-
1
-
-
0038385893
-
Extracting policy positions from political texts using words as data
-
Michael Laver, Kenneth Benoit and John Garry, 'Extracting Policy Positions from Political Texts Using Words as Data', American Political Science Review, 97 (2003), 311-32;
-
(2003)
American Political Science Review
, vol.97
, pp. 311-32
-
-
Laver, M.1
Benoit, K.2
Garry, J.3
-
3
-
-
78650174900
-
A method of automated nonparametric content analysis for social science
-
forthcoming; Daniel Diermeier et al., 'Language and Ideology in Congress' (presented at the annual meeting of the Midwest Political Science Association)
-
Daniel Hopkins and Gary King, 'A Method of Automated Nonparametric Content Analysis for Social Science', American Journal of Political Science, forthcoming; Daniel Diermeier et al., 'Language and Ideology in Congress' (presented at the annual meeting of the Midwest Political Science Association, 2007);
-
(2007)
American Journal of Political Science
-
-
Hopkins, D.1
King, G.2
-
4
-
-
47149095062
-
A scaling model for estimating time-series party positions from texts
-
Jonathan B. Slapin and Sven-Oliver Proksch, 'A Scaling Model for Estimating Time-Series Party Positions from Texts', American Journal of Political Science, 52 (2008), 705-22.
-
(2008)
American Journal of Political Science
, vol.52
, pp. 705-722
-
-
Slapin, J.B.1
Proksch, S.-O.2
-
6
-
-
84980233163
-
The voting behaviour of the european parliament members and the problem of the europarties
-
Fulvio Attina, 'The Voting Behaviour of the European Parliament Members and the Problem of the Europarties', European Journal of Political Research, 18 (1990), 557-79
-
(1990)
European Journal of Political Research
, vol.18
, pp. 557-579
-
-
Attina, F.1
-
7
-
-
0007076299
-
Political group cohesion in the european parliament, 1989-1994
-
Carolyn Rhodes and Sonia Mazey, eds, (London: Longman)
-
Joanne Bay Brzinski, 'Political Group Cohesion in the European Parliament, 1989-1994', in Carolyn Rhodes and Sonia Mazey, eds, The State of the European Union (London: Longman, 1995), pp. 64-83
-
(1995)
The State of the European Union
, pp. 64-83
-
-
Brzinski, J.B.1
-
9
-
-
0033444960
-
Coalition formation in the european parliament
-
Amie Kreppel and George Tsebelis, 'Coalition Formation in the European Parliament', Comparative Political Studies, 32 (1999), 933-66
-
(1999)
Comparative Political Studies
, vol.32
, pp. 933-966
-
-
Kreppel, A.1
Tsebelis, G.2
-
10
-
-
0346943269
-
Legislative behaviour and party competition in the european parliament: An application of nominate to the EU
-
Simon Hix, 'Legislative Behaviour and Party Competition in the European Parliament: An Application of Nominate to the EU', Journal of Common Market Studies, 39 (2001), 663-88
-
(2001)
Journal of Common Market Studies
, vol.39
, pp. 663-688
-
-
Hix, S.1
-
11
-
-
84996145661
-
Ideology, nationality and euro-parliamentarians
-
Abdul Noury, 'Ideology, Nationality and Euro-Parliamentarians', European Union Politics, 3 (2002), 33-58
-
(2002)
European Union Politics
, vol.3
, pp. 33-58
-
-
Noury, A.1
-
12
-
-
4043052585
-
More power to the european parliament?
-
281-319
-
Abdul Noury and Gerard Roland, 'More Power to the European Parliament?', Economic Policy, 17 (2002):35, 281-319
-
(2002)
Economic Policy
, vol.17
, pp. 35
-
-
Noury, A.1
Roland, G.2
-
13
-
-
33646390091
-
Committee representation in the european parliament
-
Gail McElroy, 'Committee Representation in the European Parliament', European Union Politics, 7 (2006), 5-29
-
(2006)
European Union Politics
, vol.7
, pp. 5-29
-
-
McElroy, G.1
-
14
-
-
35948942367
-
Analysing roll calls of the european parliament: A bayesian application
-
Jeong-Hun Han, 'Analysing Roll Calls of the European Parliament: A Bayesian Application', European Union Politics, 8 (2007), 479-507.
