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@oceanprotocol
Trent McConaghy
The Web3 Data Economy
Ocean Protocol
“Don’t be evil”
died a long time ago
Facebook’s data
honeypot tipped the
scales in the 2016 US
Presidential election
“…an infamous Russian ‘troll farm’ ...
used Facebook … to influence the U.S.
voting public, mostly through thousands
of fake ‘bot’ accounts and misleading
advertising…” [politico.com]
Data is money.
Inspiration
2008. “Not your keys,
not your money”
Token
Economy
BTC, ETH
Money
Transparent,
Permissionless
Shadow Money
Economy
The Fed, Banks
Opaque, Power
Concentrated
The Token Economy Is Opening Up Money
Just as We Opened Money, Let’s Open Data
Shadow Data
Economy
FB, GOOG
Token
Economy
BTC, ETH
Web3 Data
Economy
Ocean
Money
Transparent,
Permissionless
Shadow Money
Economy
The Fed, Banks
Data
Opaque, Power
Concentrated
Towards a
solution
Have both:
Goog, FB, a handful
$$
Have ++ data
(1000 enterprises)
Have ++ AI expertise
(1000 AI startups)
AI is the linchpin
Connect 1000+ enterprises
With 1000+ AI startups
All get lotsa data & AI
Connecting substrate
Connect them!
Connect data owners with data scientists
Data market DM
AI commons
Data science tools
(sklearn, Tensorflow, ..)
DM DM DM
Data scientists
With problems to solve
Enterprises, govts, NGOs
With data & compute
Connecting substrate: Web3 data incentivization
Block rewards to incentivize data supply
Add to data commons, make $
Web3 data incentives
Avoid data escapes: bring compute to the data
f(x)
private
data
modeling
algorithm
privately train
model
private
model
model
predictions
Data stays
behind firewall
Framings
“SABRE for data”
SABRE is metadata/substrate for airline tickets. Ocean, for data itself.
Consume data:
Data scientists,
Biz analysts
Supply data:
Biz’s, NGOs,
Governments
Data
market
DM AC DM
AI
common
s
DM DM AC
Web3 data
Consume tickets:
Consumer
travelers, biz ppl
Supply tickets:
Airlines
Expedia Kayak 3rd party
reseller
Easyjet
website
Travel
agent
Hip
munk
BA
website
Travel
agent
SABRE
“AI Compute Pipeline”
f(x)
data
provider
algorithm
compute
provider
storage
provider
analytics
further
processing
curation
“Inter-Service Network”
Algorithm Tribe
Storage Tribe
analytics
further
processing
curation
Compute Tribe
Data Tribe
curation
curation
curation
“Network of Networks, for AI Stack”
Crypto perspective:
Ocean is L2 on L1 AI perspective:
Ocean is L1
User
Experience
Keep Data Science Tooling, Add Crypto
*
New powers for data scientists
•Way more data. Data commons. Enterprise data
without data escapes via on-premise compute.
•Provenance in data & AI training. Goodbye data
honeypots.
•More $. For generating data. For cleaning, labeling,
feature engineering data. For algs. For curation.
Manage Datasets
Curation of Datasets & Algs Via Bonding Curves
Applications
Q: For autonomous vehicles, need 500G driven miles. How?
A: Together. MOBI: 70% of auto production. Toyota, BMW, ..
ConnectedLife:
Way more data for Parkinson’s research
Grow Asia (WEF Spinoff):
Help small farmers manage their plots & protect biodiversity
Govt of Singapore Data Authorities (IMDA):
Give policymakers optionality to better address privacy,
yet benefit from AI data
MusicMap : Curation
AI Commons:
40+ UN Agencies,
AI XPRIZE Using Web3
Data Substrate
in #AIforGood
What does a data
economy look like?
Inspiration: The Token Economy
Base Layer
Economic
Last Mile
Reserve
currency,
store of
value
BTC
App
funding
platform
Ethereum
App
platform,
unit of
exchange
Ethereum
Custodians
/ Wallets
Coinbase,
Trezor,
Metamask
Mining
Bitmain
Token
Exchanges
GDAX,
Binance
Utility Last
Mile (Dapps)
Q: What will the Web3 data economy look like?
A: ≈ The Token Economy
Reserve
currency,
store of
value
Data/asset
funding
platform
Data/asset
platform,
unit of
exchange
Custodians
/ Wallets
Mining:
Service
networks
Data
Exchanges
Data Economy
Base Layer
Economic
Last Mile
Reserve
currency,
store of
value
BTC
App
funding
platform
Ethereum
App
platform,
unit of
exchange
Ethereum/
ETH
Custodians
/ Wallets
Coinbase,
Trezor,
Metamask
Mining
Bitmain
Token
Exchanges
GDAX,
Binance
Utility Last
Mile (Dapps)
Token Economy
How do we instantiate a data economy?
