The SPEED Project, Climate Change and Societal Stability Peter F. - - PowerPoint PPT Presentation

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The SPEED Project, Climate Change and Societal Stability Peter F. - - PowerPoint PPT Presentation

The SPEED Project, Climate Change and Societal Stability Peter F. Nardulli Professor of Political Science and Law Director, Cline Center for Democracy University of Illinois at Urbana-Champaign Presented at the International Conference on


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Cline Center for Democracy at the University of Illinois

The SPEED Project, Climate Change and Societal Stability

Peter F. Nardulli

Professor of Political Science and Law Director, Cline Center for Democracy University of Illinois at Urbana-Champaign

Presented at the International Conference on Climate Change, Social Stress and Violent Conflict: State of the Art and Research Needs KlimaCampus, Hamburg University, Nov. 19 & 20, 2009

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Cline Center for Democracy at the University of Illinois

Outline

  • SID Introduction and Overview

– Parent Project

  • Introduction to SPEED Project

– Social, Political and Economic Event Database Project

  • In-depth Overview of SPEED

– Illustration of Societal Stability Protocol

  • Application to the Study of Climate Change

– Design of an on-going research initiative

  • Illustrative Data from Pilot Study

– Illustrative, not analytic/correlative

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SID Components

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Cline Center for Democracy at the University of Illinois

Original Data Collection Efforts: Three Major Components

SID Project

Thematic Projects

Free Trade Project Central Bank Independence Project Legal Infrastructures Project National Elections and Regime Project Media Stucture Project Environmental Quality Project Legislative Capacity Project Agricultural and Natural Resources Production Project

Comparative Constitutions Project SPEED Event Analysis

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Cline Center for Democracy at the University of Illinois

Key Challenges in SPEED: Moving from Texts to Linked Events

  • Assembling a global archive of news reports
  • Developing an event classification scheme
  • Screening and classifying news reports

– BIN module

  • Geo-spatial referencing of event sequences

– LOCATE module

  • Identifying events within relevant news reports

– EAT module (Event Annotation Tool)

  • Extracting key pieces of information

– Protocol development, testing and training – EXTRACT suite of programs

  • Linking related events in different articles

– LINK module

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Cline Center for Democracy at the University of Illinois

The SPEED Project

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Cline Center for Democracy at the University of Illinois

BIN Program

  • Designed around SID Information Needs

– Highly refined event classification scheme

  • Based on statistical algorithms

– Key words, word correlations, semantic structure of text – False negative rate of 1% (repeated tests)

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Cline Center for Democracy at the University of Illinois

LOCATE Module

  • Does full text scan, identifies and

disambiguates geographic references

  • Allows us to identify and segregate

articles with relevant events by country automatically

– Essential for studying climate change and societal stability, as discussed below

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Cline Center for Democracy at the University of Illinois

EAT Module

  • Prototype developed in summer, 2009
  • Will identify and annotate key provisions

in news text that are relevant to the protocol-specific event ontology

– Will enhance accuracy by detecting word phrases reporting relevant events – Will double efficiency

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Cline Center for Democracy at the University of Illinois

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Cline Center for Democracy at the University of Illinois

EXTRACT Suite of Programs

  • Electronic interface between news report

and protocol

  • Geocoder module
  • Calendar module
  • List sets
  • Proper name module
  • Lexicon-based modules

– Social, religious, insurgent, political, etc.

  • Link module
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Cline Center for Democracy at the University of Illinois

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Cline Center for Democracy at the University of Illinois

LINK Module

  • Links information across articles in

archive

  • Important for

– Subsequent updates of event information – Understanding event dynamics

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Cline Center for Democracy at the University of Illinois

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Cline Center for Democracy at the University of Illinois

Sample Visualization of Linked Events

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Overview of Societal Stability Protocol

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Cline Center for Democracy at the University of Illinois

Societal Stability: Definition and Approach

  • Stability refers to domestic tranquility

– A harmonious, peaceful environment for living – Good for what it is and what it does

  • Approach to capturing differences in

stability over time and space

– Identify a set of “instability events” – Construct comparable intensity measures – Create links among them

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Cline Center for Democracy at the University of Illinois

Instability Event Ontology

  • Political Expression Events
  • Politically Motivated Attacks
  • Destabilizing State Acts
  • Mass Movement of People
  • Political Power Transfers
  • Disasters
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Cline Center for Democracy at the University of Illinois

Figure A-1 Societal Stability Event Types

Political Power Reconfiguration Removal from Power Politically Motivated Attacks Spontaneous Mass Attacks Riots Brawls Destabilizing State Acts Constitutional Change Proposed Under Consideration Rejected Activated Voluntary Resignation Coerced Resignation Dismissal Coup Incapacitation Dissolution of Office Impeached Term Ended Not Re-elected Political Expression Acts of Expression Verbal Written Digital Job Action/ Private Employees Movie Broadcast Sign Mass Demonstration Forming Association Symbolic Mass Movements of People Refugee Movements Exodus Arrivals Cataclysmic Natural Disasters Human Error Hybrid Extraordinary Attacks Assasinations Suicide Attack Kidnapping/ Hostage Executions Organized Mass Attacks Border Incidents Blockades/Seige Unrealized Attacks Attempt Conspiracy Ascension to Power Coup Election Line of Succession Appointment Lineage Conspiracy Attempt Unrealized Reconfiguration Routine Acts: Coercive Arrests/Detentions Property Confiscations Restrictions on Movement Forced Relocations Physical Privacy Invasions Suspension of Services Facility Closures Exile Extraordinary State Acts Curfew Censorship Disrupt Communications Executive Decree State of Emergency Martial Law Suspension of Constitution Dissolving of Government Banning an Organization

Cancel/Annul Elections Failure to Recall Legislature

Routine Acts: Minimal

Military Conduct of Police Functions

Warning Failure to Act Mobilization of Coercive Forces

Job Action/ Public Employees

Mutiny Threat of Violence Punitive Dismissal Routine Acts: Formal Abuse of Judicial Discretion Abuse of Police Power Abuse of Legal Discretion Other Politically Motivated Attacks Personal Attacks Property Attacks

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Cline Center for Democracy at the University of Illinois

Design of Societal Stability Protocol

  • Who

– Initiators; Targets/Victims – International involvement

  • What

– Event type – Impacts (people, property, society) – Consequences (for initiators) – Type of international involvement – Reactions (to event) – Subsequent events

  • How

– Weapon, modes of expression, type of natural force

  • Where

– Geo-spatial location, geo-physical setting

  • When

– Date

  • Why

– Societal context – Attributed origins – Attributed motivations

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Application of SPEED’s Societal Stability Protocol to Climate Change

A Quasi-experimental design

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Cline Center for Democracy at the University of Illinois

Overview of Approach

  • Objective

– To gauge the impact of weather-related events related to climate change on societal stability rigorously – Responds to desires expressed yesterday

  • Rationale for focus on stability:

– Impact of CC is most likely reflected in small bore events that conditionally lead to major events – Responds to void in research noted yesterday by Ole and others

  • Research design

– Randomized, quasi-experimental analysis

  • Avoids selecting on dependent variable
  • Provides basis for sound assessment
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Cline Center for Democracy at the University of Illinois

Source of Information on “Treatment”

  • Information on weather-related events

– Centre for Research on Epidemiology of Disasters

  • Criteria for selection of “treatments”

– Droughts, heat waves, famines, floods, tropical storms – Happened between 1980 – 2005 – 100 people killed or 10,000 people affected

  • 1,752 events met the criteria
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Cline Center for Democracy at the University of Illinois

Design of Pilot Study

  • Did a random sample of 100 events
  • Used BIN program, LOCATE, and date

information to identify all news reports in

  • ur global news archive that

– Contained reports of destabilizing events – Transpired within a three-year period surrounding the event

  • 18 months before
  • 18 months after
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Cline Center for Democracy at the University of Illinois

Plan of Analysis

  • We will compare differences in

destabilizing events in the 18-month period before and after the weather event

– Individual measures of instability intensity

  • Demonstrations, attacks, government repression, etc.

– Aggregate measure of instability intensity?

  • We will examine impact on instability of

– Institutions – Contexts – Interventions

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SPEED’s Societal Stability Protocol

Overview of Pretest Data

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Cline Center for Democracy at the University of Illinois

Type of Coding (excluding independent events)

67 33 10 20 30 40 50 60 70 80 No (0) Yes (1)

Is This a Linked Coding?

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Cline Center for Democracy at the University of Illinois

Reactions that affect Initiator

Direct Consequences for Initiator?

45 55 10 20 30 40 50 60 No Direct Consequences for Initiator Direct Consequences for Initiator

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Cline Center for Democracy at the University of Illinois

Distribution of Focal Events

21 37 19 14 1 6 5 10 15 20 25 30 35 40

Political Expression Event Politically Motivated Attack Destabilizing State Act Political Power Reconfiguration Mass Movement of People Catacylsmic Event

Relative Frequency of Event Types

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Cline Center for Democracy at the University of Illinois

Location Type

Type of Location Information

12 1 86 10 20 30 40 50 60 70 80 90 100

Entire Country Broad Area Specific Location

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Cline Center for Democracy at the University of Illinois

Information on Initiator of Event

Was the Initator Known?

7 4 89 10 20 30 40 50 60 70 80 90 100 Initiator Unknown Initiator Suspected Initiator Known

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Cline Center for Democracy at the University of Illinois

Type of Initiator

Type of Initiator

46 50 4 10 20 30 40 50 60 Non-Government Initiator Government Initiator Non-human Stimulus

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Cline Center for Democracy at the University of Illinois

Median and Range of Initiator #’s

  • Political Expression: 275; 1-3,000,000
  • Political Attacks: 9; 1-20,000
  • Destabilizing State Acts: 2; 1-12,000
  • Political Reconfigurations: 1;1-1500
  • Mass Movements: 12,000: 300-315,000
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Cline Center for Democracy at the University of Illinois

Names of Participants

  • Names are key for linking events
  • Proper Names

– 18% of Initiators – 21% of Targets – 17% of Victims

  • Groups names

– 90%+

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Cline Center for Democracy at the University of Illinois

Distribution of Victim Effects

Effect Specification

26 17 3 10 7 3 5 29 5 10 15 20 25 30 35

None Unspecified Effect Health Effect Arrested, Constrained, etc. Attacked Kidnapped Injured Killed

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Cline Center for Democracy at the University of Illinois

Societal Context of Event

Type of Societal Context

19% 8% 32% 4% 13% 1% 22% 0% 5% 10% 15% 20% 25% 30% 35%

On-going violence (war, insurgency, etc.) Transitory governance situation On-going societal turmoil Midst of a political movement Penumbra/anniversary

  • f an Event

Other No Special Context

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Cline Center for Democracy at the University of Illinois

Origins of Destabilizing Events

Attributed Origins of the Event

7 4 26 8 22 11 2 2 16 2 5 10 15 20 25 30 Basic Needs Work Matters Governance Matters Military Matters Social Group Tensions Political Rights/ Ideology Religion/Culture Physical Environment Unclear, Unknown Other