-
(2007)
European Union Politics
, vol.8
, pp. 479-507
-
-
Han, J.-H.1
-
15
-
-
33645327424
-
Dimensions of politics in the european parliament
-
Simon Hix, Abdul Noury and Gerard Roland, 'Dimensions of Politics in the European Parliament', American Journal of Political Science, 50 (2006), 494-511
-
(2006)
American Journal of Political Science
, vol.50
, pp. 494-511
-
-
Hix, S.1
Noury, A.2
Roland, G.3
-
17
-
-
33747884582
-
Off the record: Unrecorded legislative votes, selection bias and roll-call vote analysis
-
Clifford J. Carruba et al., 'Off the Record: Unrecorded Legislative Votes, Selection Bias and Roll-Call Vote Analysis', British Journal of Political Science, 36 (2006), 691-704.
-
(2006)
British Journal of Political Science
, vol.36
, pp. 691-704
-
-
Carruba, C.J.1
-
19
-
-
0347311276
-
-
In their sample (5th EP, 1999-2000) co-decision votes were significantly under-sampled: only 0.77 per cent of co-decision votes were by roll call, see Carruba et al.
-
In their sample (5th EP, 1999-2000) co-decision votes were significantly under-sampled: only 0.77 per cent of co-decision votes were by roll call, see Carruba et al., 'Off the Record'.
-
Off the Record
-
-
-
22
-
-
34547845254
-
Legislative politics as normal? Voting behaviour and beyond in the european parliament
-
p. 437.
-
Gail McElroy, 'Legislative Politics as Normal? Voting Behaviour and Beyond in the European Parliament', European Union Politics, 8 (2007), 433-48, p. 437.
-
(2007)
European Union Politics
, vol.8
, pp. 433-48
-
-
McElroy, G.1
-
23
-
-
57849136273
-
-
There are other methodological approaches for studying positions of national parties in the European Union, but they do not focus specifically on parliamentary behaviour. These approaches include expert surveys (Liesbet Hooghe and Gary Marks
-
There are other methodological approaches for studying positions of national parties in the European Union, but they do not focus specifically on parliamentary behaviour. These approaches include expert surveys (Liesbet Hooghe and Gary Marks, 'Chapel Hill 2002 Expert Survey on Party Positioning on European Integration', http://www.unc.edu/ (2002);
-
(2002)
Chapel Hill 2002 Expert Survey on Party Positioning on European Integration
-
-
-
24
-
-
33644929726
-
Party competition and european integration in the east and west - different structure, same causality
-
Gary Marks, Liesbet Hooghe, Moira Nelson and Erica Edwards, 'Party Competition and European Integration in the East and West - Different Structure, Same Causality', Comparative Political Studies, 39 (2006), 155-75;
-
(2006)
Comparative Political Studies
, vol.39
, pp. 155-175
-
-
Marks, G.1
Hooghe, L.2
Nelson, M.3
Edwards, E.4
-
26
-
-
33845214046
-
Party groups and policy positions in the european parliament
-
Kenneth Benoit and Gail McElroy, 'Party Groups and Policy Positions in the European Parliament', Party Politics, 13 (2007), 5-28
-
(2007)
Party Politics
, vol.13
, pp. 5-28
-
-
Benoit, K.1
McElroy, G.2
-
28
-
-
78650177353
-
-
and there are also MEP surveys ('EPRG 2000 and 2006 MEP Surveys Dataset, mass survey research
-
and there are also MEP surveys (David Farrell et al., 'EPRG 2000 and 2006 MEP Surveys Dataset', http://www.lse.ac.uk/collections/EPRG/ (2006)), mass survey research
-
(2006)
-
-
Farrell, D.1
-
30
-
-
0036385862
-
Defining the EU political space: An empirical study of the european elections manifestos, 1979-1999
-
interest group ratings, and European election manifestos
-
interest group ratings, and European election manifestos (Matthew J. Gabel and Simon Hix, 'Defining the EU Political Space: An Empirical Study of the European Elections Manifestos, 1979-1999', Comparative Political Studies, 35 (2002), 934-64).