What does
each of these
look like?
Reserve
currency,
store of
value
Data/asset
funding
platform
Data/asset
platform,
unit of
exchange
Custodians
/ Wallets
Mining:
Service
networks
Data
Exchanges
Data Economy
Reward making relevant data available
Via staking assets as a signal of relevance
More stake = more block reward
when serving data asset X
A bonding curve sets price of an
asset’s token
Ö / ḌX
= # Ocean
tokens per
drop
(stake) in
asset X
Supply of ḌX
= # drops of X minted
Easy “mini ICOs” of each data asset
Bootstrap
liquidity
Ö / ḌX
= # Ocean tokens
per drop (stake) in
dataset X
Supply of ḌX
= # drops of X minted
Start
Reserve currency for data assets
Ö / ḌX
= # Ocean tokens
per drop (stake)
in dataset X
Supply of ḌX
= # drops of X minted
Area =
Amount of Ö
staked,
in reserve
Connect AI data & compute networks.
Paid services are purchased with tokens.
Algorithms
Storage
Analytics
further
processing
Compute
Data
Unit of exchange for
AI data & compute
Together, fulfill base layer of the data economy
Reserve
currency,
store of
value
Ocean
tokens
Data/asset
funding
platform
Ocean
Data/asset
platform,
unit of
exchange
Ocean
Area =
reserve
Liquidity+
Catalyze the last utility mile & last financial mile
Custodians /
Wallets
Mining:
Service
networks
Data
Exchanges
AI apps …
++ user acquisition channels, ++
capabilities for users
Existing data exchanges:
++ data to sell
Crypto exchanges:
++tokens to sell
++ tokens to
manage
++capabilities for users:
data science superpowers
& buy/sell services via wallets
The Web3 Data Economy Will Look
A Lot Like The Token Economy!
Reserve
currency,
store of
value
Data/asset
platform,
unit of
exchange
Data/asset
funding
platform
Custodians
/ Wallets
Mining:
Service
networks
Data
Exchanges
Data Economy
Base Layer
Economic
Last Mile
Reserve
currency,
store of
value
BTC
App
funding
platform
Ethereum
App
platform,
unit of
exchange
Ethereum
Custodians
/ Wallets
Coinbase,
Trezor,
Metamask
Mining
Bitmain
Token
Exchanges
GDAX,
Binance
Utility Last
Mile (Dapps)
Token Economy
Roadmap
Alpha Aug ‘18, Mainnet Mar ‘19
Conclusion
Shadow Data
Economy
FB, GOOG
Token
Economy
BTC, ETH
Data
Economy
Ocean
Money
Transparent,
Permissionless
Shadow Money
Economy
The Fed, Banks
Data
Opaque, Power
Concentrated
Data is Money. Let’s Open It in Web3.
@oceanprotocol

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The Web3 Data Economy Will Look A Lot Like The Token Economy

  • 1. @oceanprotocol Trent McConaghy The Web3 Data Economy Ocean Protocol
  • 2. “Don’t be evil” died a long time ago
  • 3. Facebook’s data honeypot tipped the scales in the 2016 US Presidential election “…an infamous Russian ‘troll farm’ ... used Facebook … to influence the U.S. voting public, mostly through thousands of fake ‘bot’ accounts and misleading advertising…” [politico.com]
  • 6. 2008. “Not your keys, not your money”
  • 7.
  • 8. Token Economy BTC, ETH Money Transparent, Permissionless Shadow Money Economy The Fed, Banks Opaque, Power Concentrated The Token Economy Is Opening Up Money
  • 9. Just as We Opened Money, Let’s Open Data Shadow Data Economy FB, GOOG Token Economy BTC, ETH Web3 Data Economy Ocean Money Transparent, Permissionless Shadow Money Economy The Fed, Banks Data Opaque, Power Concentrated
  • 11. Have both: Goog, FB, a handful $$ Have ++ data (1000 enterprises) Have ++ AI expertise (1000 AI startups) AI is the linchpin
  • 12. Connect 1000+ enterprises With 1000+ AI startups All get lotsa data & AI Connecting substrate Connect them!
