystem BUIDL* WAVEs 82*This naming is a nod to the original hodl waves visualization Ecosystems | by Layer 1 | Bitcoin We can color code the age distribution developers that contribute commits in Bitcoin… ...spikes in warmer colors (red, yellow) indicate increased commits from newer developers
  • 83. Looking only at bitcoin core, 50% of the monthly commits are from DEVS INVOLVED for 5 years or more 83Ecosystems | by Layer 1 | Bitcoin ~20% of developers in 2020 have been developing in Bitcoin Core for 5+ years... ...and they contribute 50% of monthly commits
  • 85. Ethereum has consistently increased monthly active developers 85 October 31, 2020 Developers: 2,325 +16% +19% January 1, 2020 Developers: 1,961 January 1, 2019 Developers: 1,651 Ecosystems | by Layer 1 | Ethereum
  • 86. Ecosystems outside of ethereum have lost developers since Oct 2019 86 2,325 October 31, 2020 Developers: 6,732 -11% October 31, 2019 Developers: 7,595 2,053 +13% Ecosystems | by Layer 1 | Ethereum
  • 87. infrequent contributors increased 22% while frequent contributors increased 13% in ethereum since jan 2020 87 October 31, 2020 Developers: 1,507 January 1, 2020 Developers: 1,234 818 727 +22% +13% Ecosystems | by Layer 1 | Ethereum
  • 88. Since 2018, 300+ new developers commit to the Ethereum ecosystem each month 88 Since 2018, 300+ new developers join Ethereum each month Ecosystems | by Layer 1 | Ethereum
  • 89. Roughly a quarter of new developers in crypto contribute to the ethereum ecosystem 89 26% of new developers from October 2020 were in the Ethereum ecosystem Ecosystems | by Layer 1 | Ethereum
  • 90. Layer 1 Ecosystems All Layer 1 Ecosystems 90
  • 91. Ethereum, Bitcoin, Polkadot, Cosmos, Tezos, Cardano, EOS are the biggest Layer 1 ecosystems 91 same size (1x) gained developers lost developers gained 100% m ore developers (2x) Ecosystems | by Layer 1 | All
  • 92. Holo, zcash, harmony, zilliqa, Fetch, Ark, Spacemesh, & others have maintained roughly the same number of developers 92 same size (1x) gained developers lost developers gained 100% m ore developers (2x) Ecosystems | by Layer 1 | All Roughly stayed the same size
  • 93. Near, Oasis, Flow, Avalanche, Dfinity, & Mobilecoin increased average monthly developers by 100% 93 gained 100% m ore developers (2x) same size (1x) gained developers lost developers Ecosystems | by Layer 1 | All
  • 94. Monero, Tron, Stellar, & Diem (Libra) maintained 51-100 developers between 2019 q3 and 2020 q3 94Ecosystems | by Layer 1 | All
  • 95. Celo, nervos, Near, Oasis Labs, & Algorand grew into the 51-100 developer category in 2020 q3 95Ecosystems | by Layer 1 | All
  • 96. Bitcoin Cash, NEO, XRP, Waves, & Ethereum Classic dropped out of the 51-100 developer category in 2020 q3 96Ecosystems | by Layer 1 | All
  • 97. Let’s filter to Ecosystems with more than 60 developers in the last month.... 97
  • 98. We can compare growth by looking at Developers from the day of the first commit 98 The day of the first commit in each ecosystem Ecosystems | by Layer 1 | 60+ Devs
  • 99. Ethereum, Polkadot, and Cosmos outpace other layer 1 platforms in growth 99Ecosystems | by Layer 1 | 60+ Devs
  • 100. at 3 years since first commit….polkadot has more developers than ethereum at the same point in time 100Ecosystems | by Layer 1 | 60+ Devs
  • 101. Filtering to new Smart Contract Platforms launched less than 3 years ago 101
  • 102. Binance smart contract platform outpaces other layer 1 ecosystems at the same point of development 102Ecosystems | by Layer 1 | New Smart Contract Platforms
  • 103. Near is within 20 devs of ethereum at the 2 year mark, can it keep growing in year 3? 103Ecosystems | by Layer 1 | New Smart Contract Platforms
  • 105. 67% increase in monthly active Defi developers since January 2020 105 +67% October 31, 2020 Developers: 925 January 1, 2020 Developers: 554 Ecosystems | Decentralized Finance
  • 106. Defi developers increased +110% since 2019 while other developers decreased -8% 106 -8% +110% 925 441 January 1, 2019 Developers: 8,163 October 31, 2020 Developers: 7,542 Ecosystems | Decentralized Finance
  • 107. Frequent and infrequent developers in defi have both increased since beginning of 2020 107 +81% +45% January 1, 2020 Developers: 334 October 31, 2020 Developers: 606 Ecosystems | Decentralized Finance
