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INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
Crowdsourcing Evidence, Argumentation,
Thinking and Evaluation
(CREATE)
Steven Rieber, Ph.D.
Program Manager, IARPA
1
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
CREATE Overview
• CREATE is a multi-year research and development
program. It will develop and test methods to make better
arguments, by enabling dispersed groups of individuals to
identify and evaluate reasons, evidence, and
assumptions in relation to alternative hypotheses.
• CREATE will develop:
• Structured methods to elicit and aggregate the
elements of an argument.
• Approaches to crowdsource these methods, so that
many individuals can collectively develop and refine
an argument.
2
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 3
Example
“Despite real improvements, the Iraqi Security Forces (ISF)—
particularly the Iraqi police—will be hard pressed in the next 12-18
months to execute significantly increased security responsibilities,
and particularly to operate independently against Shia militias with
success. Sectarian divisions erode the dependability of many units,
many are hampered by personnel and equipment shortfalls, and a
number of Iraqi units have refused to serve outside of the areas
where they were recruited.”
- “Prospects for Iraq’s Stability: A Challenging Road Ahead,”
National Intelligence Estimate, January 2007
Main Claim
Opposing
Reason
Supporting
Reasons
Intelligence analysis involves making and evaluating
arguments.
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 4
• Analytic arguments have been produced in much
the same way for over 60 years.
• Written as narratives; generally no formal
representation
• Emphasis on consensus, disagreements usually
resolved privately
• Prose can mask argument complexity
• WMD Commission: “Perhaps most troubling, we
found an Intelligence Community in which
analysts have a difficult time stating their
assumptions up front, explicitly explaining their
logic, and, in the end, identifying unambiguously
for policymakers what they do not know.”
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
• Clearly representing an argument’s
structure makes it easier to identify
unstated assumptions, introduce
objections and rebuttals, and see how
much support each claim has.
• Such representations are seldom used
because they are time-consuming to
produce.
5
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 6
Analysis of Competing Hypotheses
Source:
https://www.cia.gov/library/c
enter-for-the-study-of-
intelligence/csi-
publications/books-and-
monographs/psychology-of-
intelligence-
analysis/art11.html
+ + +
+ +
+ +
+ +
+ +
+ +
_
_
_
_
_
_
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 7
Analysis of
Competing
Hypotheses
Bayesian
Methods
Argument
Mapping
Indicate which reasons/evidence
are most diagnostic.  
Accurately update the probability
of analytic judgments in light of
new evidence.

Accurately identify assumptions
that are crucial to the reasoning. 
Accurately identify strong
objections to the argument. 
CREATE methods will do all
of these.
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
CREATE Approach
• Crowdsourcing can make structured analytic
methods much easier to use. Each analyst can
contribute just where s/he wishes.
• Crowdsourcing argument representations can make
it possible to link claims across representations,
enabling analysts and decision-makers to see how
the judgments in one piece of analysis depend on
evidence and assumptions in another.
• As new evidence is added, dynamic links can
enable changes in one representation to propagate
through others.
8
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
Team Composition
Given the combination of technical
challenges, we anticipate that teams will
possess expertise in:
– Behavioral and social sciences
– Informal logic and critical thinking
– Mathematics and statistics
– Computer science
– Software rapid prototype development
9
INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA)
Summary
• CREATE seeks to develop methods that enable
groups to rapidly produce accurate, insightful
representations of reasons, evidence and
assumptions in relation to alternative hypotheses.
• We are looking for well-executed, creative ideas.
10

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Steve Rieber

  • 1. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) Crowdsourcing Evidence, Argumentation, Thinking and Evaluation (CREATE) Steven Rieber, Ph.D. Program Manager, IARPA 1
  • 2. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) CREATE Overview • CREATE is a multi-year research and development program. It will develop and test methods to make better arguments, by enabling dispersed groups of individuals to identify and evaluate reasons, evidence, and assumptions in relation to alternative hypotheses. • CREATE will develop: • Structured methods to elicit and aggregate the elements of an argument. • Approaches to crowdsource these methods, so that many individuals can collectively develop and refine an argument. 2
  • 3. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 3 Example “Despite real improvements, the Iraqi Security Forces (ISF)— particularly the Iraqi police—will be hard pressed in the next 12-18 months to execute significantly increased security responsibilities, and particularly to operate independently against Shia militias with success. Sectarian divisions erode the dependability of many units, many are hampered by personnel and equipment shortfalls, and a number of Iraqi units have refused to serve outside of the areas where they were recruited.” - “Prospects for Iraq’s Stability: A Challenging Road Ahead,” National Intelligence Estimate, January 2007 Main Claim Opposing Reason Supporting Reasons Intelligence analysis involves making and evaluating arguments.
  • 4. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 4 • Analytic arguments have been produced in much the same way for over 60 years. • Written as narratives; generally no formal representation • Emphasis on consensus, disagreements usually resolved privately • Prose can mask argument complexity • WMD Commission: “Perhaps most troubling, we found an Intelligence Community in which analysts have a difficult time stating their assumptions up front, explicitly explaining their logic, and, in the end, identifying unambiguously for policymakers what they do not know.”
  • 5. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) • Clearly representing an argument’s structure makes it easier to identify unstated assumptions, introduce objections and rebuttals, and see how much support each claim has. • Such representations are seldom used because they are time-consuming to produce. 5
  • 6. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 6 Analysis of Competing Hypotheses Source: https://www.cia.gov/library/c enter-for-the-study-of- intelligence/csi- publications/books-and- monographs/psychology-of- intelligence- analysis/art11.html + + + + + + + + + + + + + _ _ _ _ _ _
  • 7. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) 7 Analysis of Competing Hypotheses Bayesian Methods Argument Mapping Indicate which reasons/evidence are most diagnostic.   Accurately update the probability of analytic judgments in light of new evidence.  Accurately identify assumptions that are crucial to the reasoning.  Accurately identify strong objections to the argument.  CREATE methods will do all of these.
  • 8. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) CREATE Approach • Crowdsourcing can make structured analytic methods much easier to use. Each analyst can contribute just where s/he wishes. • Crowdsourcing argument representations can make it possible to link claims across representations, enabling analysts and decision-makers to see how the judgments in one piece of analysis depend on evidence and assumptions in another. • As new evidence is added, dynamic links can enable changes in one representation to propagate through others. 8
  • 9. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) Team Composition Given the combination of technical challenges, we anticipate that teams will possess expertise in: – Behavioral and social sciences – Informal logic and critical thinking – Mathematics and statistics – Computer science – Software rapid prototype development 9
  • 10. INTELLIGENCE ADVANCED RESEARCH PROJECTS ACTIVITY (IARPA) Summary • CREATE seeks to develop methods that enable groups to rapidly produce accurate, insightful representations of reasons, evidence and assumptions in relation to alternative hypotheses. • We are looking for well-executed, creative ideas. 10