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Dr Alexia Maddox
Bitcoin, Blockchains
on Twitter timelines
A social media analysis of
cryptocurrency discourse in
the Australian Twittersphere
Twitter: @alexiamadd
Overview
❖ Research agenda
❖ Visualising social form
❖ Characterising digital communities
❖ Social surfaces
❖ Data alignments for visualisation
❖ Socio-technical disruption
❖ Case study 1: cryptocurrency community(ies)
❖ Case study 2: Dark web community(ies).
Research context
❖ Social Scientist specialising in the study of digital communities,
digital social frontiers, and digital research methods including
❖ the study of collective behaviours online
❖ social media use
❖ digital cultures
❖ research methods to observe, monitor and engage online cohorts.
❖ Themes of social change, social cohesion, social activism and
social inclusion.
Research vision
❖ Generate a data recognition practice (AI/machine learning)
❖ Model social intelligence in 3D immersive environments.
❖ search for signatures of social disruption within digital
trace data.
❖ Interactive and predictive analysis (historical and real
time).
❖ Identify non-human actors within social datasets that
influence social sentiment.
Research agenda
❖ Investigating available data, techniques and community
processes suitable for modelling and visualisation.
❖ Building collaborations through an interdisciplinary
network of researchers across the social sciences,
humanities and computational sciences (but not limited
to!).
❖ Developing an interactive and immersive platform for
researchers and research stakeholders to model social
processes.
Socio-technical disruption
Socio-technical disruption
❖ Hypotheses directing investigation:
❖ Digital communities generate and appropriate emerging technologies
to create alternative possibilities.
❖ Socio-technical disruption is manifested through digital communities.
❖ Socio-technical disruption may be identifiable through digital
signatures.
❖ Forms of identifiable disruption may be ambivalent, malicious or
resistance/refusal acts against structural inequalities.
❖ Within a community this can be characterised through both internal
events and externalised activities.
Case study 1: Cryptocurrencies
❖ To study public discourse surrounding cryptocurrencies via social
media analysis.
❖ Cryptocurrencies are:
❖ Digital payments systems
❖ based upon decentralised peer-to-peer exchange practices
❖ Use of encryption technologies for user privacy and anonymity.
❖ Contentious developments widely discussed within social
media surrounding cryptocurrencies over the last five years
(2012-2017).
Case study 1: Cryptocurrencies
❖ Community profile
❖ Origins within the Cyber-libertarians of the 1990s (Cypherpunks email
list formed in 1992).
❖ Value field includes: privacy, anonymity, personal sovereignty &
autonomy, freedom (of information and by contractual relationships),
disruption of state, decentralisation, peer-to-peer socio-technical
architectures, code-as-law.
❖ Goldbugs, hippies, cyberlibertarians and so on … (Maurer 2013).
❖ Cypherpunks and Crypto-anarchists (Swartz 2018).
❖ Broader base includes fintech enthusiasts and speculators, start ups and
entrepreneurs, privacy advocates.
Maddox, A, Singh, S, Horst, H & Adamson, G 2016, 'An ethnography of Bitcoin: Towards a future research
agenda', Australian Journal of Telecommunications and the Digital Economy, vol. 4, no. 1, pp. 65-78.
Case study 1: Cryptocurrencies
❖ External disruption
❖ Community agenda towards the disruption of
centralised banking system
❖ Frictionless transfers across national borders (ie
stateless transfer).
❖ Blockchain developments (cf. Allen 2018, Zhao
2016)
Case study 1: Cryptocurrencies
❖ Internal disruption
❖ There have been several contentious events within
the community (ie forking in the blockchain, hacks
and scams).
❖ These are disputes surrounding what the
technologies can or should do linked to disputes
between values.
Case study 1: Cryptocurrencies
❖ Trends & tensions over 2012-early 2017
❖ Adoption: drive to bring in users and create network effect (cf
cryptokitties and dogecoin)
❖ Risk: Scams and hacks through exchanges ie Mt Gox
❖ Investment: volatility leads to speculation bubble
❖ Legislation: (ie taxation rulings - cryptocurrencies as asset)
❖ Reputation: Allies and detractors
❖ Digital metallism vs infrastructural mutualism (Swartz 2018).
Bitcoin Blockchains on Twitter timelines: A Social Media analysis of cryptocurrency discourse in the Australian Twittersphere
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Cryptocurrency discussion in the Australian Twittersphere 2012 to early 2017
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Cryptocurrency discussion in the Australian Twittersphere 2012 to early 2017
Event series 1
Event series 2
Event
series 3
Event series 1
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Event series 1
Event 1 transcript
WHAT GOES UP… —
Bitcoin crashes, losing nearly half of its
value in six hours
Plunge happens on the same day one anonymous redditor made it rain in Bitcoin.
- 4/10/2013, 1:40 PM
On Wednesday afternoon, the Bitcoin bubble appears to have burst. As of this writing, its current
value is around $160—down from a high of $260. (It fell as low as $130 today.) There is no obvious
explanation for why the digital currency has fallen so far and so fast, although the market correcting
after such a huge rise might be a good explanation. (Update 4:05pm CT: Bitcoin seems to have
somewhat recovered and appears to be hovering around $200. Update 6:00pm CT: The exchange
rate has fallen back to around $160.)
Some redditors have taken solace in a comment thread entitled "Hold Spartans."
"This is just the market venting some pressure after these huge gains," wrote anotherblog. "To be
honest I'm glad it's happening now. If it recovers, it will demonstrate resilience in the market and give
confidence to future buyers and current holders that they don't need to panic sell, reduce the
chances of a crash in the future."
Coincidentally, the plunge came several hours after a reddit user by the name of “Bitcoinbillionaire”
suddenly, spontaneously decided to give away around $12,000 (more than 63 BTC) worth of the
digital currency. Bitcoinbillionaire rewarded 13 seemingly random redditors, then stopped the
whirlwind spree after about eight hours. At the moment, no evidence links the currency's plunge with
this random reddit charity.
Bitcoinbillionaire took advantage of reddit’s Bitcointip mechanism, which allows users to send each
RealTimeBitcoinDataServices
CYRUS FARIVAR
SUBSCRIPTIONS SIGN IN
Event series 2
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Event Series 2
Event 2bEvent 2a
Event 2 transcript analysis
03.07.14 03:20 PM
WHY BITCOIN DOESN'T WANT A REAL SATOSHI
NAKAMOTO
IN THE HOURS after Newsweek claimed to have discovered the identity of
the mystery-shrouded creator of the bitcoin cryptocurrency – pointing
fingers at a 64-year-old retired engineer named Dorian Satoshi Nakamoto
– a gaggle of reporters showed up on the man's lawn in Southern
California. And when he hopped into a blue Toyota Prius with one reporter,
the rest of them piled into their own cars and chased him through the
streets of downtown Los Angeles, desperate to get the story behind the
myth of bitcoin's founding father.
But those at the heart of the bitcoin community responded quite
differently. The lead developer of the software that drives the bitcoin
system was angry that Newsweek had gone after this man and his family,
publishing his license plate number and a photograph of his house, and
many others agreed. Even before the Associated Press reported that
Dorian Nakamoto had denied any involvement with the digital currency,
the bitcoin faithful were sure that Newsweek was mistaken. At the online
discussion forum Reddit, one person immediately pointed out that at
approximately the same time that bitcoin was released, Dorian Nakamoto
was online writing letters to a model train magazine. "I don't think it's
him," bitcoin enthusiast Fred Friis told us soon after the Newsweek story
broke, with no further explanation.
>Bitcoin is – by design – a leaderless project. The digital currency runs best
that way
The bitcoin community has now rejected the Newsweek article because so
much evidence has piled up against it. But underpinning the immediate
Dorian S. Nakamoto, exits his home surrounded by members of the media in Temple City, California on
Thursday. PHOTO: JONATHAN ALCORN/BLOOMBERG VIA GETTY IMAGES
ROBERT MCMILLAN BUSINESS
SUBSCRIBE
Event series 3
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Event Series 3
Event 3a
Event 3b
Event 3c
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: Event Series 3c
https#ethereum
@metagolddev
eth
meg
#game
#gamedev
new
website
launched
hello
jq8uj41khl
#blockchain
bitcoin
#bitcoin
blockchain
@pbucquet
amp
#fintech
@cryptooz
#cryptocurrency
ico
@btcbias
@hyperrts
#iot
announcement
metagold
price
via
#btc
way
now
#ethics
btc
join
project
just
today
#ai
#crypto
bta
translation
like
next
use
need
time
exchange
#bet
help
one
#ethiopia
money
big
great
trading
#altcoins
@bitcoinagile
get
#altcoin
giant
live
@oceancurve
bonus
end
financial
good
know
secure
world
2017
@britishchamber
bank
latest
panel
#barter
gold
love
network
usd
@batachina
pay@betbybitcoins
bet
update
earn
future
less
make
@cryptocoinsnews
day
htt
see
wave
#decentralized
driving energy
innovative
launch
Figure: Word Cloud from Event 3C of Retweeted text only
From Bitcoin to Blockchain
Data gathered through TrISMA archive and processed through Tableau (unpublished)
Figure: From Bitcoin to Blockchain
Bitcoin Blockchains on Twitter timelines: A Social Media analysis of cryptocurrency discourse in the Australian Twittersphere
Where to from here?