  • 13. Connect data owners with data scientists Data market DM AI commons Data science tools (sklearn, Tensorflow, ..) DM DM DM Data scientists With problems to solve Enterprises, govts, NGOs With data & compute Connecting substrate: Web3 data incentivization
  • 14. Block rewards to incentivize data supply Add to data commons, make $
  • 15. Web3 data incentives Avoid data escapes: bring compute to the data f(x) private data modeling algorithm privately train model private model model predictions Data stays behind firewall
  • 17. “SABRE for data” SABRE is metadata/substrate for airline tickets. Ocean, for data itself. Consume data: Data scientists, Biz analysts Supply data: Biz’s, NGOs, Governments Data market DM AC DM AI common s DM DM AC Web3 data Consume tickets: Consumer travelers, biz ppl Supply tickets: Airlines Expedia Kayak 3rd party reseller Easyjet website Travel agent Hip munk BA website Travel agent SABRE
  • 19. “Inter-Service Network” Algorithm Tribe Storage Tribe analytics further processing curation Compute Tribe Data Tribe curation curation curation
  • 20. “Network of Networks, for AI Stack” Crypto perspective: Ocean is L2 on L1 AI perspective: Ocean is L1
  • 22. Keep Data Science Tooling, Add Crypto *
  • 23. New powers for data scientists •Way more data. Data commons. Enterprise data without data escapes via on-premise compute. •Provenance in data & AI training. Goodbye data honeypots. •More $. For generating data. For cleaning, labeling, feature engineering data. For algs. For curation.
  • 25. Curation of Datasets & Algs Via Bonding Curves
  • 27. Q: For autonomous vehicles, need 500G driven miles. How? A: Together. MOBI: 70% of auto production. Toyota, BMW, ..
  • 28. ConnectedLife: Way more data for Parkinson’s research
  • 29. Grow Asia (WEF Spinoff): Help small farmers manage their plots & protect biodiversity
  • 30. Govt of Singapore Data Authorities (IMDA): Give policymakers optionality to better address privacy, yet benefit from AI data
  • 32. AI Commons: 40+ UN Agencies, AI XPRIZE Using Web3 Data Substrate in #AIforGood
  • 33. What does a data economy look like?
  • 34. Inspiration: The Token Economy Base Layer Economic Last Mile Reserve currency, store of value BTC App funding platform Ethereum App platform, unit of exchange Ethereum Custodians / Wallets Coinbase, Trezor, Metamask Mining Bitmain Token Exchanges GDAX, Binance Utility Last Mile (Dapps)
  • 35. Q: What will the Web3 data economy look like? A: ≈ The Token Economy Reserve currency, store of value Data/asset funding platform Data/asset platform, unit of exchange Custodians / Wallets Mining: Service networks Data Exchanges Data Economy Base Layer Economic Last Mile Reserve currency, store of value BTC App funding platform Ethereum App platform, unit of exchange Ethereum/ ETH Custodians / Wallets Coinbase, Trezor, Metamask Mining Bitmain Token Exchanges GDAX, Binance Utility Last Mile (Dapps) Token Economy
  • 36. How do we instantiate a data economy? What does each of these look like? Reserve currency, store of value Data/asset funding platform Data/asset platform, unit of exchange Custodians / Wallets Mining: Service networks Data Exchanges Data Economy
  • 37. Reward making relevant data available Via staking assets as a signal of relevance More stake = more block reward when serving data asset X A bonding curve sets price of an asset’s token Ö / ḌX = # Ocean tokens per drop (stake) in asset X Supply of ḌX = # drops of X minted
  • 38. Easy “mini ICOs” of each data asset Bootstrap liquidity Ö / ḌX = # Ocean tokens per drop (stake) in dataset X Supply of ḌX = # drops of X minted Start
  • 39. Reserve currency for data assets Ö / ḌX = # Ocean tokens per drop (stake) in dataset X Supply of ḌX = # drops of X minted Area = Amount of Ö staked, in reserve
  • 40. Connect AI data & compute networks. Paid services are purchased with tokens. Algorithms Storage Analytics further processing Compute Data Unit of exchange for AI data & compute
  • 41. Together, fulfill base layer of the data economy Reserve currency, store of value Ocean tokens Data/asset funding platform Ocean Data/asset platform, unit of exchange Ocean Area = reserve Liquidity+
  • 42. Catalyze the last utility mile & last financial mile Custodians / Wallets Mining: Service networks Data Exchanges AI apps … ++ user acquisition channels, ++ capabilities for users Existing data exchanges: ++ data to sell Crypto exchanges: ++tokens to sell ++ tokens to manage ++capabilities for users: data science superpowers & buy/sell services via wallets
  • 43. The Web3 Data Economy Will Look A Lot Like The Token Economy! Reserve currency, store of value Data/asset platform, unit of exchange Data/asset funding platform Custodians / Wallets Mining: Service networks Data Exchanges Data Economy Base Layer Economic Last Mile Reserve currency, store of value BTC App funding platform Ethereum App platform, unit of exchange Ethereum Custodians / Wallets Coinbase, Trezor, Metamask Mining Bitmain Token Exchanges GDAX, Binance Utility Last Mile (Dapps) Token Economy
  • 44. Roadmap Alpha Aug ‘18, Mainnet Mar ‘19 Conclusion
  • 45. Shadow Data Economy FB, GOOG Token Economy BTC, ETH Data Economy Ocean Money Transparent, Permissionless Shadow Money Economy The Fed, Banks Data Opaque, Power Concentrated Data is Money. Let’s Open It in Web3. @oceanprotocol