SlideShare ist ein Scribd-Unternehmen logo
1 von 21
Katie Jonsson
IR 21’
Dylan Junkin
IR 21’
Will Buchanan
CS 21’
Sally Egan
IR + MCS 22’
ElectionWatch
138 Interviews
Sponsor Problem Statement:
US allies and partners need a
tool to improve the resiliency of
their information environment
and to protect the integrity of
their political elections from
outside interference.
Current Problem Statement:
SOCPAC PsyOps analysts need an
open-source tool to improve the
transparency of the information
environment and track the Chinese
Communist Party’s political influence
campaigns.
We interviewed 138 people across government,
industry, and academia
71 Interviews 38 Interviews 29 Interviews
“Disinformation is
the next wave of
confrontation
between
authoritarian
regimes and the
United States.”
Senior Official,
Cyber Command
But, we had a false start and tackled the
solution before the problem
VALUE PROP
Identify,
attribute,
map, and
respond
BENEFICIARIES
● SOCPAC
● Cyber
Command
● Social media
platforms
● Southeast
Asian
governments
● Focused on solution rather than
problem
● Trouble finding analysts. Too
many ‘high level’ interviews
“We need to identify
malign influence in
elections”
“We need a tool to
directly combat false
information coming from
China and Russia”
-Senior U.S. Government Officials
So we restarted and tried to understand the
problem
Week 1 Week 5 Week 9+
Too focused on solution
instead of problem
Morale
New Strategy: Find the subject matter experts
while we schedule to meet with our
beneficiaries!
Learning how and why adversaries spread information
Adversaries promote
their own image and
undermine democracy,
using inauthentic and
authentic tactics.
“Policy decisions are made at the
highest levels. This allows
[adversaries] to give broad goals
but no specific implementation
requirements.”
- Glenn Tiffert, Hoover Institution
15
Subject Matter
Experts
Media
Messaging
Academia
Social
Media
Politics
Business
Rest of
Society
Rest of
Society
Adversary
Government
Week 1 Week 5 Week 9+
Too focused on solution
instead of problem
Pivot!
We pivoted after learning that influence campaigns target
non-election events and contain truthful elements
We understood the
problem, but not
who owns it
What’s Next?
Election disinformation → political influence
Identifying our Beneficiary
Insights:
Overlapping network of
responsibility
Differing approaches
SOCPAC is the Center
of the Spiderweb
Special Operations Command Pacific
Psychological Operations Analysts
State
Department
National
Security Council
Intelligence
Agencies
CIA, FBI, NSA
J39: Information Operations
Psychological Operations
Analysts
J3: Operations
SOCPA
C
INDOPACOM
Department of Defense
CYBERCOM
We mapped out the workflow of J39 analysts
monitoring and countering influence
Attribute
“Where did it come from?”
Pain Point: Data sharing
between classification
levels
Goal: Finding the nation/group
behind the narrative
Identify
“Have we been attacked?
Goal: Spotting narratives
targeting US and allies before
they gain traction
Pain Point: Identifying
narratives on social media
Respond
“What should we do about it?”
Pain Point: Counter
messaging is too slow
Goal: Publishing truthful
messages via embassies to
counter the threat
We made an MVP to speed up counter messaging
KEY PARTNERS
● Policy and Security
specialists at
Facebook, Twitter,
Google, BlackBird,
Primer,ai
● SOCPAC
● Cyber Command
● Southeast Asian
governments
● Cyber policy
research initiatives
(DFRL, SIO)
● Civil Society
● Ambassadors and
PAOs at US
Embassies
● Global Engagement
Center
● State Department
7th Floor (S, P, or R)
KEY RESOURCES
● Twitter APIs
● Election security experts with
understanding of targeting tactics
● Mass link/photo/post
scanning/tracking algorithm
● Student engineers
KEY ACTIVITIES
● Identify and map Chinese to increase
political transparency and allow faster
ingestion of large quantities of data data
MISSION ACHIEVEMENT/IMPACT FACTORS
● Improved transparency on social media platforms regarding disinformation and
influence campaigns
● Ensure allies in Southeast Asia are aware of current Chinese influence
DEPLOYMENT
BUY-IN &
SUPPORT
MISSION BUDGET/COST
● Fixed: software design and engineering,
● Variable: content moderators, cooperation with technology/social
media companies
Once Mission-Fit was achieved, we shifted to deployment
VALUE
PROPOSITIONS
Create pre-
approved
messages so
analysts can
respond quicker
BENEFICIARIES
J-39
Psychological
Operations
Analysts
Potential deployment plan in Southeast Asia
Testing our tool where the adversary is testing their tactics
Demo with Special
Operations analysts
Initial testing with US
Embassies in region
Engage with foreign
governments and
society
Demo with Special
Operations analysts
13
After pursuing counter messaging for weeks,
we learned it needs a policy solution, not a
tech solution
“Not sure anyone
can solve
bureaucratic
problems. Getting
messaging out is
strategic, but this
seems like an
impossible task”
US Embassies
Policy Directives
Messaging
We can add value through
counter-messaging!Morale
Week 1 Week 5 Week 9+
Counter messaging was
unrealistic. We asked
ourselves: Where can we
add value?
Went back to analyst
workflow to find pain
points to address
Too focused on solution
instead of problem
Pivot!
Pivoted from sending counter messages
to identifying narratives
15
Respond Identify
“Our biggest challenge is the
initial assessment of
disinformation… Everything
we have requires having
keywords in order to be
searching for information.”
-SOCPAC Analyst
Our final MVP helps analysts identify narratives earlier
“The concept we are talking
about is unique... at the moment
we have nothing that mirrors its
functions…”
- SOCPAC Analyst
Identify narratives and
accounts before they
generate significant
attention
What’s Next?
138
Here is where we are now
We can add value through
counter-messaging!
Too focused on solution
instead of problem
Pivot!
We are building our narrative tracking
tool and we have support
● Developing partnerships
● Seeking initial grant
funding
● Addressing data access
and competitors
We are applying for H4X Funding
The team is pursuing H4X
funding and will be hiring
software engineers this
summer
A big thank you to Major Morton, Lt. Col Liebreich, MG Hager, MG
Braga, Capt. Brunson, Lt. Col Waters, Reece Smyth, Robert Locke, Nini
Moorhead, Daniel Bardenstein, Valeria Rincon, and the teaching team.
The team can be contacted at:
djunkin@stanford.edu
kjonsson@stanford.edu
wbuchan@stanford.edu
egansj18@stanford.edu
Appendix
Reduces time to identify narratives
Runs in background 24/7
Dynamic ability to add/delete actors
Unclassified and open-source
Coordination across analysts
Our MVP addresses key challenges and
integrates with existing workflow:

