The grand old party – a party of values?

In this article we explore the semantic space spanned by self-reported statements of Republican voters. Our semantic structure analysis uses multidimensional scaling and social network analysis to extract, explore, and visualize word patterns and word associations in response to the stimulus statement "I’m a Republican, because …" which were collected from the official website of the Republican Party. With psychological value theory as our backdrop, we examine the association of specific keywords within and across the statements, compute clusters of statements based on these associations, and explore common word sequences Republican voters use to characterize their political association with the Party.

[1]  D. Apter,et al.  Ideology and discontent , 1966 .

[2]  M. Rokeach.  The Nature Of Human Values , 1974 .

[3]  M. C. Jones.  Albert, Peter, and John B. Watson. , 1974, The American psychologist.

[4]  J. Barra,et al.  Recent Developments in Statistics , 1978 .

[5]  J. Ramsay.  Some Statistical Approaches to Multidimensional Scaling Data , 1982 .

[6]  R. Clarke,et al.  Theory and Applications of Correspondence Analysis , 1985 .

[7]  K. Haynes,et al.  Gravity and Spatial Interaction Models , 1985 .

[8]  S. Feldman.  Structure and Consistency in Public Opinion: the Role of Core Beliefs and Values , 1988 .

[9]  M. Hill,et al.  NONLINEAR MULTIVARIATE ANALYSIS , 1990 .

[10]  Edward M. Reingold,et al.  Graph drawing by force‐directed placement , 1991, Softw. Pract. Exp..

[11]  I. Jolliffe,et al.  Nonlinear Multivariate Analysis , 1992 .

[12]  S. Schwartz.  Universals in the Content and Structure of Values: Theoretical Advances and Empirical Tests in 20 Countries , 1992 .

[13]  A. Buja,et al.  Inequalities and Positive-Definite Functions Arising from a Problem in Multidimensional Scaling , 1994 .

[14]  James A. McCann.  Electoral Choices and Core Value Change: The 1992 Presidential Campaign , 1997 .

[15]  Patrick J. F. Groenen,et al.  Modern Multidimensional Scaling: Theory and Applications , 2003 .

[16]  V. Braithwaite.  The value orientations underlying liberalism-conservatism , 1998 .

[17]  Shalom H. Schwartz,et al.  Values and Voting , 1998 .

[18]  Qin He,et al.  Knowledge Discovery Through Co-Word Analysis , 1999, Libr. Trends.

[19]  J. Leeuw.  Applications of Convex Analysis to Multidimensional Scaling , 2000 .

[20]  S. Feldman.  Values, ideology, and the structure of political attitudes. , 2003 .

[21]  Nong Ye,et al.  The Handbook of Data Mining , 2003 .

[22]  P. Converse.  The Nature of Belief Systems in Mass Publics , 2004 .

[23]  G. Caprara,et al.  Personalizing politics: a congruency model of political preference. , 2004, The American psychologist.

[24]  Pinar Yolum,et al.  Computer and Information Sciences - ISCIS 2005, 20th International Symposium, Istanbul, Turkey, October 26-28, 2005, Proceedings , 2005, ISCIS.

[25]  D. Murphey.  America Alone: The Neo-Conservatives and the Global Order , 2005 .

[26]  B. Farmer.  American Political Ideologies: An Introduction to the Major Systems of Thought in the 21st Century , 2006 .

[27]  Gábor Csárdi,et al.  The igraph software package for complex network research , 2006 .

[28]  Matthieu Latapy,et al.  Computing Communities in Large Networks Using Random Walks , 2004, J. Graph Algorithms Appl..

[29]  Claudio Barbaranelli,et al.  Personality and Politics: Values, Traits, and Political Choice , 2006 .

[30]  J. Leeuw,et al.  Simple and Canonical Correspondence Analysis Using the R Package anacor , 2007 .

[31]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[32]  Christine Reyna,et al.  Value Judgments: The Impact of Perceived Value Violations on American Political Attitudes , 2007 .

[33]  Michael Hahsler,et al.  Getting Things in Order: An Introduction to the R Package seriation , 2008 .

[34]  Kurt Hornik,et al.  Text Mining Infrastructure in R , 2008 .

[35]  Patrick Mair,et al.  Multidimensional Scaling Using Majorization: SMACOF in R , 2008 .

[36]  K. Sheldon,et al.  Comparing Democrats and Republicans on Intrinsic and Extrinsic Values , 2009 .

[37]  Ludo Waltman,et al.  How to Normalize Co-Occurrence Data? An Analysis of Some Well-Known Similarity Measures , 2009, J. Assoc. Inf. Sci. Technol..

[38]  Jaime L. Napier,et al.  Political ideology: its structure, functions, and elective affinities. , 2009, Annual review of psychology.

[39]  Michael Greenacre,et al.  Biplots in Practice , 2009 .

[40]  Maya R. Gupta,et al.  Similarity-based Classification: Concepts and Algorithms , 2009, J. Mach. Learn. Res..

[41]  S. McCann.  Political Conservatism, Authoritarianism, and Societal Threat: Voting for Republican Representatives in U.S. Congressional Elections From 1946 to 1992 , 2009, The Journal of psychology.

[42]  Nees Jan van Eck,et al.  How to normalize cooccurrence data? An analysis of some well-known similarity measures , 2009, J. Assoc. Inf. Sci. Technol..

[43]  G. Caprara,et al.  Basic Personal Values, Core Political Values, and Voting: A Longitudinal Analysis , 2010 .

[44]  S. Schwartz,et al.  Basic Personal Values and the Meaning of Left‐Right Political Orientations in 20 Countries , 2011 .

[45]  Jacob Goldenberg,et al.  Mine Your Own Business: Market-Structure Surveillance Through Text Mining , 2012, Mark. Sci..

[46]  L. Corrigan.  The Reagan Rhetoric: History and Memory in 1980s America (review) , 2012 .

[47]  Michael C. Hout,et al.  Multidimensional Scaling , 2003, Encyclopedic Dictionary of Archaeology.

[48]  D. O. Sears,et al.  The Oxford handbook of political psychology , 2013 .

[49]  William G. Jacoby,et al.  Bootstrap Confidence Regions for Multidimensional Scaling Solutions , 2014 .

[50]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .