Abstract
Automated content analysis methods treat “text as data” and can therefore analyze efficiently large qualitative databases. Yet, despite their potential, these methods are rarely used to supplement qualitative analysis in small-N designs. We address this gap by replicating the qualitative findings of a case study of a social policy reform using automated content analysis. To characterize the ideology of this reform, we reanalyze the same interview data with Wordscores, using academic publications as reference texts. As expected, the reform’s ideology is center/center-right, a result that we validate using content, convergent and discriminant strategies. The validation evidence suggests not only that the ideological positioning of the policy reform is credible, but also that Wordscores’ scope of application is greater than expected.
Similar content being viewed by others
Notes
Although we can edit the interview transcripts to improve the signal/noise ratio, this requires time and resources, thereby decreasing the comparative advantage of Wordscores for analyzing interview data.
The word counts for reference and virgin texts are those after preprocessing.
References
Adcock, R., Collier, D.: Measurement validity: a shared standard for qualitative and quantitative research. Am. Polit. Sci. Rev. 95(03), 529–546 (2001)
Baturo, A., Mikhaylov, S.: Life of Brian revisited: assessing informational and non-informational leadership tools. Polit. Sci. Res. Methods 1(01), 139–157 (2013)
Benoit, K., Laver, M.: Compared to what? A comment on “A robust transformation procedure for interpreting political text” by Martin and Vanberg. Polit. Anal. 16(1), 101–111 (2008)
Benoit K., Nulty P. Quanteda: Quantitative Analysis of Textual Data. Version 0.9.9-24. (2017)
Benoit, M., Cantin, M.-H., Duchesne, É.: Une nouvelle culture émergente? L’évaluation du positionnement des groupes d’intérêt anglophones face au Cadre stratégique agricole canadien de 2007. Can. J. Polit. Sci. 46(04), 921–950 (2013)
Braun, V., Clarke, V.: Using thematic analysis in psychology. Qual. Res. Psychol. 3(2), 77–101 (2006)
Brier, A., Hopp, B.: Computer assisted text analysis in the social sciences. Qual. Quant. 45(1), 103–128 (2011)
Charbonneau, É.: Talking like a tax collector or a social guardian? The use of administrative discourse by U.S. State lottery agencies. In: Imbeau, L.M. (ed.) Do they Walk Like They Talk? Speech and Action in Policy Processes, pp. 223–240. Springer, New York (2009)
Collette, B., Pétry, F.: Comparing the position of Canadian political parties using French and English manifestos as textual data. In: Kaal, B., Maks, I., Elfrinkhof, A.V. (eds.) From Text to Political Positions: Text Analysis Across Disciplines, pp. 27–44. John Benjamins, Amsterdam (2014)
Collier, D., Brady, H.E., Seawright, J.: Outdated views of qualitative methods: time to move on. Polit. Anal. 18(4), 506–513 (2010)
Cousins, K., Mcintosh, W.: More than typewriters, more than adding machines: integrating information technology into political research. Qual. Quant. 39(5), 581–614 (2005)
Daigneault, P.-M.: Three paradigms of social assistance. Sage Open 4(4) (2014). https://doi.org/10.1177/2158244014559020
Daigneault, P.-M.: Ideas and welfare reform in Saskatchewan: entitlement, workfare or activation? Can. J. Polit. Sci. 48(1), 147–171 (2015)
Daigneault, P.-M., Duval, D., Imbeau, L.M.: L’analyse de contenu automatisée et les entretiens font-ils bon ménage? Caractériser l’idéologie d’une réforme de politique sociale à l’aide de Wordscores. In: Daigneault, P.-M., Pétry, F. (eds.) L’analyse textuelle des idées, du discours et des pratiques politiques, pp. 267–292. Presses de l’Université Laval, Québec (2017)
Dean, H.: Social policy and human rights: re-thinking the engagement. Soc. Policy Soc. 7(01), 1–12 (2008)
Driver, S., Martell, L.: Left, right and the third way. Policy Polit. 28(2), 147–161 (2000)
Galli, E., Grembi, V., Padovano, F.: Would you trust an Italian politician? Evidence from Italian regional politics. In: Imbeau, L.M. (ed.) Do They Walk Like They Talk? Speech and Action in Policy Processes, pp. 109–129. Springer, New York (2009)
Gauvin, J.-P., Chhim, C., Medeiros, M.: Did they mind the gap? Voter/party ideological proximity between the BQ, the NDP and Quebec voters, 2006–2011. Can. J. Polit. Sci. 49(2), 289–310 (2016)
Grimmer, J., Stewart, B.M.: Text as data: the promise and pitfalls of automatic content analysis methods for political texts. Polit. Anal. 21(3), 267–297 (2013)
Herzog, A., Benoit, K.: The most unkindest cuts: speaker selection and expressed government dissent during economic crisis. J. Polit. 77(4), 1157–1175 (2015)
Huo, J.: Third Way Reforms: Social Democracy After the Golden Age. Cambridge University Press, Cambridge (2009)
Imbeau, L.M.: Dissonance in fiscal policy: a power approach. In: Imbeau, L.M. (ed.) Do They Walk Like They Talk? Speech and Action in Policy Processes, pp. 167–184. Springer, New York (2009)
Jenson, J., Saint-Martin, D.: Building blocks for a new social architecture: the LEGO paradigm of an active society. Policy Polit. 34(3), 429–451 (2006)
Johnson, R.B., Onwuegbuzie, A.J., Turner, L.A.: Toward a definition of mixed methods research. J. Mixed Methods Res. 1(2), 112–133 (2007)