Weitere ähnliche Inhalte

Was ist angesagt?

Bright talk running a cloud - final
Bright talk   running a cloud - finalBright talk   running a cloud - final
Bright talk running a cloud - finalAndrew White
 
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...Open Group Panel Explores Changing Field of Risk Management and Analysis in t...
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...Dana Gardner
 
Brighttalk reason 114 for learning math - final
Brighttalk   reason 114 for learning math - finalBrighttalk   reason 114 for learning math - final
Brighttalk reason 114 for learning math - finalAndrew White
 
Security Snake Oil Cycle 2019
Security Snake Oil Cycle 2019Security Snake Oil Cycle 2019
Security Snake Oil Cycle 2019Dave Cole
 
Less is More: Behind the Data at Risk I/O
Less is More: Behind the Data at Risk I/OLess is More: Behind the Data at Risk I/O
Less is More: Behind the Data at Risk I/OMichael Roytman
 
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...Bonnie Cheuk
 
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...Gene Kim
 
Space Evaders Lessons Learned H4Dip Stanford 2016
Space Evaders Lessons Learned H4Dip Stanford 2016Space Evaders Lessons Learned H4Dip Stanford 2016
Space Evaders Lessons Learned H4Dip Stanford 2016Stanford University
 
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...webwinkelvakdag
 
SecureWorld - Communicating With Your CFO
SecureWorld - Communicating With Your CFOSecureWorld - Communicating With Your CFO
SecureWorld - Communicating With Your CFOGene Kim
 
How can we harness digital technologies and artificial intelligence (AI) to s...
How can we harness digital technologies and artificial intelligence (AI) to s...How can we harness digital technologies and artificial intelligence (AI) to s...
How can we harness digital technologies and artificial intelligence (AI) to s...SharpBrains
 
The Black Report - Hackers
The Black Report - HackersThe Black Report - Hackers
The Black Report - HackersDendreon
 
Is data visualisation bullshit?
Is data visualisation bullshit?Is data visualisation bullshit?
Is data visualisation bullshit?Alban Gérôme
 
Thin Slicing a Black Swan: When Less Is More
Thin Slicing a Black Swan: When Less Is MoreThin Slicing a Black Swan: When Less Is More
Thin Slicing a Black Swan: When Less Is MoreMichele Chubirka
 
H(app)athon committee meeting1_prep
H(app)athon committee meeting1_prepH(app)athon committee meeting1_prep
H(app)athon committee meeting1_prepJohn C. Havens
 

Was ist angesagt? (20)

Bright talk running a cloud - final
Bright talk   running a cloud - finalBright talk   running a cloud - final
Bright talk running a cloud - final
 
Eap in 2028 – is employee assistance “tech proof”?
Eap in 2028 – is employee assistance “tech proof”?Eap in 2028 – is employee assistance “tech proof”?
Eap in 2028 – is employee assistance “tech proof”?
 
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...Open Group Panel Explores Changing Field of Risk Management and Analysis in t...
Open Group Panel Explores Changing Field of Risk Management and Analysis in t...
 
Brighttalk reason 114 for learning math - final
Brighttalk   reason 114 for learning math - finalBrighttalk   reason 114 for learning math - final
Brighttalk reason 114 for learning math - final
 
Security Snake Oil Cycle 2019
Security Snake Oil Cycle 2019Security Snake Oil Cycle 2019
Security Snake Oil Cycle 2019
 
Less is More: Behind the Data at Risk I/O
Less is More: Behind the Data at Risk I/OLess is More: Behind the Data at Risk I/O
Less is More: Behind the Data at Risk I/O
 
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...
Dr Bonnie Cheuk IDC Future of Work Keynote: Workforce Transformation Human Ma...
 
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...
DOES SFO 2016 - Kaimar Karu - ITIL. You keep using that word. I don't think i...
 
Think digital invitation for enterprise
Think digital invitation for enterpriseThink digital invitation for enterprise
Think digital invitation for enterprise
 
Space Evaders Lessons Learned H4Dip Stanford 2016
Space Evaders Lessons Learned H4Dip Stanford 2016Space Evaders Lessons Learned H4Dip Stanford 2016
Space Evaders Lessons Learned H4Dip Stanford 2016
 
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...
VERANTWOORDE WAARDECREATIE MET BIG DATA EN ARTIFICIAL INTELLIGENCE: HOE DAN? ...
 
Startup Grind 020514
Startup Grind 020514Startup Grind 020514
Startup Grind 020514
 
Designing Data for Dignity StrataRx
Designing Data for Dignity StrataRxDesigning Data for Dignity StrataRx
Designing Data for Dignity StrataRx
 
SecureWorld - Communicating With Your CFO
SecureWorld - Communicating With Your CFOSecureWorld - Communicating With Your CFO
SecureWorld - Communicating With Your CFO
 
How can we harness digital technologies and artificial intelligence (AI) to s...
How can we harness digital technologies and artificial intelligence (AI) to s...How can we harness digital technologies and artificial intelligence (AI) to s...
How can we harness digital technologies and artificial intelligence (AI) to s...
 
The Black Report - Hackers
The Black Report - HackersThe Black Report - Hackers
The Black Report - Hackers
 
Is data visualisation bullshit?
Is data visualisation bullshit?Is data visualisation bullshit?
Is data visualisation bullshit?
 
Thin Slicing a Black Swan: When Less Is More
Thin Slicing a Black Swan: When Less Is MoreThin Slicing a Black Swan: When Less Is More
Thin Slicing a Black Swan: When Less Is More
 
H(app)athon committee meeting1_prep
H(app)athon committee meeting1_prepH(app)athon committee meeting1_prep
H(app)athon committee meeting1_prep
 
The Digital Enterprise
The Digital EnterpriseThe Digital Enterprise
The Digital Enterprise
 

Ähnlich wie ElectionWatch H4D 2020 Lessons Learned

SANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political BreachesSANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political BreachesJohn Bambenek
 
Increasing Voter Knowledge with Pre-Election Interventions on Facebook
Increasing Voter Knowledge with Pre-Election Interventions on FacebookIncreasing Voter Knowledge with Pre-Election Interventions on Facebook
Increasing Voter Knowledge with Pre-Election Interventions on FacebookMIT GOV/LAB
 
Team Disinformation - 2022 Technology, Innovation & Great Power Competition
Team Disinformation  - 2022 Technology, Innovation & Great Power CompetitionTeam Disinformation  - 2022 Technology, Innovation & Great Power Competition
Team Disinformation - 2022 Technology, Innovation & Great Power CompetitionStanford University
 
Seth Grimes - Sentiment in Social Media
Seth Grimes - Sentiment in Social MediaSeth Grimes - Sentiment in Social Media
Seth Grimes - Sentiment in Social MediaInfluence People
 
Fake news and fact finding
Fake news and fact findingFake news and fact finding
Fake news and fact findingYumonomics
 
Managing crisis world vision
Managing crisis   world visionManaging crisis   world vision
Managing crisis world visionDavid Phillips
 
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)Flupa
 
The Fact Checking Project from the American Press Institute
The Fact Checking Project from the American Press InstituteThe Fact Checking Project from the American Press Institute
The Fact Checking Project from the American Press InstituteJoe Amditis
 
Digital Analytics and Listening Tools
Digital Analytics and Listening ToolsDigital Analytics and Listening Tools
Digital Analytics and Listening ToolsSkot Waldron
 
How Early Warning and Response Intelligence Applies to Crisis Management
How Early Warning and Response Intelligence Applies to Crisis ManagementHow Early Warning and Response Intelligence Applies to Crisis Management
How Early Warning and Response Intelligence Applies to Crisis ManagementIntelCollab.com
 
NewsWhip General Brochure
NewsWhip General BrochureNewsWhip General Brochure
NewsWhip General BrochureNewsWhip
 
Target Research Proposal
Target Research ProposalTarget Research Proposal
Target Research ProposalBrianna Beitzel
 
Emotion Drives Behavior: Building a Data Narrative
Emotion Drives Behavior: Building a Data NarrativeEmotion Drives Behavior: Building a Data Narrative
Emotion Drives Behavior: Building a Data Narrativeevolve24
 
The Future of Advanced Analytics
The Future of Advanced AnalyticsThe Future of Advanced Analytics
The Future of Advanced AnalyticsHaystax Technology
 
Intelligence Led Policing for Police Decision Makers
Intelligence Led Policing for Police Decision MakersIntelligence Led Policing for Police Decision Makers
Intelligence Led Policing for Police Decision MakersDeborah Osborne
 
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...News Leaders Association's NewsTrain
 
Avoid Disaster With These 6 HR Must-Do's for Social Media
Avoid Disaster With These 6 HR Must-Do's for Social MediaAvoid Disaster With These 6 HR Must-Do's for Social Media
Avoid Disaster With These 6 HR Must-Do's for Social MediaeCornell
 
Social Media in the Federal Community: Perceptions and Usage Among Government...
Social Media in the Federal Community: Perceptions and Usage Among Government...Social Media in the Federal Community: Perceptions and Usage Among Government...
Social Media in the Federal Community: Perceptions and Usage Among Government...Market Connections, Inc.
 

Ähnlich wie ElectionWatch H4D 2020 Lessons Learned (20)

Tech2Empower.v2
Tech2Empower.v2Tech2Empower.v2
Tech2Empower.v2
 
SANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political BreachesSANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political Breaches
 
Increasing Voter Knowledge with Pre-Election Interventions on Facebook
Increasing Voter Knowledge with Pre-Election Interventions on FacebookIncreasing Voter Knowledge with Pre-Election Interventions on Facebook
Increasing Voter Knowledge with Pre-Election Interventions on Facebook
 
Team Disinformation - 2022 Technology, Innovation & Great Power Competition
Team Disinformation  - 2022 Technology, Innovation & Great Power CompetitionTeam Disinformation  - 2022 Technology, Innovation & Great Power Competition
Team Disinformation - 2022 Technology, Innovation & Great Power Competition
 
Seth Grimes - Sentiment in Social Media
Seth Grimes - Sentiment in Social MediaSeth Grimes - Sentiment in Social Media
Seth Grimes - Sentiment in Social Media
 
Fake news and fact finding
Fake news and fact findingFake news and fact finding
Fake news and fact finding
 
Managing crisis world vision
Managing crisis   world visionManaging crisis   world vision
Managing crisis world vision
 
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)
Flupa UX Days 2018 | Sara Wachter-Boettcher (EN)
 
Fact-Checking Workshop by API & PolitiFact
Fact-Checking Workshop by API & PolitiFactFact-Checking Workshop by API & PolitiFact
Fact-Checking Workshop by API & PolitiFact
 
The Fact Checking Project from the American Press Institute
The Fact Checking Project from the American Press InstituteThe Fact Checking Project from the American Press Institute
The Fact Checking Project from the American Press Institute
 
Digital Analytics and Listening Tools
Digital Analytics and Listening ToolsDigital Analytics and Listening Tools
Digital Analytics and Listening Tools
 