  • 108. We can take a snapshot of defi ecosystems in 2019 & 2020 to see how developer numbers changed 108
  • 109. Lightning, Maker, Gnosis, Chainlink, Keep, Synthetix, Uniswap, Balancer, & more gained developers 109 same size gained developers lost developers Ecosystems | Decentralized Finance
  • 110. Kyber, Augur, Ren, Akropolis, Band, Connext, loopring all roughly stayed the same size 110 gained developers lost developers gained 100% m oredevelopers (2x)gained200% moredevelopers(3x) Ecosystems | Decentralized Finance
  • 111. Uniswap, balancer, Yearn, MCDEX, Acala, & more gained 200%+ developers 111 gained developers lost developers gained 100% m oredevelopers (2x)gained200% moredevelopers(3x) Ecosystems | Decentralized Finance
  • 112. Yearn & acala are the biggest new Defi ecosystems in q3 2020 112 UMA Ecosystems | Decentralized Finance
  • 113. Looking at the top 5 Biggest gainers in Decentralized Finance... 113Ecosystems | Decentralized Finance
  • 114. Most defi ecosystems have small teams of fewer than 25 monthly developers 114Ecosystems | Decentralized Finance
  • 115. Filtering to just Ecosystems with 25+ monthly developers... 115Ecosystems | Decentralized Finance
  • 116. 116 We can index monthly active developers to the day of the first commit in each ecosystem The day of the first commit in each ecosystem Ecosystems | Decentralized Finance
  • 117. Yearn.finance is one of the fastest growing defi ecosystems Yearn.finance has 42 monthly active developers <1 year after first public commit Recent increase driven by community contributions in documentation in iearn-finance/docs 117Ecosystems | Decentralized Finance
  • 118. a. New monthly crypto developers grew 15% in 2020, increasing for the first time since 2017 b. 80%+ of all active developers today came in the last two years a. Monthly active crypto developers have stayed flat even as new developers joined due to developer loss outside of the Top 200 ecosystems by network value b. The number of developers outside of the Top 200 decreased by 30% from December 2018 a. Bitcoin ecosystem has 70%+ more developers than it did 3 years ago b. 300+ new developers per month commit to the Ethereum ecosystem c. 67% increase in monthly active developers in Decentralized Finance since January 2020 Executive Summary 118
  • 119. Thank you to everyone who gave feedback on early drafts 119 Anatoly Yakovenko @aeyakovenko Aliaksandr [Sasha] Hudzilin @AliaksandrH Anne Fauvre @AnnieFauv Austin Virts @austinvirts Ben Sparango @bennybitcoins Bruno Skvorc @bitfalls Casey Caruso @caseykcaruso Corey Soreff @csoreff Dawn Song @dawnsongtweets Dmitriy Berenzon @dberenzon Eddy Lazzarin @eddylazzarin Evan Mair @ETM612 Rene Reinsberg @followrene Ian Lee @ianjohnlee Jane Lippencott @janehk Katherine Wu @katherineykwu Linda Xie @ljxie Marek Olszewski @marek_ Matt Taylor @mattytay Meltem Demirors @Melt_Dem Mildred Idada @MI_Idada Steve Lee @moneyball Muneeb Ali @muneeb Siddhartha Dutta @NihilistSid Scott Moore @notscottmoore Kevin Owocki @owocki Raj Gokal @RajGokal Ryan Shea @ryaneshea Eric Williams @sciencethedata Tiffany Gao @TiffanyYijiaGao Yulian Lavysh @yulianNEAR Dominic Tsang Praneeth Srikanti @bees_neeth
  • 123. Help map the crypto ecosystem 123
  • 124. Commit Counting Methodology: Not all code commits are created equal. 124Appendix & Methodology
  • 125. How are developers counted? 125Appendix & Methodology
  • 126. What is an ecosystem? Maker Community ○ ○ ○ ○ ○ Maker Protocol ○ ○ 126Appendix & Methodology
  • 128. Disclaimer & Disclosure The Content is for informational purposes only, you should not construe any such information or other material as legal, tax, investment, financial, or other advice. Nothing contained in this report constitutes a solicitation, recommendation, endorsement, or offer by Electric Capital or any third party service provider to buy or sell any securities or other financial instruments in this or in any other jurisdiction in which such solicitation or offer would be unlawful under the securities laws of such jurisdiction. Electric Capital has positions in some of the projects mentioned in this report. For a list of past and present investments, please visit electriccapital.com. 128Appendix & Methodology