Klüver, H.: Measuring interest group influence using quantitative text analysis. Eur Union Polit. 10(4), 535–549 (2009)
Krouwel, A., van Elfrinkhof, A.: Combining strengths of methods of party positioning to counter their weaknesses: the development of a new methodology to calibrate parties on issues and ideological dimensions. Qual. Quant. 48(3), 1455–1472 (2014)
Laver, M., Benoit, K.: Locating TDs in policy spaces: the computational text analysis of Dáil speeches. Irish Polit. Stud. 17(1), 59–73 (2002)
Laver, M., Benoit, K., Garry, J.: Extracting policy positions from political texts using words as data. Am. Polit. Sci. Rev. 97(02), 311–331 (2003)
Levitas, R.: The Inclusive Society? Social Exclusion and New Labour. Palgrave Macmillan, New York (2005)
Lowe, W.: Understanding wordscores. Polit. Anal. 16(4), 356–371 (2008)
Martin, L.W., Vanberg, G.: A robust transformation procedure for interpreting political text. Polit. Anal. 16(1), 93–100 (2008)
Marzagão, T.: Using NLP to measure democracy. https://arxiv.org/abs/1502.06161 (2015)
Montpetit, É.: In Defense of Pluralism: Policy Disagreement and its Media Coverage. Cambridge Studies in Comparative Public Policy. Cambridge University Press, Cambridge (2016)
Morel, N.: Social rights. In: Fitzpatrick, T., Kwon, H.-J., Manning, N., Midgley, J., Pascall, G. (eds.) International Encyclopedia of Social Policy, pp. 1291–1294. Routledge, New York (2006)
O’Connor, B.: The intellectual origins of ‘welfare dependency’. Aust. J. Soc. Issues 36(3), 221–236 (2001)
Ralph, D., Stobbe, M.: Welfare reform as moral reform in Saskatchewan. In: Biggs, L., Stobbe, M. (eds.) Devine Rule in Saskatchewan: A Decade of Hope and Hardship, pp. 267–281. Fifth House Publishers, Saskatoon (1991)
Ruedin, D.: The role of language in the automatic coding of political texts. Swiss Polit. Sci. Rev. 19(4), 539–545 (2013)
Slapin, J.B., Proksch, S.-O.: A scaling model for estimating time-series party positions from texts. Am. J. Polit. Sci. 52(3), 705–722 (2008)
Stephens, J.D.: The social rights of citizenship. In: Castles, F.G., Leibfried, S., Lewis, J., Obinger, H., Pierson, C. (eds.) The Oxford Handbook of the Welfare State, pp. 511–525. Oxford University Press, Oxford (2010)
Toff, B.J., Kim, Y.M.: Words that matter: twitter and partisan polarization. Paper presented at the UW-Madison’s Political Behavior Research Group meeting, Madison, Wisconsin (2013)
van Berkel, R., Møller, I.H.: The concept of activation. In: van Berkel, R., Møller, I.H. (eds.) Active Social Policies in the EU: Inclusion Through Participation?, pp. 45–71. The Policy Press, Bristol (2002)
Walters, W.: The ‘active society’: new designs for social policy. Policy Polit. 25(3), 221–234 (1997)
Warwick, P.V.: Public opinion and government policy in Britain: a case of congruence, amplification or dampening? Eur. J. Polit. Res. 54(1), 61–80 (2015)
Weinberg, M.: Measuring governors’ political orientations using words as data. State Polit. Policy Q. 10(1), 96–109 (2010)
Welshman, J.: Workfare. In: Fitzpatrick, T., Kwon, H.-J., Manning, N., Midgley, J., Pascall, G. (eds.) International Encyclopedia of Social Policy, pp. 1559–1561. Routledge, New York (2006)
White, S.: Welfare philosophy and the third way. In: Lewis, J., Surender, R. (eds.) Welfare State Change: Towards a Third Way?, pp. 25–46. Oxford University Press, Oxford; New York (2004)
Williams, C.C.: Active welfare. In: Fitzpatrick, T., Kwon, H.-J., Manning, N., Midgley, J., Pascall, G. (eds.) International Encyclopedia of Social Policy, pp. 7–8. Routledge, New York (2006)
Acknowledgements
A previous version of this article was presented at the annual conference of the Société québécoise de science politique (SQSP), at Université Laval, Quebec City, on May 20 2016, and preliminary results were published in a book chapter (Daigneault et al. 2017). We thank Ken Benoit and Michael Laver for their generosity in answering general questions about Wordscores, Daniel Béland for validating the placement of academic texts, and Marc André Bodet, Dominic Forest and François Pétry for their comments on a previous version of this paper. We also thank Karen Taylor for her thorough text editing of a previous version.
Funding
Funding from the Research Team Support Program of the Fonds de recherche du Québec—Société et culture (FRQSC) is gratefully acknowledged.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
This research project does not require ethics review because it involves publicly available information (i.e., publications) and the secondary use of anonymous data that cannot generate identifiable information about participants (i.e., concatenated interviews in which word order was randomized).
Conflict of interests
The authors declare that there is no conflict of interest.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Daigneault, PM., Duval, D. & Imbeau, L.M. Supervised scaling of semi-structured interview transcripts to characterize the ideology of a social policy reform. Qual Quant 52, 2151–2162 (2018). https://doi.org/10.1007/s11135-017-0650-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11135-017-0650-0