How Early Warning and Response Intelligence Applies to Crisis Management
How Early Warning and Response Intelligence Applies to Crisis ManagementHow Early Warning and Response Intelligence Applies to Crisis Management
How Early Warning and Response Intelligence Applies to Crisis Management
 
NewsWhip General Brochure
NewsWhip General BrochureNewsWhip General Brochure
NewsWhip General Brochure
 
Target Research Proposal
Target Research ProposalTarget Research Proposal
Target Research Proposal
 
Emotion Drives Behavior: Building a Data Narrative
Emotion Drives Behavior: Building a Data NarrativeEmotion Drives Behavior: Building a Data Narrative
Emotion Drives Behavior: Building a Data Narrative
 
The Future of Advanced Analytics
The Future of Advanced AnalyticsThe Future of Advanced Analytics
The Future of Advanced Analytics
 
Intelligence Led Policing for Police Decision Makers
Intelligence Led Policing for Police Decision MakersIntelligence Led Policing for Police Decision Makers
Intelligence Led Policing for Police Decision Makers
 
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...
How to reach audiences who don't trust you - Tony Marcano - Fresno NewsTrain ...
 
Avoid Disaster With These 6 HR Must-Do's for Social Media
Avoid Disaster With These 6 HR Must-Do's for Social MediaAvoid Disaster With These 6 HR Must-Do's for Social Media
Avoid Disaster With These 6 HR Must-Do's for Social Media
 
Social Media in the Federal Community: Perceptions and Usage Among Government...
Social Media in the Federal Community: Perceptions and Usage Among Government...Social Media in the Federal Community: Perceptions and Usage Among Government...
Social Media in the Federal Community: Perceptions and Usage Among Government...
 

Mehr von Stanford University

Team Networks - 2022 Technology, Innovation & Great Power Competition
Team Networks  - 2022 Technology, Innovation & Great Power CompetitionTeam Networks  - 2022 Technology, Innovation & Great Power Competition
Team Networks - 2022 Technology, Innovation & Great Power CompetitionStanford University
 
Team LiOn Batteries - 2022 Technology, Innovation & Great Power Competition
Team LiOn Batteries  - 2022 Technology, Innovation & Great Power CompetitionTeam LiOn Batteries  - 2022 Technology, Innovation & Great Power Competition
Team LiOn Batteries - 2022 Technology, Innovation & Great Power CompetitionStanford University
 
Team Quantum - 2022 Technology, Innovation & Great Power Competition
Team Quantum  - 2022 Technology, Innovation & Great Power CompetitionTeam Quantum  - 2022 Technology, Innovation & Great Power Competition
Team Quantum - 2022 Technology, Innovation & Great Power CompetitionStanford University
 
Team Wargames - 2022 Technology, Innovation & Great Power Competition
Team Wargames  - 2022 Technology, Innovation & Great Power CompetitionTeam Wargames  - 2022 Technology, Innovation & Great Power Competition
Team Wargames - 2022 Technology, Innovation & Great Power CompetitionStanford University
 
Team Acquistion - 2022 Technology, Innovation & Great Power Competition
Team Acquistion  - 2022 Technology, Innovation & Great Power Competition Team Acquistion  - 2022 Technology, Innovation & Great Power Competition
Team Acquistion - 2022 Technology, Innovation & Great Power Competition Stanford University
 
Team Climate Change - 2022 Technology, Innovation & Great Power Competition
Team Climate Change - 2022 Technology, Innovation & Great Power Competition Team Climate Change - 2022 Technology, Innovation & Great Power Competition
Team Climate Change - 2022 Technology, Innovation & Great Power Competition Stanford University
 
Altuna Engr245 2022 Lessons Learned
Altuna Engr245 2022 Lessons LearnedAltuna Engr245 2022 Lessons Learned
Altuna Engr245 2022 Lessons LearnedStanford University
 
Invisa Engr245 2022 Lessons Learned
Invisa Engr245 2022 Lessons LearnedInvisa Engr245 2022 Lessons Learned
Invisa Engr245 2022 Lessons LearnedStanford University
 
ānanda Engr245 2022 Lessons Learned
ānanda Engr245 2022 Lessons Learnedānanda Engr245 2022 Lessons Learned
ānanda Engr245 2022 Lessons LearnedStanford University
 
Gordian Knot Center Roundtable w/Depty SecDef
Gordian Knot Center Roundtable w/Depty SecDef Gordian Knot Center Roundtable w/Depty SecDef
Gordian Knot Center Roundtable w/Depty SecDef Stanford University
 
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Stanford University
 
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Stanford University
 
Team Catena - 2021 Technology, Innovation & Great Power Competition
Team Catena - 2021 Technology, Innovation & Great Power CompetitionTeam Catena - 2021 Technology, Innovation & Great Power Competition
Team Catena - 2021 Technology, Innovation & Great Power CompetitionStanford University
 
Team Apollo - 2021 Technology, Innovation & Great Power Competition
Team Apollo - 2021 Technology, Innovation & Great Power CompetitionTeam Apollo - 2021 Technology, Innovation & Great Power Competition
Team Apollo - 2021 Technology, Innovation & Great Power CompetitionStanford University
 
Team Drone - 2021 Technology, Innovation & Great Power Competition
Team Drone - 2021 Technology, Innovation & Great Power CompetitionTeam Drone - 2021 Technology, Innovation & Great Power Competition
Team Drone - 2021 Technology, Innovation & Great Power CompetitionStanford University
 
Team Short Circuit - 2021 Technology, Innovation & Great Power Competition
Team Short Circuit - 2021 Technology, Innovation & Great Power CompetitionTeam Short Circuit - 2021 Technology, Innovation & Great Power Competition
Team Short Circuit - 2021 Technology, Innovation & Great Power CompetitionStanford University
 
Team Aurora - 2021 Technology, Innovation & Great Power Competition
Team Aurora - 2021 Technology, Innovation & Great Power CompetitionTeam Aurora - 2021 Technology, Innovation & Great Power Competition
Team Aurora - 2021 Technology, Innovation & Great Power CompetitionStanford University
 
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...Stanford University
 
Lecture 8 - Technology, Innovation and Great Power Competition - Cyber
Lecture 8 - Technology, Innovation and Great Power Competition - CyberLecture 8 - Technology, Innovation and Great Power Competition - Cyber
Lecture 8 - Technology, Innovation and Great Power Competition - CyberStanford University
 
Lecture 7 - Technology, Innovation and Great Power Competition - Space
Lecture 7 - Technology, Innovation and Great Power Competition - SpaceLecture 7 - Technology, Innovation and Great Power Competition - Space
Lecture 7 - Technology, Innovation and Great Power Competition - SpaceStanford University
 

Mehr von Stanford University (20)

Team Networks - 2022 Technology, Innovation & Great Power Competition
Team Networks  - 2022 Technology, Innovation & Great Power CompetitionTeam Networks  - 2022 Technology, Innovation & Great Power Competition
Team Networks - 2022 Technology, Innovation & Great Power Competition
 
Team LiOn Batteries - 2022 Technology, Innovation & Great Power Competition
Team LiOn Batteries  - 2022 Technology, Innovation & Great Power CompetitionTeam LiOn Batteries  - 2022 Technology, Innovation & Great Power Competition
Team LiOn Batteries - 2022 Technology, Innovation & Great Power Competition
 
Team Quantum - 2022 Technology, Innovation & Great Power Competition
Team Quantum  - 2022 Technology, Innovation & Great Power CompetitionTeam Quantum  - 2022 Technology, Innovation & Great Power Competition
Team Quantum - 2022 Technology, Innovation & Great Power Competition
 
Team Wargames - 2022 Technology, Innovation & Great Power Competition
Team Wargames  - 2022 Technology, Innovation & Great Power CompetitionTeam Wargames  - 2022 Technology, Innovation & Great Power Competition
Team Wargames - 2022 Technology, Innovation & Great Power Competition
 
Team Acquistion - 2022 Technology, Innovation & Great Power Competition
Team Acquistion  - 2022 Technology, Innovation & Great Power Competition Team Acquistion  - 2022 Technology, Innovation & Great Power Competition
Team Acquistion - 2022 Technology, Innovation & Great Power Competition
 
Team Climate Change - 2022 Technology, Innovation & Great Power Competition
Team Climate Change - 2022 Technology, Innovation & Great Power Competition Team Climate Change - 2022 Technology, Innovation & Great Power Competition
Team Climate Change - 2022 Technology, Innovation & Great Power Competition
 
Altuna Engr245 2022 Lessons Learned
Altuna Engr245 2022 Lessons LearnedAltuna Engr245 2022 Lessons Learned
Altuna Engr245 2022 Lessons Learned
 
Invisa Engr245 2022 Lessons Learned
Invisa Engr245 2022 Lessons LearnedInvisa Engr245 2022 Lessons Learned
Invisa Engr245 2022 Lessons Learned
 
ānanda Engr245 2022 Lessons Learned
ānanda Engr245 2022 Lessons Learnedānanda Engr245 2022 Lessons Learned
ānanda Engr245 2022 Lessons Learned
 
Gordian Knot Center Roundtable w/Depty SecDef
Gordian Knot Center Roundtable w/Depty SecDef Gordian Knot Center Roundtable w/Depty SecDef
Gordian Knot Center Roundtable w/Depty SecDef
 
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
 
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
Team Army venture capital - 2021 Technology, Innovation & Great Power Competi...
 
