Title: Democracy Theory and Practice
1Democracy Theory and Practice
- A cross-disciplinary
- literature classification project
Donna Schenck-Hamlin, Bill Schenck-Hamlin,
Elizabeth Westmoreland, Kevin Keatley
Institute for Civic Discourse and Democracy
2Begun as information support to Institute for
Civic Discourse and Democracy
3GOAL Aggregate useful scholarship to promote
interdisciplinary democracy research
4What type of democracy? W of S title phrases
1945 - 2007
- Social democracy 969
- American democracy 451
- Liberal democracy 274
- Industrial democracy 197
- Deliberative democracy 162
- Direct democracy 161
- Athenian democracy 137
- Economic democracy 129
- Local democracy 110
- Modern democracy 84
- Participatory democracy 74
- Socialist democracy 61
- Chinese democracy 60
- Political democracy 39
- German democracy 29
- Cosmopolitan democracy 27
- Popular democracy 24
- African democracy 23
- Western democracy 22
- Contemporary democracy 13
- European democracy 11
- Real democracy 11
- Canadian democracy 9
- Environmental democracy 7
- Technological democracy 7
- Militant democracy 7
- Nuclear democracy 4
- Proletarian democracy 3
- Military democracy 3
- Green democracy 2
- Basic democracy 2
- Concordant democracy 1
- Utilitarian democracy 1
5Developed a database of over 21,000 references
for ICDDs website from various sources other
databases, websites, individual contributions.
6QUESTION Can we develop a set of useful
descriptors covering most democracy research that
would optimize searching?
7Objectives of the Project
- Improve database searching through value-added
subject descriptors - Test the reliability and validity of the
descriptors coded by 4 persons - Map the emphases of democracy scholarship through
a quarter-century, 1980-2005
8Introduced 3 Levels of Descriptors
- CATEGORIES areas of democracy scholarship
sought by ICDD researchers - TOPICS public issues associated with democracy
in a given document - DOMAINS geographic level of interest addressed
in a given document
9CATEGORY Politics and Government about
current affairs in specific states
10TOPIC Social Equity employing collective
resources to promote societal welfare
11DOMAIN National focus on specific nations
12Initial Set of ICDD-DevelopedCategories, Topics,
and Domains
- 1 Deliberation Facilitation Methods Models
- 2 Politics and Government
- 3 Online/Internet Communication E-democracy
- 4 Citizen Participation Civic Engagement
Citizenship Enfranchisement - 5 Democracy Education
- 6 Evaluation
- 7 Media and Democracy
- 8 Political/Philosophical Theory
- 9 Public Opinion
- 11 Social Influences
- 12 Economic Influences
- 13 Organizational Democracy
- 14 History
- 10 Undetermined 1 Does not apply to democracy
- 15 Undetermined 2 Need more info. to determine
- 16 Undetermined 3 Fits none of our descriptors
- 17 Arts and Letters
- 100 Environment
- 140 Foreign Relations
- 150 Poverty
- 160 Conflict Resolution Mediation
- 170 Pluralism Identity Multiculturalism Gender
Race Relations - 180 Development
- 190 Policy
- 200 Planning
- 210 Agriculture
- 220 Security Safety
- 230 Religion
- 240 Social Equity
- 1100 Community domain
- 1110 Regional domain
- 1120 State domain
- 1130 National domain
- 1140 International domain
- 1150 Global domain
- 1160 Rural domain
13Methodology
- Downloaded records from Web of Science into
Refworks title Democracy 1980-2005 18,834
but w/o redundant book review titles
7,276 - Content Variables 40 coder-applied descriptors
17 democracy categories 15 topics 8 domains - Sampling Procedure stratified sample,
stratification variable year - Sampling Fraction 30 or 2,170 titles
- Over 10,000 international scholarly journals
indexed humanities, social sciences, sciences
14Sampling Fraction compared the distribution of
selected descriptors across coders between two
halves of two randomly selected years. If the
two pairs had similar distributions the sample
size was sufficiently large. 30 was determined
to be an adequate sample fraction. Sampling
Procedure Randomly selected records
representing 30 of a given years citations w/
Democracy in the title
15Checking the reliability of our classification
system
- Answers the question How likely is it that a
team of catalogers will use the same descriptor
(e.g. history) for a given document (e.g.
Athenian Democracy)? - If inter-coder reliability scores are low, that
suggests that - coders dont have a shared understanding of the
meaning of the descriptor history or - dont agree on its application to some titles
162 reliability scores are used, but each have a
problem
- RCA or Agreement (agreements/total titles
reviewed) - Too liberal If most of the time the descriptor
history was rarely applied by either coder in
the title set (they agreed that it got a 0 for
nearly every title they reviewed), results are
artificially high. What do you really know about
their shared understanding of the term history
if it was rarely applied by them?
17- Kappa score (agreement is weighted to account for
the quantity of non-selected variables) - Too conservative If there was only a small
number of titles out of 100 selected by the two
coders as history, say 8, and they only agreed
on 4 titles out of the 8, you get a very low
score, despite the coders agreement that 90
titles had nothing to do with history.
18Improving Reliability
- Taking a conservative approach,.4 kappa is
adequate, but gt.59 kappa is excellent. - Catalogers consult with one another on
disagreements, visit the documents again, then
fine-tune the descriptor definition or the
descriptor itself. - Over time, scores can improve as both the coders
and the schema itself (the terms and their
definitions) improve.