-
(2002)
Comparative Political Studies
, vol.35
, pp. 934-964
-
-
Gabel, M.J.1
Hix, S.2
-
31
-
-
78650178360
-
-
However, none of these approaches actually studies the revealed preferences of the MEPs themselves. In addition, the alternative approaches have some methodological problems. For instance, McElroy points out that elite surveys suffer from sample response issues, preference measures on the basis of constituency characteristics are difficult given the weak electoral connection in the European Parliament, and interest group ratings tend to have selective samples, thus potentially exaggerating extreme positions (McElroy, 'Legislative Politics as Normal?', p. 437).
-
Legislative Politics as Normal?
, pp. 437
-
-
McElroy1
-
34
-
-
78650180340
-
-
See Rule 149 of the EP Rules of Procedure
-
See Rule 149 of the EP Rules of Procedure.
-
-
-
-
35
-
-
0345673066
-
-
(Basingstoke, Hants.: Palgrave Macmillan)
-
David Judge and David Earnshaw, The European Parliament (Basingstoke, Hants.: Palgrave Macmillan, 2003), p. 239.
-
(2003)
The European Parliament
, pp. 239
-
-
Judge, D.1
Earnshaw, D.2
-
37
-
-
78650176251
-
-
To automate this task, we wrote a computer script which automatically extracted the agenda item and the number of speeches from the information available on the EP website
-
To automate this task, we wrote a computer script which automatically extracted the agenda item and the number of speeches from the information available on the EP website.
-
-
-
-
39
-
-
0036324636
-
National political parties and european integration
-
Gary Marks, Carole Wilson and Leonard Ray, 'National Political Parties and European Integration', American Journal of Political Science, 46 (2001), 585-94
-
(2001)
American Journal of Political Science
, vol.46
, pp. 585-594
-
-
Marks, G.1
Wilson, C.2
Ray, L.3
-
41
-
-
84996186995
-
Preferring europe: Ideology and national preferences on european integration
-
Mark Aspinwall, 'Preferring Europe: Ideology and National Preferences on European Integration', European Union Politics, 3 (2002), 81-111
-
(2002)
European Union Politics
, vol.3
, pp. 81-111
-
-
Aspinwall, M.1
-
46
-
-
63749095089
-
Treating words as data with error: Uncertainty in text statements of policy positions
-
Kenneth Benoit, Michael Laver and Slava Mikhaylov, 'Treating Words as Data with Error: Uncertainty in Text Statements of Policy Positions', American Journal of Political Science, 53 (2009), 495-513.
-
(2009)
American Journal of Political Science
, vol.53
, pp. 495-513
-
-
Benoit, K.1
Laver, M.2
Mikhaylov, S.3
-
47
-
-
78650178673
-
-
We thank an anonymous referee for pointing this out to us
-
We thank an anonymous referee for pointing this out to us.
-
-
-
-
49
-
-
0004162268
-
-
(Oxford: Oxford University Press)
-
Ian Budge, Hans-Dieter Klingemann, Andrea Volkens, Judith Bara and Eric Tanenbaum, Mapping Policy Preferences: Estimates for Parties, Electors, and Governments 1945-1998 (Oxford: Oxford University Press, 2001).
-
(2001)
Mapping Policy Preferences: Estimates for Parties, Electors, and Governments 1945-1998
-
-
Budge, I.1
Klingemann, H.-D.2
Volkens, A.3
Bara, J.4
Tanenbaum, E.5
-
53
-
-
33646757558
-
Institutions and Coalition Formation: The German Election of 2005
-
Sven-Oliver Proksch and Jonathan B. Slapin, 'Institutions and Coalition Formation: The German Election of 2005', West European Politics, 29 (2006), 540-59
-
(2006)
West European Politics
, vol.29
, pp. 540-559
-
-
Proksch, S.-O.1
Slapin, J.B.2
-
55
-
-
34147207398
-
Left-right positions of political parties in Switzerland
-
Simon Hug and Tobias Schulz, 'Left-Right Positions of Political Parties in Switzerland', Party Politics, 13 (2007), 305-30.
