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HSCB Pathways Program
Defining a Frameworkfor Navigating Socio-Cultural Topology
19 September 2010
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MG Flynn, USA, J2 ISAF; “Fixing Intel” - Jan 2010
“Our operators must find better ways to answer fundamental questions about the environment in which we
operate and the people we are trying to protect and persuade.”
Socio-Cultural Topology
• There are a lot of factors to be considered in understanding the S-C domain…
• … if you were to map them out, it would create an “n-Dimensional” space.
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S-C Topologies show the relationship among a sub-set of dimensions for a problem of interest
Socio-Culture DimensionsInclude:
- Geospatial & Temporal- Entities, e.g.
- People (individuals)- Groups- Institutions
- Events- Economics & Security- Resources (& movement)- Attitudes, Values & Influences,
and trends
Data Driven Methods
Socio-CulturalTopology
Socio-Cultural Data
What is the Status?
Modeling Challenges:1. Develop Models for the defining S-C topology
Defining a Socio-Cultural Topology –For any problem, an analyst starts by asking some key questions:
• What are the key S-C Dimensions for this problem?• How do they relate to each other?• How do they change?• If this changes… what else changes (2nd & 3rd order effects)?
4Data driven models help define a S-C Topology
Hypothesis Driven Methods
Models for forward base
Models for humanitarian response
Models for Division HQ to determining tipping points
Socio-CulturalTopology
What if this occurred; or action was taken?
Modeling Challenges:1. Develop Models for the Mapping S-C topology2. Develop Models for Navigating the topology3. Develop Models for forecasting plausible futures
Navigating a Socio-Cultural Topology
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Hypothesis driven models help understand alternative “pathways” for Navigating the S-C Topology
Develop a Hybrid Modeling Engine for Navigating Socio-Cultural Topology.
Pathways Technical Objective
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BAA 09-Q-4590 Requirements
•2531 – HSCB Hybrid-Modeling Decision Support Framework•2532 – HSCB Dataset Meta-Data Repository and Management System•2533 – HSCB Data Translation and Brokering System•2534 – HSCB Modeling Visualization Framework
Pathways Program
•Hybrid Modeling Engines: •Modeling Team 1: Lockheed Martin ATL / Lockheed Martin ISGS - “Nexus”•Modeling Team 2: BAE / BBN – “Prism”
•Visualization Framework:•Oculus – “Aperture”
Transition •Transitionable collection of Services for Programs of Record•Concept of operations for Hybrid Modeling•Set of Demonstrated “Shrink-Wrap” Solutions
Pathways Way-Ahead
Interactive Visualization tools
Brigade & Above Strategic Influence for
Sudan, Congo & Horn of Africa
Model- and Data-DrivenApplications
New Generation Modeling System
Technology Base for Model andInformation System Development
1. Select Exemplars that Span Diverse Applications
2. Identify Hybrid Models that should Address the Exemplars
3. Develop New Modeling Integration Framework joining Data- and Model-driven uses
Battalion & BelowStability Operations for
Provincial ReconstructionTeam in Afghanistan
Tools and Techniquesfor Non-obvious
relationships
4. Integration of point solutions when & where appropriate
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SA/OA
SA/OA SA
/OA
Pathways framework technologies and processes will deliver Hybrid-Modeling Engines
for navigating Socio-Cultural Topology to Command Decision-Makers
Pathways Program OverviewPhase 1 Phase 2 Phase 3 Phase 4 TransitionEstablish Static Framework & Baseline Capability
Dynamic Model & Data Selection
Demonstrate Data Discovery & Model Selection for Operational Decision Support
Mission Specific Operational& Transition Demos
Deploy & Sustainment
Focus: • Integrate models &
data into framework• Define & Implement
S-C Meta-Model • Define operational
decision support requirements for users
Focus: • Integrate models on
demand• Demonstrate use of
theoretically derived S-C meta-models
• Code & manage data in multiple security enclaves
• Decision support for model selection & composition
Focus: •End-to-end Capability•Analyst & Planners able to take command challenge problem & offer valid, model-based solutions that support command decision-making.
•Demonstrated utility & internal validation of S-C models at meta-model level
Focus: •Prepare for Transition•Documentation & Training
•POR Integration • In-Theater Operational use testing & Utility assessment
Focus: •Tools sustained via Programs Of Record
Metrics:• Demonstrate
repository mapping of Open Source Data
• Define S-C Auto-Tagging of structured data
• Baseline models show theoretically derived dependencies interaction
• Demo Model integration using fixed data & models
Metrics:• 200% reduction in
time for trend analysis• 82% Meta-Data
Coding Accuracy• Dynamically Map new
data source into frame work <8 Person-Hours.
• Planner able to compose models to address requirement <8 Person-Hours
Metrics:• Automatic detection of significant
changes in S-C Topology.• Models optimized and support
assessment of COA < 8 Person-Hours.
• “Shrink Wrap” solutions for 3 mission areas
• 92% Coding Accuracy• Automatic anomaly detection from
open source data• System guided drill down into model
pedigree & data for Analyst SA & Command decision-maker OA.
Metrics:• Models adapted for
use as tools to support 3 operational missions at 2 different echelons
• Able to exploit live data in theater < 6 Hours
6 Mo. 8 Mo. 18 Months 12 Months 16Months
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Pathways: Evidence of SuccessFrom: To:
Interactive VisualizationStatic views with no visibility into inner workings
Hybrid Modeling EngineSupporting “mash-up” with data & tailoring on demand
One-off solutions with hard-wired models & data
End-to-End SystemSeparate Model Components
User Composeable - Scaleable Framework
Custom, brittle, implementations
Hybrid Modeling for Navigating the Socio-Cultural Topology
Combine Empirical and Theory Driven Approaches
Arbitrary technical approaches guiding tool development
10
Combating Terrorism Technical Support Office, (CTTSO)Human Social, Culture & Behavior Modeling Program (HSCB)
Questions?
HSCB Pathways ProgramDefining a Navigation Framework
for Socio-Cultural Topology
Jeffrey G. Morrison, Ph.D Shana Yakobi
[email protected] [email protected]
703.604.0339 703.604.1691