❖ More detailed transcript analysis using coding of
transcript.
❖ Analysis of key influencers in each of the events.
❖ Sentiment analysis surrounding key events to detect
polarisation.
❖ Work towards a process that will support the
identification of signatures of disruption within events.

More Related Content

Bitcoin Blockchains on Twitter timelines: A Social Media analysis of cryptocurrency discourse in the Australian Twittersphere

  • 1. Dr Alexia Maddox Bitcoin, Blockchains on Twitter timelines A social media analysis of cryptocurrency discourse in the Australian Twittersphere Twitter: @alexiamadd
  • 2. Overview ❖ Research agenda ❖ Visualising social form ❖ Characterising digital communities ❖ Social surfaces ❖ Data alignments for visualisation ❖ Socio-technical disruption ❖ Case study 1: cryptocurrency community(ies) ❖ Case study 2: Dark web community(ies).
  • 3. Research context ❖ Social Scientist specialising in the study of digital communities, digital social frontiers, and digital research methods including ❖ the study of collective behaviours online ❖ social media use ❖ digital cultures ❖ research methods to observe, monitor and engage online cohorts. ❖ Themes of social change, social cohesion, social activism and social inclusion.
  • 4. Research vision ❖ Generate a data recognition practice (AI/machine learning) ❖ Model social intelligence in 3D immersive environments. ❖ search for signatures of social disruption within digital trace data. ❖ Interactive and predictive analysis (historical and real time). ❖ Identify non-human actors within social datasets that influence social sentiment.
  • 5. Research agenda ❖ Investigating available data, techniques and community processes suitable for modelling and visualisation. ❖ Building collaborations through an interdisciplinary network of researchers across the social sciences, humanities and computational sciences (but not limited to!). ❖ Developing an interactive and immersive platform for researchers and research stakeholders to model social processes.
  • 7. Socio-technical disruption ❖ Hypotheses directing investigation: ❖ Digital communities generate and appropriate emerging technologies to create alternative possibilities. ❖ Socio-technical disruption is manifested through digital communities. ❖ Socio-technical disruption may be identifiable through digital signatures. ❖ Forms of identifiable disruption may be ambivalent, malicious or resistance/refusal acts against structural inequalities. ❖ Within a community this can be characterised through both internal events and externalised activities.
  • 8. Case study 1: Cryptocurrencies ❖ To study public discourse surrounding cryptocurrencies via social media analysis. ❖ Cryptocurrencies are: ❖ Digital payments systems ❖ based upon decentralised peer-to-peer exchange practices ❖ Use of encryption technologies for user privacy and anonymity. ❖ Contentious developments widely discussed within social media surrounding cryptocurrencies over the last five years (2012-2017).
  • 9. Case study 1: Cryptocurrencies ❖ Community profile ❖ Origins within the Cyber-libertarians of the 1990s (Cypherpunks email list formed in 1992). ❖ Value field includes: privacy, anonymity, personal sovereignty & autonomy, freedom (of information and by contractual relationships), disruption of state, decentralisation, peer-to-peer socio-technical architectures, code-as-law. ❖ Goldbugs, hippies, cyberlibertarians and so on … (Maurer 2013). ❖ Cypherpunks and Crypto-anarchists (Swartz 2018). ❖ Broader base includes fintech enthusiasts and speculators, start ups and entrepreneurs, privacy advocates. Maddox, A, Singh, S, Horst, H & Adamson, G 2016, 'An ethnography of Bitcoin: Towards a future research agenda', Australian Journal of Telecommunications and the Digital Economy, vol. 4, no. 1, pp. 65-78.
  • 10. Case study 1: Cryptocurrencies ❖ External disruption ❖ Community agenda towards the disruption of centralised banking system ❖ Frictionless transfers across national borders (ie stateless transfer). ❖ Blockchain developments (cf. Allen 2018, Zhao 2016)
  • 11. Case study 1: Cryptocurrencies ❖ Internal disruption ❖ There have been several contentious events within the community (ie forking in the blockchain, hacks and scams). ❖ These are disputes surrounding what the technologies can or should do linked to disputes between values.
  • 12. Case study 1: Cryptocurrencies ❖ Trends & tensions over 2012-early 2017 ❖ Adoption: drive to bring in users and create network effect (cf cryptokitties and dogecoin) ❖ Risk: Scams and hacks through exchanges ie Mt Gox ❖ Investment: volatility leads to speculation bubble ❖ Legislation: (ie taxation rulings - cryptocurrencies as asset) ❖ Reputation: Allies and detractors ❖ Digital metallism vs infrastructural mutualism (Swartz 2018).
  • 14. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Cryptocurrency discussion in the Australian Twittersphere 2012 to early 2017
  • 15. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Cryptocurrency discussion in the Australian Twittersphere 2012 to early 2017 Event series 1 Event series 2 Event series 3
  • 17. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Event series 1
  • 18. Event 1 transcript WHAT GOES UP… — Bitcoin crashes, losing nearly half of its value in six hours Plunge happens on the same day one anonymous redditor made it rain in Bitcoin. - 4/10/2013, 1:40 PM On Wednesday afternoon, the Bitcoin bubble appears to have burst. As of this writing, its current value is around $160—down from a high of $260. (It fell as low as $130 today.) There is no obvious explanation for why the digital currency has fallen so far and so fast, although the market correcting after such a huge rise might be a good explanation. (Update 4:05pm CT: Bitcoin seems to have somewhat recovered and appears to be hovering around $200. Update 6:00pm CT: The exchange rate has fallen back to around $160.) Some redditors have taken solace in a comment thread entitled "Hold Spartans." "This is just the market venting some pressure after these huge gains," wrote anotherblog. "To be honest I'm glad it's happening now. If it recovers, it will demonstrate resilience in the market and give confidence to future buyers and current holders that they don't need to panic sell, reduce the chances of a crash in the future." Coincidentally, the plunge came several hours after a reddit user by the name of “Bitcoinbillionaire” suddenly, spontaneously decided to give away around $12,000 (more than 63 BTC) worth of the digital currency. Bitcoinbillionaire rewarded 13 seemingly random redditors, then stopped the whirlwind spree after about eight hours. At the moment, no evidence links the currency's plunge with this random reddit charity. Bitcoinbillionaire took advantage of reddit’s Bitcointip mechanism, which allows users to send each RealTimeBitcoinDataServices CYRUS FARIVAR SUBSCRIPTIONS SIGN IN
  • 20. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Event Series 2 Event 2bEvent 2a
  • 21. Event 2 transcript analysis 03.07.14 03:20 PM WHY BITCOIN DOESN'T WANT A REAL SATOSHI NAKAMOTO IN THE HOURS after Newsweek claimed to have discovered the identity of the mystery-shrouded creator of the bitcoin cryptocurrency – pointing fingers at a 64-year-old retired engineer named Dorian Satoshi Nakamoto – a gaggle of reporters showed up on the man's lawn in Southern California. And when he hopped into a blue Toyota Prius with one reporter, the rest of them piled into their own cars and chased him through the streets of downtown Los Angeles, desperate to get the story behind the myth of bitcoin's founding father. But those at the heart of the bitcoin community responded quite differently. The lead developer of the software that drives the bitcoin system was angry that Newsweek had gone after this man and his family, publishing his license plate number and a photograph of his house, and many others agreed. Even before the Associated Press reported that Dorian Nakamoto had denied any involvement with the digital currency, the bitcoin faithful were sure that Newsweek was mistaken. At the online discussion forum Reddit, one person immediately pointed out that at approximately the same time that bitcoin was released, Dorian Nakamoto was online writing letters to a model train magazine. "I don't think it's him," bitcoin enthusiast Fred Friis told us soon after the Newsweek story broke, with no further explanation. >Bitcoin is – by design – a leaderless project. The digital currency runs best that way The bitcoin community has now rejected the Newsweek article because so much evidence has piled up against it. But underpinning the immediate Dorian S. Nakamoto, exits his home surrounded by members of the media in Temple City, California on Thursday. PHOTO: JONATHAN ALCORN/BLOOMBERG VIA GETTY IMAGES ROBERT MCMILLAN BUSINESS SUBSCRIBE
  • 23. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Event Series 3 Event 3a Event 3b Event 3c
  • 24. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: Event Series 3c
  • 26. From Bitcoin to Blockchain
  • 27. Data gathered through TrISMA archive and processed through Tableau (unpublished) Figure: From Bitcoin to Blockchain
  • 29. Where to from here? ❖ More detailed transcript analysis using coding of transcript. ❖ Analysis of key influencers in each of the events. ❖ Sentiment analysis surrounding key events to detect polarisation. ❖ Work towards a process that will support the identification of signatures of disruption within events.