19INITIAL INTER-CODER RELIABILITY SCORES FOR
CATEGORIES
Category (a primary category of democracy literature) RCA Kappa
Politics and Government .79 .52
Political/Philosophical Theory .87 .57
History .90 .59
Social Influences needs work .87 .18
Economic Influences .92 .46
Citizen Participation, Civic Engagement, Citizenship, Enfranchisement needs work .91 .36
Organizational Democracy .96 .62
Democracy and Education .98 .79
Arts and Letters .98 .64
Deliberation, Facilitation, Methods, Models .98 .52
Public Opinion .98 .52
Media and Democracy .99 .76
Online/Internet Communication, E-democracy .99 .81
20 INITIAL INTER-CODER RELIABILITY SCORES FOR TOPICS
Topic (a public issue addressed in relation to democracy) RCA Kappa
Pluralism, Identity, Multiculturalism, Gender, Race Relations .94 .55
Social Equity needs work .93 .39
Foreign Relations .94 .45
Development .94 .42
Security Safety .95 .43
Policy needs work .95 .32
Religion .99 .79
Science .99 .69
Environment .98 .40
Health .99 .58
Conflict Resolution Mediation .98 .43
Technology .98 .40
Poverty needs work .98 .24
Planning needs work .98 .35
Agriculture .99 0
21 INITIAL INTER-CODER RELIABILITY SCORES FOR DOMAINS
Domain (a geographical level of focus for the article) RCA Kappa
Community .97 .51
Regional needs work .99 .20
State needs work .98 .33
National .83 .61
International .90 .55
Global .99 .48
Rural .99 0
Urban needs work .99 .31
22 Results for Reliability and Validity
- Coding Reliability The majority of descriptors
achieved adequate to excellent inter-coder
reliability - Content Validity 2 of articles could not be
classified based on our category system
(Undetermined 1,2,3) -
- To move on make adjustments to descriptors
that need more work, or drop them entirely
23Given a classification system that was adequate
in describing the 30 sample of democracy
articles, what trends are shownover 25 years?
24Number of titles in each category of democracy
research
Politics and Government 845 39
Political/Philosophical Theory 513 24
History 313 14
Social Influences 261 12
Economic Influences 238 11
Citizen Participation, Civic Engagement, Citizenship, Enfranchisement 228 10
Organizational Democracy 151 7
Democracy and Education 102 5
Arts and Letters 75 3
Deliberation, Facilitation, Methods, Models 58 3
Public Opinion 51 2
Media and Democracy 46 2
Online/Internet Communication, E-democracy 41 2
25Politics and Government
- On the Prospects of Democracy in Russia
- Direct Democracy - Politicoeconomic Lessons from
Swiss Experience - The Spanish Transition to Democracy seen through
the Spanish Database Isoc - Presidential Democracy in America - Toward the
Homogenized Regime
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27Political/Philosophical Theory
- Does democracy reveal the voice of the people?
Four takes on Rousseau - The crisis of modern democracy in theoretical
reflection. - Can democracy promote the general welfare?
- Democracy, merit, and presumptive virtue
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29Citizen Participation, etc.
- Democracy in our backyards - A study of community
involvement in administrative decision making - Participation, decentralization, and civil
society - Indigenous rights and democracy in
environmental planning - Viewpoint Implications of participatory
democracy for public land planning
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31Number of titles in each public issue topic of
democracy research
Pluralism, Identity, Multiculturalism, Gender, Race Relations 153 7
Social Equity 147 7
Foreign Relations 147 7
Development 97 4
Security Safety 80 4
Policy 74 3
Religion 66 3
Science 41 2
Environment 38 2
Health 36 2
Conflict Resolution Mediation 36 2
Technology 32 1
Poverty 32 1
Planning 30 1
Agriculture 1 lt 1
32Pluralism, Multiculturalism, etc.
- Group dominance and the myth of racial democracy
Antiracism attitudes in Brazil - Citation Classic - the Politics of Accommodation
- Pluralism and Democracy in the Netherlands - The Modernization of Castes and the Indianization
of Democracy - the Case of the Lingayat
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34Social Equity
- Democracy, inequality, and inflation
- On social democracy and the Kibbutz
- Does liberte equals egalite? A survey of the
empirical links between democracy and inequality
with some evidence on the transition economies - Mergers, concentration, and the erosion of
democracy
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36Number of titles in each domain of democracy
research
National 762 35
International gt 1 nation-state e.g. NAFTA countries 310 14
Community 78 3
Global encompasses more than geopolitical entities e.g. biosphere 28 1
State subdivision of a nation 27 1
Urban 22 1
Regional gt1 state within a nation e.g. Prairie Provinces 14 lt1
Rural 2 lt1
37Qualifications about trends in this data
- Actual frequencies for some descriptors were
small - Increases in W of S indexed journals could affect
trends in democracy titles - Much democracy research is moving from journal to
Internet publication, so how representative is W
of S? -
38Emphases and trends in democracy titles over 25
years
- Categories Politics and Government make up
less than half of the literature many other
cross-disciplinary categories make up the rest. - Topics Pluralism Identity Multiculturalism
Gender Race Relations leads other topics in
total quantity, even more than Foreign
Relations, which is tied with Social Equity in
total quantity. -
- Domain National has been the primary
geographic focus.
39Where do we go from here?
- Adjust our category scheme with advice from
subject field experts - Run end-user tests for utility of category
browsing - Apply category scheme to remainder of the online
Refworks database
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