Team Catena - 2021 Technology, Innovation & Great Power Competition
Team Catena - 2021 Technology, Innovation & Great Power CompetitionTeam Catena - 2021 Technology, Innovation & Great Power Competition
Team Catena - 2021 Technology, Innovation & Great Power Competition
 
Team Apollo - 2021 Technology, Innovation & Great Power Competition
Team Apollo - 2021 Technology, Innovation & Great Power CompetitionTeam Apollo - 2021 Technology, Innovation & Great Power Competition
Team Apollo - 2021 Technology, Innovation & Great Power Competition
 
Team Drone - 2021 Technology, Innovation & Great Power Competition
Team Drone - 2021 Technology, Innovation & Great Power CompetitionTeam Drone - 2021 Technology, Innovation & Great Power Competition
Team Drone - 2021 Technology, Innovation & Great Power Competition
 
Team Short Circuit - 2021 Technology, Innovation & Great Power Competition
Team Short Circuit - 2021 Technology, Innovation & Great Power CompetitionTeam Short Circuit - 2021 Technology, Innovation & Great Power Competition
Team Short Circuit - 2021 Technology, Innovation & Great Power Competition
 
Team Aurora - 2021 Technology, Innovation & Great Power Competition
Team Aurora - 2021 Technology, Innovation & Great Power CompetitionTeam Aurora - 2021 Technology, Innovation & Great Power Competition
Team Aurora - 2021 Technology, Innovation & Great Power Competition
 
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...
Team Conflicted Capital Team - 2021 Technology, Innovation & Great Power Comp...
 
Lecture 8 - Technology, Innovation and Great Power Competition - Cyber
Lecture 8 - Technology, Innovation and Great Power Competition - CyberLecture 8 - Technology, Innovation and Great Power Competition - Cyber
Lecture 8 - Technology, Innovation and Great Power Competition - Cyber
 
Lecture 7 - Technology, Innovation and Great Power Competition - Space
Lecture 7 - Technology, Innovation and Great Power Competition - SpaceLecture 7 - Technology, Innovation and Great Power Competition - Space
Lecture 7 - Technology, Innovation and Great Power Competition - Space
 

Kürzlich hochgeladen

Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.MateoGardella
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 

Kürzlich hochgeladen (20)

Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 

ElectionWatch H4D 2020 Lessons Learned

  • 1. Katie Jonsson IR 21’ Dylan Junkin IR 21’ Will Buchanan CS 21’ Sally Egan IR + MCS 22’ ElectionWatch 138 Interviews Sponsor Problem Statement: US allies and partners need a tool to improve the resiliency of their information environment and to protect the integrity of their political elections from outside interference. Current Problem Statement: SOCPAC PsyOps analysts need an open-source tool to improve the transparency of the information environment and track the Chinese Communist Party’s political influence campaigns.
  • 2. We interviewed 138 people across government, industry, and academia 71 Interviews 38 Interviews 29 Interviews
  • 3. “Disinformation is the next wave of confrontation between authoritarian regimes and the United States.” Senior Official, Cyber Command
  • 4. But, we had a false start and tackled the solution before the problem VALUE PROP Identify, attribute, map, and respond BENEFICIARIES ● SOCPAC ● Cyber Command ● Social media platforms ● Southeast Asian governments ● Focused on solution rather than problem ● Trouble finding analysts. Too many ‘high level’ interviews “We need to identify malign influence in elections” “We need a tool to directly combat false information coming from China and Russia” -Senior U.S. Government Officials
  • 5. So we restarted and tried to understand the problem Week 1 Week 5 Week 9+ Too focused on solution instead of problem Morale New Strategy: Find the subject matter experts while we schedule to meet with our beneficiaries!
  • 6. Learning how and why adversaries spread information Adversaries promote their own image and undermine democracy, using inauthentic and authentic tactics. “Policy decisions are made at the highest levels. This allows [adversaries] to give broad goals but no specific implementation requirements.” - Glenn Tiffert, Hoover Institution 15 Subject Matter Experts Media Messaging Academia Social Media Politics Business Rest of Society Rest of Society Adversary Government
  • 7. Week 1 Week 5 Week 9+ Too focused on solution instead of problem Pivot! We pivoted after learning that influence campaigns target non-election events and contain truthful elements We understood the problem, but not who owns it What’s Next? Election disinformation → political influence
  • 8. Identifying our Beneficiary Insights: Overlapping network of responsibility Differing approaches SOCPAC is the Center of the Spiderweb Special Operations Command Pacific Psychological Operations Analysts State Department National Security Council Intelligence Agencies CIA, FBI, NSA J39: Information Operations Psychological Operations Analysts J3: Operations SOCPA C INDOPACOM Department of Defense CYBERCOM
  • 9. We mapped out the workflow of J39 analysts monitoring and countering influence Attribute “Where did it come from?” Pain Point: Data sharing between classification levels Goal: Finding the nation/group behind the narrative Identify “Have we been attacked? Goal: Spotting narratives targeting US and allies before they gain traction Pain Point: Identifying narratives on social media Respond “What should we do about it?” Pain Point: Counter messaging is too slow Goal: Publishing truthful messages via embassies to counter the threat
  • 10. We made an MVP to speed up counter messaging
  • 11. KEY PARTNERS ● Policy and Security specialists at Facebook, Twitter, Google, BlackBird, Primer,ai ● SOCPAC ● Cyber Command ● Southeast Asian governments ● Cyber policy research initiatives (DFRL, SIO) ● Civil Society ● Ambassadors and PAOs at US Embassies ● Global Engagement Center ● State Department 7th Floor (S, P, or R) KEY RESOURCES ● Twitter APIs ● Election security experts with understanding of targeting tactics ● Mass link/photo/post scanning/tracking algorithm ● Student engineers KEY ACTIVITIES ● Identify and map Chinese to increase political transparency and allow faster ingestion of large quantities of data data MISSION ACHIEVEMENT/IMPACT FACTORS ● Improved transparency on social media platforms regarding disinformation and influence campaigns ● Ensure allies in Southeast Asia are aware of current Chinese influence DEPLOYMENT BUY-IN & SUPPORT MISSION BUDGET/COST ● Fixed: software design and engineering, ● Variable: content moderators, cooperation with technology/social media companies Once Mission-Fit was achieved, we shifted to deployment VALUE PROPOSITIONS Create pre- approved messages so analysts can respond quicker BENEFICIARIES J-39 Psychological Operations Analysts
  • 12. Potential deployment plan in Southeast Asia Testing our tool where the adversary is testing their tactics Demo with Special Operations analysts Initial testing with US Embassies in region Engage with foreign governments and society Demo with Special Operations analysts
  • 13. 13 After pursuing counter messaging for weeks, we learned it needs a policy solution, not a tech solution “Not sure anyone can solve bureaucratic problems. Getting messaging out is strategic, but this seems like an impossible task” US Embassies Policy Directives Messaging
  • 14. We can add value through counter-messaging!Morale Week 1 Week 5 Week 9+ Counter messaging was unrealistic. We asked ourselves: Where can we add value? Went back to analyst workflow to find pain points to address Too focused on solution instead of problem Pivot!
  • 15. Pivoted from sending counter messages to identifying narratives 15 Respond Identify “Our biggest challenge is the initial assessment of disinformation… Everything we have requires having keywords in order to be searching for information.” -SOCPAC Analyst
  • 16. Our final MVP helps analysts identify narratives earlier “The concept we are talking about is unique... at the moment we have nothing that mirrors its functions…” - SOCPAC Analyst
  • 17. Identify narratives and accounts before they generate significant attention What’s Next? 138 Here is where we are now We can add value through counter-messaging! Too focused on solution instead of problem Pivot!
  • 18. We are building our narrative tracking tool and we have support ● Developing partnerships ● Seeking initial grant funding ● Addressing data access and competitors
  • 19. We are applying for H4X Funding The team is pursuing H4X funding and will be hiring software engineers this summer A big thank you to Major Morton, Lt. Col Liebreich, MG Hager, MG Braga, Capt. Brunson, Lt. Col Waters, Reece Smyth, Robert Locke, Nini Moorhead, Daniel Bardenstein, Valeria Rincon, and the teaching team. The team can be contacted at: djunkin@stanford.edu kjonsson@stanford.edu wbuchan@stanford.edu egansj18@stanford.edu
  • 21. Reduces time to identify narratives Runs in background 24/7 Dynamic ability to add/delete actors Unclassified and open-source Coordination across analysts Our MVP addresses key challenges and integrates with existing workflow: