narrative mind week 8 h4d stanford 2016
TRANSCRIPT
Team Narrative Mind
Team Info
The Narrative Mind team contains experts in software engineering, social media design, and web-based information operations (IO). We seek to develop tools that will optimize discovery and investigation of communication trends on social media.
Weekly Total: 10 interviews Users: 24Experts: 55Buyers: 7Cumulative Total: 86 interviews
Critical Resources
ARCYBER/IC Social Platforms Ad Exchanges Research Universities
Partnership Type
Strategic AllianceTraffic Partner
CoopetitionJoint Business Dev.
Strategic AllianceJoint Business Dev.
Strategic Alliance
Financial
Grants/funding (OTA)Preferred Pricing
Competing for ad targetingAttract more ad exchange business
Membership access?Attract more ad exchange business
N/A
Intellectual/ Data
Cutting-edge use-casesLong-term customers R&D AdvisingCustomization burden to maintain relationship
Social FirehosePotential acquisition?Data access cost
Access to customersCustomization burden to match API
Large data sets, novel approaches to content categorization
HumanRefer us to other DoD customers
Poach from their talent pool
Social FirehosePotential acquisition?
Can hire
Key Activities
Activity Implementation
Software Development & R&D
● Software development team with expertise in NLP, machine learning for building out narrative content detection technology.
● Data science team will measure accuracy and iterate on new models for narrative detection.
Marketing & Sales
● OTA as original DoD customer adoption strategy● End user trial access for customers to validate technology for
brands, upsell into enterprise orgs after initial adoption ● Scale sales team for larger enterprise customers
Customer Support● Mission critical support for customers requiring high availability● Customer support team, with on-site or 24/7 remote support for
high-value customer contracts
Quality
● Use by enterprise and DoD customers requires high uptime and availability of mission critical tools
● Extensive quality testing and performance measurement of technology to meet customer objectives
Key Activities Timeline
Partners
Strategic Alliance Joint VentureSuppliers
Alternative MVPs
Image and Video Search Speech Identification● Date media from post site/file
metadata.● Reconstruct timeline of image
proliferation.● Categorize with existing narratives?
Existing Players:
Defunct?
● Extract audio from videos.● Identify speech/speaker.● Create timeline mapping the use
of speech/speaker.
Existing Players:
Hypotheses ❏ Hedge Funds, Political Campaigns, and Consumer brands need higher level social media analysis.
Experiments ❏ Talk to contacts within hedge funds, political campaigns, and consumer brands
Results ❏ Long/short hedge funds not interested in high-level social media analysis.❏ Algorithmic funds and global macro might be more interested.❏ Commercial tool Quid seems like a valuable tool for ARCYBER.❏ Deeper-level analytics on narrative-affinity might be valuable for ad exchanges.
Actions 1. Email more folks on the Stanford Alumni Network that are brand managers, etc.2. Show Quid tool to ARCYBER
Customer Discovery
Mission Model Canvas
OTA process
Sell to political campaign managers
Sell to PR firms
- Gnip/Twitter/Facebook
- CrowdFlower, Samasource, or Mechanical Turk
- Third-party access platforms for social media, -Data visualization ()-Content analysis platforms (Sens.ai, Leidos)
PrimaryARCYBER-Bg. General (decision maker)-MAJ/LTC/COL (operational plan)-Analysts/Operators (actionable insights)
COCOMs-General (decision maker)-MAJ/LTC/COL-Analyst/Operator
SecondaryPolitical Campaigns-Campaign managers-Supporters
Consumer Brands-CMO-Public Relations Team
- Optimize workflow for social media analysts.
-Insights into responses against broadcasting narratives
-Detect narratives emerging in real time
-Early warning on emerging brand threats
-Enable faster problem awareness to problem response times for decision-makers across organizations
- MechanicalTurk or crowdsourcing labor (microtasks)- UI Development/Testing with ARCYBER analysts.- Software Development- Research aggregation? -Sales/support team-SM content access
- Access to Twitter firehose or API-Grants/funding from IC (OTA)- Local language speaking crowdsourcing staff- Accurate testing for intercoder reliability
- ARCYBER: Bg. General, LTC, Strategic Initiatives Group, OTA, Purchasing PMs, End-User operator)
-COCOMs: OTA, Operators, Purchasing PMs
-Political Campaign: Opposition research team, ???
-Private Sector: CMO, ???
Beneficiaries
Mission AchievementMission Budget/Costs
Buy-In/Support
Deployment
Value Proposition
Key Activities
Key Resources
Key Partners-Develop software for narrative detection by hashtag co-occurrence-Software Development & R&D-Marketing & Sales-Customer Support-QA
Value Proposition Canvas - ARCYBER
Products& Services
Web/Desktop Application Provide high-level
overview of groups, update research
Customer Jobs
- New mission priorities.- Little familiarity with overall environment.- No repository for high-level learnings
Gains
Pains
Gain Creators
Pain Relievers
- New opportunities
-Illustrates evolution of info dissemination networks- Provides insight for mapping “online terrain”
Visualize information about how organizations are using social media
ARCYBER - Operator/Analyst (Actionable Insights)
Value Proposition Canvas - ARCYBER
Products& Services
Web/Desktop Application
Aggregate insights from analysts,
compile into plan passed to decision
maker
- New mission priorities.- Proliferating/viral social media platforms- Urgency of issues ability to prioritize
Customer Jobs
Gains
Pains
Gain Creators
Pain Relievers
-Faster turnaround time with better data gained from information awareness software and technology
ARCYBER - MAJ/LTC/COL (Operational Plans)
-Better data in informing operational plans provided to decision makers-Reducing uncertainty in operational planning
Value Proposition Canvas - ARCYBER
Products& Services
Web/Desktop Application
Act on reports and plans generated
about various cyber threats across globe
- Little understanding of ground-level nuances- Little understanding of proliferating platforms
Customer Jobs
Gains
Pains
Gain Creators
Pain Relievers
- Organizational chart of technology broken down by functional purpose- Timeline-based viewer
-Reduce uncertainty of decision making-Add methodological rigor to ARCYBER’s offensive/defensive operations
ARCYBER - Brigadier General (Decision Maker)
Value Proposition Canvas - COCOM
Products& Services
Web/Desktop Application
Target audience analysis, finding opportunities to
optimize influence operations
Customer Jobs
-Loss of visibility on key communicators (when accounts shut down/opened)- No repository for high-level learnings
Gains
Pains
Gain Creators
Pain Relievers
-Auto-populated list & real-time visualization of key accounts, dissemination networks
-Allows more accurate-Illustrates evolution of info dissemination networks- Provides insight for mapping “online terrain”
Closure of visibility gap on key accounts
COCOM - Operator/Analyst (Actionable Insights)
Value Proposition Canvas - COCOM
Products& Services
Web/Desktop Application
-Long term operational planning- Measuring effectiveness
Customer Jobs
- Unclear picture of how some networks evolve, adapt over time
Gains
Pains
Gain Creators
Pain Relievers
- Organizational chart of technology broken down by functional purpose- Visualization of key accounts, dissemination networks over time
-Illustrates evolution of info dissemination networks- Provides insight for measuring operations, mapping “online terrain”
Greater awareness of network evolution improves planning, indicators of operational effectiveness
COCOM - Maj/LTC/Col. (O4-O6) (Operational Plans)
Value Proposition Canvas - COCOM
Products& Services
Web/Desktop Application
- Judge potential effect and risk of
operations- Approve/reject
plans
Customer Jobs
- Less familiarity with internet as an operational environment- Needs high level summary of how users use technology
Gains
Pains
Gain Creators
Pain Relievers
- Organizational chart of technology broken down by functional purpose- Timeline-based viewer
-Illustrates evolution of info dissemination networks- Provides insight for mapping “online terrain”
Visualize high-level information about how regional users use technology.
COCOM - Brigadier General (O7) (Decision Maker)
Value Proposition Canvas - Political Campaign
Products& Services
Web/Desktop Application
-Identify opposition narratives on SM
channels-Craft responses to
respond w/short turnaround
Customer Jobs
-Limited lead time in anticipating changes from opposition campaigns-New stories/themes can derail campaign momentum without a targeted response
Gains
Pains
Gain Creators
Pain Relievers
-Faster response time to opposition’s campaigns-Maintain the initiative in media environment by rapidly responding to threats
-Early detection of emerging opposition narratives on SM-Insight into evolving environment
Counter opposition themes quickly, identify newly spreading rumors that could undermine campaign.
Political Campaigns - Opposition Analysis/Campaign Director
Value Proposition Canvas - Consumer Product Company
Products& Services
Web/Desktop Application
-Monitor brand integrity and
customer themes-Identify and address emerging problems
Customer Jobs
-Identify themes about corporate brand, pinpoint problem areas early-Avoid negative narratives from becoming costly PR or marketing problems
Gains
Pains
Gain Creators
Pain Relievers
-List of customer narratives about brand that are being posted online-Proactive response to emerging brand issues, better customer satisfaction
-Early warning about negative themes-Identify problem areas, protect corporate brand from costly problems
-Protect brand integrity, create greater shareholder value by addressing customer concerns
Consumer Product Company - CMO/Marketing Organization