-
(2007)
Party Politics
, vol.13
, pp. 305-330
-
-
Hug, S.1
Schulz, T.2
-
56
-
-
85068301413
-
Locating TDs in policy spaces: Wordscoring dail speeches
-
Michael Laver and Kenneth Benoit, 'Locating TDs in Policy Spaces: Wordscoring Dail Speeches', Irish Political Studies, 17 (2002), 59-73
-
(2002)
Irish Political Studies
, vol.17
, pp. 59-73
-
-
Laver, M.1
Benoit, K.2
-
61
-
-
33745451430
-
Policy competition in the 2002 french legislative and presidential elections
-
Michael Laver, Kenneth Benoit and Nicolas Sauger, 'Policy Competition in the 2002 French Legislative and Presidential Elections', European Journal of Political Research, 45 (2006), 667-97.
-
(2006)
European Journal of Political Research
, vol.45
, pp. 667-697
-
-
Laver, M.1
Benoit, K.2
Sauger, N.3
-
62
-
-
29244464682
-
Measuring national delegate positions at the convention on the future of europe using computerized word scoring
-
Kenneth Benoit et al., 'Measuring National Delegate Positions at the Convention on the Future of Europe Using Computerized Word Scoring', European Union Politics, 6 (2005), 291-313.
-
(2005)
European Union Politics
, vol.6
, pp. 291-313
-
-
Benoit, K.1
-
63
-
-
47149092015
-
-
(prepared for delivery at the Annual Meeting of the American Political Science Association, Washington, D.C.)
-
Kevin T. McGuire and Georg Vanberg, 'Mapping the Policies of the U.S. Supreme Court: Data, Opinions, and Constitutional Law' (prepared for delivery at the Annual Meeting of the American Political Science Association, Washington, D.C., 2005).
-
(2005)
Mapping the Policies of the U.S. Supreme Court: Data, Opinions, and Constitutional Law
-
-
McGuire, K.T.1
Vanberg, G.2
-
65
-
-
78650177239
-
-
We have applied this model to compare election manifestos from German parties between 1990 and 2005. We found that the technique is able to recover party positions estimated by other techniques (e.g. expert surveys and hand-coding of manifestos)
-
We have applied this model to compare election manifestos from German parties between 1990 and 2005. We found that the technique is able to recover party positions estimated by other techniques (e.g. expert surveys and hand-coding of manifestos)
-
-
-
-
66
-
-
78650179968
-
-
Furthermore, the positions reflect important changes in the party system, in particular a rightward movement of the major social-democratic party, the SPD, in the 1990s. We could produce estimates over time by making the assumption that word weights are time-invariant (see Slapin and Proksch, 'A Scaling Model for Estimating Time-Series Party Positions from Texts')
-
Furthermore, the positions reflect important changes in the party system, in particular a rightward movement of the major social-democratic party, the SPD, in the 1990s. We could produce estimates over time by making the assumption that word weights are time-invariant (see Slapin and Proksch, 'A Scaling Model for Estimating Time-Series Party Positions from Texts').
-
-
-
-
67
-
-
78650172981
-
-
While the technique has mostly been used to study political manifestos, it has been applied to legislative speeches as well (Laver and Benoit Locating TDs in Policy Spaces: Wordscoring Dail Speeches'
-
Laver et al., 'Extracting Policy Positions from Political Texts Using Words as Data'. While the technique has mostly been used to study political manifestos, it has been applied to legislative speeches as well (Laver and Benoit, 'Locating TDs in Policy Spaces: Wordscoring Dail Speeches'
-
Extracting Policy Positions from Political Texts Using Words as Data
-
-
Laver1
-
69
-
-
78650170699
-
-
Laver and Benoit use speeches from a confidence debate in the Irish Dáil in October 1991 over the future of the incumbent coalition government. They postulate a 'proversus anti-government' dimension and use the speech of the prime minister and of the opposition leaders as reference texts. The resulting placement of political parties on a scale of government versus opposition 'is readily recognisable by any observer of Irish politics'
-
Giannetti and Laver, 'Policy Positions and Jobs in the Government'). Laver and Benoit use speeches from a confidence debate in the Irish Dáil in October 1991 over the future of the incumbent coalition government. They postulate a 'proversus anti-government' dimension and use the speech of the prime minister and of the opposition leaders as reference texts. The resulting placement of political parties on a scale of government versus opposition 'is readily recognisable by any observer of Irish politics'
-
Policy Positions and Jobs in the Government
-
-
Giannetti1
Laver2
-
71
-
-
78650171444
-
-
note
-
We did validate the Wordfish algorithm presented here with the Wordscores technique. To do so, we anchored the Wordfish dimension in Wordscores by using the speeches from the most extreme parties identified by Wordfish as reference texts. We estimated the Wordscores positions using a slightly updated version of the algorithm
-
-
-
-
72
-
-
42549098544
-
A robust transformation procedure for interpreting political texts
-
As expected, the results correlate very highly across all languages between the two techniques (correlation of 0.91 or higher)
-
Lanny W. Martin and Georg Vanberg, 'A Robust Transformation Procedure for Interpreting Political Texts', Political Analysis, 16 (2008), 93-100). As expected, the results correlate very highly across all languages between the two techniques (correlation of 0.91 or higher).
-
(2008)
Political Analysis
, vol.16
, pp. 93-100
-
-
Martin, L.W.1
Vanberg, G.2
-
73
-
-
78650172364
-
-
This number excludes new member state MEPs joining in 2004 for only a few weeks before the next election, but includes the presidents and vice-presidents of the EP who deliver mostly procedural speeches
-
This number excludes new member state MEPs joining in 2004 for only a few weeks before the next election, but includes the presidents and vice-presidents of the EP who deliver mostly procedural speeches.
-
-
-
-
75
-
-
78650169609
-
-
The inferences will only be valid for this total set of speeches and do not necessarily apply for subsets of speeches (e.g. specific policy areas)
-
The inferences will only be valid for this total set of speeches and do not necessarily apply for subsets of speeches (e.g. specific policy areas).
-
-
-
-
80
-
-
0036330457
-
Parliamentary behavior with two principals: Preferences, parties, and voting in the european parliament
-
Simon Hix, 'Parliamentary Behavior with Two Principals: Preferences, Parties, and Voting in the European Parliament', American Journal of Political Science, 46 (2002), 688-98
-
(2002)
American Journal of Political Science
, vol.46
, pp. 688-698
-
-
Hix, S.1
-
84
-
-
78650178436
-
-
There are no independent measures of ideology available at the individual level with the exception of the EPRG survey of MEPs themselves, which suffers from low response rates
-
Hix, Noury and Roland, 'Dimensions of Politics in the European Parliament'. There are no independent measures of ideology available at the individual level with the exception of the EPRG survey of MEPs themselves, which suffers from low response rates
-
Dimensions of Politics in the European Parliament
-
-
Hix1
Noury2
Roland3
-
85
-
-
55449134167
-
-
If the researchers wish to compare roll-call positions with expert survey positions or CMP data, they must aggregate up to the level of national party
-
Farrell et al., 'EPRG 2000 and 2006 MEP Surveys Dataset'). If the researchers wish to compare roll-call positions with expert survey positions or CMP data, they must aggregate up to the level of national party.
-
EPRG 2000 and 2006 MEP Surveys Dataset
-
-
Farrell1
-
86
-
-
78650174501
-
-
We thank one of the anonymous referees for pointing this out
-
We thank one of the anonymous referees for pointing this out.
-
-
-
-
87
-
-
78650170461
-
-
We exclude new member state MEPs as they were only represented in the 5th European Parliament by nominated members for a few weeks between the date of enlargement (1 May 2004) and the elections to the 6th European Parliament (June 2004)
-
We exclude new member state MEPs as they were only represented in the 5th European Parliament by nominated members for a few weeks between the date of enlargement (1 May 2004) and the elections to the 6th European Parliament (June 2004).
-
-
-
-
88
-
-
78650170148
-
-
We used Perl scripts to automate this task. The speech archive of the European Parliament is available at last consulted in April 2008
-
We used Perl scripts to automate this task. The speech archive of the European Parliament is available at http://www.europarl.europa.eu/activities/ archives/cre/search.do?language5EN, last consulted in April 2008.
-
-
-
-
90
-
-
78650170630
-
-
We use Will Lowe's jfreq program, available at
-
We use Will Lowe's jfreq program, available at http://www.williamlowe. net/software/.
-
-
-
-
91
-
-
78650171933
-
-
The English Wordfish results using words mentioned by at least ten parties correlate with results using words mentioned by at least thirty parties at 0.99
-
The English Wordfish results using words mentioned by at least ten parties correlate with results using words mentioned by at least thirty parties at 0.99.
-
-
-
-
92
-
-
78650179356
-
-
The EU has fewer official languages (twenty-three) than member states (twenty-seven). German is spoken in Germany and Austria, English in the United Kingdom and Ireland, Greek in Greece and Cyprus, and Belgium and the Netherlands share common languages with their neighbouring countries
-
The EU has fewer official languages (twenty-three) than member states (twenty-seven). German is spoken in Germany and Austria, English in the United Kingdom and Ireland, Greek in Greece and Cyprus, and Belgium and the Netherlands share common languages with their neighbouring countries.
-
-
-
-
95
-
-
78650172309
-
-
These obligatory tasks result in considerable costs in the EU. In 2003, prior to the enlargement, EU institutions spent a combined 549 million euros on translation, and following enlargement to twenty-five members in 2004, the expense rose to an estimated 807 million euros per year, or approximately 1.78 euros per EU citizen (see European Commission Memo 05/10, January)
-
These obligatory tasks result in considerable costs in the EU. In 2003, prior to the enlargement, EU institutions spent a combined 549 million euros on translation, and following enlargement to twenty-five members in 2004, the expense rose to an estimated 807 million euros per year, or approximately 1.78 euros per EU citizen (see European Commission Memo 05/10, January 2005, http://europa.eu/rapid/press ReleasesAction.do?reference5MEMO/05/10)
-
(2005)
-
-
-
96
-
-
78650174680
-
-
In 2005, after enlargement by ten new member states, the EP had over one million pages of parliamentary documents translated. In addition, the EP provided interpretation services totalling 85,340 work days (see European Parliament Budget)
-
In 2005, after enlargement by ten new member states, the EP had over one million pages of parliamentary documents translated. In addition, the EP provided interpretation services totalling 85,340 work days (see European Parliament Budget 2005, http://www. europarl.europa.eu/pdf/budget/ rapportpublic2005-en.pdf).
-
(2005)
-
-
-
97
-
-
78650179480
-
-
note
-
There are several reasons to believe that translation may affect the output of computer-based content analysis. The German language has a particular feature that allows the compounding of words to create new ones. For example, the phrase 'workers' rights' is described by two words in English, three in French ('droits des travailleurs'), but only one in German ('Beschä ftigtenrechte')
-
-
-
-
98
-
-
3142683095
-
Translation as a decision process
-
Moreover, translation itself possibly adds error to the data, which could lead to different results across language. Translation theorists have suggested that one can view translation as a series of choices that can be modelled as a decision tree (Jirí Levý , 'Translation as a Decision Process', in To Honor Roman Jakobson II (The Hague: Mouton, 1967), 1171-82).
-
To Honor Roman Jakobson II
-
-
Levý, J.1
-
99
-
-
78650176863
-
-
note
-
Each language presents the translator with a set of possible choices about which particular translation to choose. A stylistic choice a translator makes at one node may affect how he or she translates the rest of the text. This means that additional error may enter into the data both because different languages offer different choice sets and translators will make different decisions within those choice sets. Thus, we might get different results because some languages use different words and grammatical structures to express exactly the same content and because translators might follow different strategies in translation.
-
-
-
-
100
-
-
78650177296
-
-
Appendix A shows the national party estimates using the English translations. The estimation is based on 4,859 unique words in English, 6,248 unique words in French and 7,369 unique words in German. 52 In contrast, speeches from a party whose native language is not English, German or French are translated into all three languages
-
Appendix A shows the national party estimates using the English translations. The estimation is based on 4,859 unique words in English, 6,248 unique words in French and 7,369 unique words in German. 52 In contrast, speeches from a party whose native language is not English, German or French are translated into all three languages.
-
-
-
-
101
-
-
78650178799
-
-
The estimation is based on 4,765 unique words
-
The estimation is based on 4,765 unique words.
-
-
-
-
102
-
-
78650176601
-
-
We can also calculate the average standard deviation of national parties based on the results from the individual level analysis. For those national parties with more than one MEP (n571), the average standard deviation of positions is 0.68, which is about two-thirds of the overall standard deviation of the positions (fixed at 1)
-
We can also calculate the average standard deviation of national parties based on the results from the individual level analysis. For those national parties with more than one MEP (n571), the average standard deviation of positions is 0.68, which is about two-thirds of the overall standard deviation of the positions (fixed at 1)
-
-
-
-
103
-
-
78650177469
-
-
If we include national parties with one MEP (n5103), the mean standard deviation of the positions across national parties drops to 0.47. It would be interesting to explore the reasons for the variation of individual-level positions in future research
-
If we include national parties with one MEP (n5103), the mean standard deviation of the positions across national parties drops to 0.47. It would be interesting to explore the reasons for the variation of individual-level positions in future research.
-
-
-
-
107
-
-
78650176786
-
-
In addition to missing several small parties, the UNC data do not include parties from Luxembourg
-
In addition to missing several small parties, the UNC data do not include parties from Luxembourg.
-
-
-
-
111
-
-
78650177238
-
-
The scales used for these questions range between 1 and 20. The Benoit/Laver survey includes other measures of EU support; however, they all correlate highly and produce the same result
-
The scales used for these questions range between 1 and 20. The Benoit/Laver survey includes other measures of EU support; however, they all correlate highly and produce the same result.
-
-
-
-
112
-
-
78650170519
-
-
Although most of the missing estimates are for smaller parties, positions for parties from Ireland and France are missing entirely from the survey on these questions
-
Although most of the missing estimates are for smaller parties, positions for parties from Ireland and France are missing entirely from the survey on these questions.
-
-
-
-
116
-
-
84950936262
-
Simulation-extrapolation estimation in parametric measurement error models
-
J. R. Cook and L. A. Stefanski, 'Simulation-Extrapolation Estimation in Parametric Measurement Error Models', Journal of the American Statistical Association, 89 (1994), 1314-28.
-
(1994)
Journal of the American Statistical Association
, vol.89
, pp. 1314-1328
-
-
Cook, J.R.1
Stefanski, L.A.2
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117
-
-
78650179355
-
-
This method corrects for measurement error of the independent variables only. The dependent variable, the positions estimated from word counts in speeches, is also measured with error. Wordfish allows researchers to estimate the fundamental uncertainty surrounding the positions via a parametric bootstrap
-
This method corrects for measurement error of the independent variables only. The dependent variable, the positions estimated from word counts in speeches, is also measured with error. Wordfish allows researchers to estimate the fundamental uncertainty surrounding the positions via a parametric bootstrap
-
-
-
-
118
-
-
78650169353
-
-
We have shown elsewhere through simulations that the confidence intervals of the estimated positions in Wordfish significantly decrease as the number of unique words used in the analysis increases (Slapin and Proksch, 'A Scaling Model for Estimating Time-Series Party Positions from Texts')
-
We have shown elsewhere through simulations that the confidence intervals of the estimated positions in Wordfish significantly decrease as the number of unique words used in the analysis increases (Slapin and Proksch, 'A Scaling Model for Estimating Time-Series Party Positions from Texts')
-
-
-
-
119
-
-
78650174899
-
-
Because we use several thousand unique words to estimate the positions, the confidence intervals of those estimates are rather small (see Appendix B). Moreover, measurement error in the dependent variable will not cause the kind of attenuation bias in the regression coefficients that we worry about
-
Because we use several thousand unique words to estimate the positions, the confidence intervals of those estimates are rather small (see Appendix B). Moreover, measurement error in the dependent variable will not cause the kind of attenuation bias in the regression coefficients that we worry about
-
-
-
-
120
-
-
23844462861
-
Measuring bias and uncertainty in ideal point estimates via the parametric bootstrap
-
Keith T. Poole, 'Measuring Bias and Uncertainty in Ideal Point Estimates via the Parametric Bootstrap', Political Analysis, 12 (2004), 105-27
-
(2004)
Political Analysis
, vol.12
, pp. 105-127
-
-
Poole, K.T.1
-
121
-
-
78650176738
-
-
Alternatively, one could apply Bayesian statistical analysis to estimate positions and their uncertainty (Han, 'Analysing Roll Calls of the European Parliament')
-
Alternatively, one could apply Bayesian statistical analysis to estimate positions and their uncertainty (Han, 'Analysing Roll Calls of the European Parliament').
-
-
-
-
122
-
-
63749095089
-
Treating words as data with error: Uncertainty in text statements of policy position
-
Benoit, Laver and Mikhaylov, 'Treating Words as Data with Error: Uncertainty in Text Statements of Policy Position', American Journal of Political Science, 53 (2009), 495-513.
-
(2009)
American Journal of Political Science
, vol.53
, pp. 495-513
-
-
Benoit1
Laver2
Mikhaylov3
-
123
-
-
78650172916
-
-
To estimate the SIMEX model as implemented in R, we use as the measurement error the mean standard deviation of responses across all parties
-
To estimate the SIMEX model as implemented in R, we use as the measurement error the mean standard deviation of responses across all parties.
-
-
-
-
124
-
-
23844462861
-
Measuring bias and uncertainty in ideal point estimates via the parametric bootstrap
-
It is possible to generate uncertainty estimates for Nominate using a parametric bootstrap
-
It is possible to generate uncertainty estimates for Nominate using a parametric bootstrap (Jeffrey B. Lewis and Keith T. Poole, 'Measuring Bias and Uncertainty in Ideal Point Estimates via the Parametric Bootstrap', Political Analysis, 12 (2004), 105-27)
-
(2004)
Political Analysis
, vol.12
, pp. 105-127
-
-
Lewis, J.B.1
Poole, K.T.2
-
125
-
-
78650177411
-
-
Alternatively, one could apply Bayesian statistical analysis to estimate positions and their uncertainty (Han, 'Analysing Roll Calls of the European Parliament')
-
Alternatively, one could apply Bayesian statistical analysis to estimate positions and their uncertainty (Han, 'Analysing Roll Calls of the European Parliament').
-
-
-
-
126
-
-
78650169547
-
-
Average net contributions per capita for 1999-2003 are operating budgetary balances taken from the 2005 EU Commission report on the allocation of EU expenditures per member state divided by population
-
Average net contributions per capita for 1999-2003 are operating budgetary balances taken from the 2005 EU Commission report on the allocation of EU expenditures per member state divided by population, p. 138 (http://ec.europa.eu/budget/documents/revenue-expenditure-en.htm)
-
-
-
-
127
-
-
78650173337
-
-
We include those years of the 5th European Parliament for which the budget lists the balances for EU-15 member states only
-
We include those years of the 5th European Parliament for which the budget lists the balances for EU-15 member states only.
-
-
-
-
130
-
-
78650170698
-
-
GDP per capita is significant in the models using the UNC survey data, which excludes Luxembourg. Luxembourg is an outlier on GDP per capita, so excluding it from the analysis alters the results
-
GDP per capita is significant in the models using the UNC survey data, which excludes Luxembourg. Luxembourg is an outlier on GDP per capita, so excluding it from the analysis alters the results.
-
-
-
-
131
-
-
78650170272
-
-
To preserve space, we only report the predicted values for the country-level variables that attain statistical significance in the hierarchical model found in Appendix B
-
To preserve space, we only report the predicted values for the country-level variables that attain statistical significance in the hierarchical model found in Appendix B.
-
-
-
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