This study uses semantic network analysis to investigate nuclear energy policy frames in six countries: USA, UK, Germany, France, Japan, and South Korea. It is suggested that semantic network analysis represents a useful tool to investigate policy frames in complex policy environments. The discourse of top-level decision-makers is analyzed to highlight similarities and differences in policy frames and to identify the key policy arguments in the integrated network of all six countries. In total, 14 major policy arguments are identified, which relate to the three major frames of energy security, clean energy, and nuclear safety, along with the meta-issue of economic growth. There are differences in the degree of emphasis on each of the frames in the six countries, and Germany can be seen to have diverged the most following the Fukushima accident, as the emphasis is on clean energy, to the exclusion of the other frames. In contrast, both the USA and Japan have framed the issues primarily in terms of nuclear safety and energy security, while the UK and France have stressed the economic growth frame, and Korea has prioritized nuclear safety.
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Statistical analysis techniques such as multidimensional scaling (MDS), cluster analysis, correspondence analysis, discriminant analysis (Jang and Barnett 1994), correlation analysis, and spatial modeling as a more advance version of MDS (Kwon et al. 2009) can also be used for determining relations among concepts and grouping them through statistical analyses.
BCI measures how centralized the betweenness of the set of actors is (i.e., whether communication in the community depends on one member or many). A BCI reaches its maximum value of 1 when all actors in the network are dependent on one actor to communicate with each other and “its minimum value (0) occurs when all actors have exactly the same actor betweenness index” (Wasserman and Faust 1994: 192).
For example, in the case of Germany, excerpts from an energy summit speech (April 15, 2011) and an interview with Zeit (May 12, 2011) were combined for post-Fukushima accident frame analysis, while interviews with FAZ (February 25, 2010), Bild am Sonntag (June 13, 2010), Frage (July 7, 2010), Süddeutsche Zeitung (September 29, 2010), and Focus (November 8, 2010) were combined for pre-Fukushima accident frame analysis.
The following definition of sentence was used: “a grammatical unit consisting of one or more words that are grammatically linked. A sentence can include words grouped meaningfully to express a statement, question, exclamation, request, command or suggestion” (http://en.wikipedia.org/wiki/Sentence_(linguistics).
A coding example is illustrated in Appendix 4.
Associated Press. (2011). Germany decides to abandon nuclear power by 2022. Retrieved May 30, 2011.
Baumgartner, F. R., Boef, S. D., & Boydstun, A. (2008). The decline of the death penalty and the discovery of innocence. Cambridge: Cambridge University Press.
BBC News (2011). Germany: Nuclear power plants to close by 2022. May 30, 2011. http://www.bbc.co.uk/news/world-europe-13592208
BBC News (2013). French jobless rate climbs to highest level in 15 years. http://www.bbc.com/news/business-22794313
Bickerstaff, K. I. L., Pidgeon, N. F., Poortinga, W., & Simmons, P. (2008). Reframing nuclear power in the UK energy debate: Nuclear power, climate change mitigation, and radioactive waste. Public Understanding of Science, 17, 145–169.
Birmingham Policy Commission. (2012). The future of nuclear energy in the UK. Birmingham: University of Birmingham.
Bradford, P. (2012). The nuclear landscape. Nature, 483, 151–152.
Burgermeister, J. (2009). Germany: The world’s first major renewable energy economy. Renewable energy world.com. http://www.renewableenergyworld.com/rea/news/article/2009/04/germany-the-worlds-first-major-renewable-energy-economy?cmpid=WNL-Wednesday-April8-2009
Cappella, J. N., & Jamieson, K. H. (1997). Spiral of cynicism: The press and the public good. New York: Oxford University Press.
Carley, K. M. (1990). Group stability: A socio-cognitive approach. In W. Lawler, B. Markovsky, C. Ridgeway, & H. Walker (Eds.), Advances in group processes: Theory & research (Vol. VII, pp. 1–44). Greenwich, CN: JAI Press.
Carley, K. M. (1993). Coding choices for textual analysis: A comparison of content analysis and map analysis. Sociological Methodology, 23, 75–126.
Carley, K. M. (1994). Extracting culture through textual analysis. Poetics, 22, 291–312.
Carley, K. M. (1997a). Extracting team mental models through textual analysis. Journal of Organizational Behavior, 18, 533–558.
Carley, K. M. (1997b). Network text analysis: The network position of concept. In C. W. Roberts (Ed.), Text analysis for the social sciences: Methods for drawing statistical inferences from texts and transcripts (pp. 79–100). Mahwah, NJ: Lawrence Erlbaum Associates, Publishers.
Carley, K. M. (2002). Smart agents and organizations of the future. In L. Lievrouw & S. Livingstone (Eds.), The handbook of new media: Social shaping and consequences of ICTs (pp. 206–220). Thousand Oaks, CA: Sage.
Carley, K. M., Columbus, D., Bigrigg, M., & Kunkel, F. (2011). AutoMap user’s guide 2011. Technical Report, CMU-ISR-11-108, Carnegie Mellon University, School of Computer Science, Institute for Software Research.
Carley, K. M., Diesner, J., Reminga, J., & Tsvetovat, M. (2007). Toward an interoperable dynamic network analysis toolkit. Decision Support Systems. Special Issue Cyberinfrastructure for Homeland Security, 43(4), 1324–1347.
Carley, K. M., & Palmquist, M. (1991). Extracting, representing, and analyzing mental models. Social Forces, 70(3), 601–636.
Carolan, M. (2004). Ontological politics: Mapping a complex environmental problem. Environmental Values, 13(4), 497–522.
Chong, D., & Druckman, J. N. (2007). Framing public opinion in competitive democracies. American Political Science Review, 101, 637–655.
Chong, D., & Druckman, J. N. (2011). Identifying frames in political news. In E. P. Bucy & R. L. Holbert (Eds.), The sourcebook for political communication research: Methods, measures, and analytical techniques (pp. 238–267). New York: Routledge.
Corman, S., Brewer, G., Ball, H., Fisk, M., Fleischer, K., &Ruston, S. (2013). A test of semantic text network validity using a false memory paradigm, XXXIII. In Sunbelt Social Networks Conference of the International Network for Social Network Analysis (INSNA), May 21–26, 2013, Hamburg, Germany.
Corner, A., Venables, D., Spence, A., Poortinga, W., Demski, C., & Pidgeon, N. (2011). Nuclear power, climate change and energy security: Exploring British public attitudes. Energy Policy, 39, 4823–4833.
Creed, D., Langstraat, J., & Scully, M. (2002). A picture of the frame: Frame analysis as technique and as politics. Organizational Research Methods, 5(1), 34–55.
Daemen, T. J. (1993). The need for liability constraints in successful high-technology development: A comparison of the French and U.S. commercial nuclear programs. Northwestern Journal of International Law & Business, 13(3), 684–710.
Danowski, J. A. (1982). Computer-mediated communication: A network based content analysis using a CBBS conference. In M. Burgoon (Ed.), Communication yearbook 6 (pp. 905–924). Beverly Hills, CA: Sage.
Danowski, J. A. (1993). Network analysis of message content. In G. Barnett & W. Richards (Eds.), Progress in communication sciences XII (pp. 197–222). Norwood, NJ: Ablex.
David, P. A., & Rothwell, G. S. (1994). Measuring standardization: An application to the American and French nuclear power industries. European Journal of Political Economy, 12, 291–308.
Dayton, D. (2000). Policy frames, policy making and the global climate change discourse. In H. Addams & J. Proops (Eds.), Social discourse and environmental policy: An application of Q methodology (pp. 71–91). Cheltenham: Edward Elgar.
de Vreese, C. H. (2005). News framing: Theory and typology. Information Design Journal & Document Design, 13(1), 51–62.
Delmas, M., & Heiman, B. (2000). Government credible commitment to the French and American nuclear power industries. Journal of Policy Analysis and Management, 20(3), 433–456.
Derrida, J. (1978). Derrida: Writing and difference (A. Bass, Trans.) London: Routledge & Kegan Paul Ltd.
Diesner, J. (2012). Uncovering and managing the impact of methodological choices for the computational construction of socio-technical networks from texts. Ph.D. Dissertation, Carnegie Mellon University, Pittsburgh, PA.
Diesner, J. & Carley, K. M. (2004). Using network text analysis to detect the organizational structure of covert networks. In Proceedings of the North American Association for Computational Social and Organizational Science (NAACSOS) Conference, Pittsburgh, PA, July, 2004.
Diesner, J., & Carley, K. M. (2005). Revealing social structure from texts: Meta-matrix text analysis as a novel method for network text analysis. In V. K. Narayanan & D. J. Armstrong (Eds.), Causal mapping for information systems and technology research: Approaches, advances, and illustrations (pp. 81–108). Harrisburg, PA: Idea Group Publishing.
Doerfel, M. L. (1998). What constitutes semantic network analysis? A comparison of research and methodologies. Connections, 21(2), 16–26.
Doerfel, M., & Barnett, G. (1999). A Semantic network analysis of the international communication association. Human Communication Research, 25(4), 589–603.
Doerfel, M. L., & Connaughton, S. L. (2009). Semantic networks and competition: Election year winners and loses in U.S. televised presidential debates, 1960–2004. Journal of the American Society for Information Science and Technology, 60(1), 201–218.
Doerfel, M. L., & Marsh, P. S. (2003). Candidate-issue positioning in the context of presidential debates. Journal of Applied Communication Research, 31(3), 212–237.
DTI. (2007). Energy white paper: Meeting the energy challenge. London: Department of Trade and Industry (DTI).
Dunn, W. N. (2003). Public policy analysis: An introduction (3rd ed.). Upper Saddle River: Prentice Hall.
EIA. (2013). International energy outlook 2013. Washington: U.S. Energy Information Administration.
Entman, R. M. (1993). Framing: Toward clarification of a fractured paradigm. Journal of Communication, 43(4), 51–58.
Fischer, F. (2003). Reframing public policy: Discursive politics and deliberative practices. New York: Oxford University Press.
Fischer, F., & Gottweis, H. (Eds.). (2012). The argumentative turn revisited: Public policy as communication Practice. Durham, NC: Duke University Press.
Freeman, L. C. (1979). Centrality in social networks: Conceptual clarification. Social Networks, 1(3), 215–239.
Gamson, W. A., & Mogdiliani, A. (1989). Media discourse and public opinion on nuclear power: A constructionist approach. American Journal of Sociology, 95, 1–37.
Goffman, E. (1974). Frame analysis: An essay on the organization of experience. New York, NY: Harper & Row.
Green, D. P., & Shapiro, I. (1994). Pathologies of rational choice theory: A critique of applications in political science. New Haven: Yale University Press.
Hajer, M. (1995). The politics of environmental discourse: Ecological modernization and the policy process. Oxford: Clarendon Press.
Hayashi, M., & Hughes, L. (2013). The policy responses to the Fukushima nuclear accident and their effect on Japanese energy security. Energy Policy, 59, 86–101.
Hertog, J., & McLeod, D. (2001). A Multiperspectival approach to framing analysis: A field guide. In S. Reese, O. Gandy, & A. Grant (Eds.), Framing public life (pp. 139–161). Mahwah, NJ: Erlbaum.
HM Government. (2013). The UK’s nuclear future. The UK Government.
Hummon, N., & Doreian, P. (1989). Connectivity in a citation network: The development of DNA theory. Social Networks, 11(1), 39–63.
IAEA. (2014). Nuclear safety and security. International Atomic Energy Agency. http://www-ns.iaea.org/
IEE Japan. (2012). Energy security and challenges for Japan. Institute of Energy Economics.
Itoh, S. (2013). Energy security in Northeast Asia: A pivotal moment for the U.S.-Japan Alliance. Series: Brookings East Asia Commentary.
Jang, H.-Y., & Barnett, G. A. (1994). Cultural differences in organizational communication: A semantic network analysis. Bulletin of Methodological Sociology, 44, 31–59.
Joppke, C. (1991). Social movements during cycles of issue attention: The decline of the anti-nuclear energy movements in West Germany and the USA. British Journal of Sociology, 42(1), 43–60.
Kim, J. H., Su, T. Y., & Hong, J. (2011). The influence of geopolitics and foreign policy on the U.S. and Canadian media: An analysis of newspaper coverage of Sudan’s Darfur conflict. The Harvard International Journal of Press/Politics, 12(3), 87–95.
Krippendorff, K. (2004). Content analysis: An introduction to its methodology. Thousand Oaks, CA: Sage.
Kwon, K., Barnett, G. A., & Chen, H. (2009). Assessing cultural differences in translations: A semantic network analysis of the universal declaration of human rights. Journal of International and Intercultural Communication, 2(2), 107–138.
Lakoff, G. (1996). Moral politics: What conservatives know that liberals don’t. Chicago: University of Chicago Press.
Laws, D., & Rein, M. (2003). Reframing practice. In M. Hajer & W. Hendrik (Eds.), Deliberative policy analysis: Understanding governance in the network society (pp. 172–206). Cambridge: Cambridge University Press.
Lejano, P. L. (2006). Frameworks for policy analysis: Merging texts and contexts. New York: Routledge.
Lewicki, R., Gray, B., & Elliott, M. (2003). Making sense of intractable environmental conflicts: Concepts and cases. Washington, DC: Island Press.
Lukeš, D. (2007). Discourse-level constructions and frame analysis of policy discourse: Case of evaluation of university teaching. In New directions in cognitive linguistics, 2nd conference of the UK Cognitive Linguistics Association, August 27–30 2007, Cardiff, UK.
Majone, G. (1989). Evidence, argument & persuasion in the policy process. New Haven, CT: Yale University Press.
Maynard, M. (1997). Opportunity in paid vs. unpaid public relations internships: A semantic network analysis. Public Relations Review, 23(4), 377–390.
Moody, J. (2004). The structure of a social science collaboration network: Disciplinary cohesion from 1963 to 1999. American Sociological Review, 69(2), 213–238.
Nelson, T., Clawson, R. A., & Oxley, Z. M. (1997). Media framing of a civil liberties conflict and its effect on tolerance. The American Political Science Review, 91(3), 567–583.
Newman, M. E. J. (2006). Modularity and community structure in networks. PNAS, 103(23), 8577–8582.
Newman, M. E. J. (2010). Networks: An introduction. New York: Oxford University Press.
Nohrstedt, D. (2005). External shocks and policy change: Three Mile Island and Swedish nuclear energy policy. Journal of European Public Policy, 12(6), 1041–1059.
Palfreman, J. (2009). Why the French like nuclear energy. PBS Frontline. Retrieved from http://www.pbs.org/wgbh/pages/frontline/shows/reaction/readings/french.html
Paranyushkin, D. (2011). Identifying the pathways for meaning circulation using text network analysis. Published in December 11, 2011, Nodus Labs. Berlin, Germany.
Paranyushkin, D. (2012). Visualization of text’s polysingularity using network analysis. Published in January 15, 2011, Nodus Labs. Berlin, Germany.
Pidgeon, N. F., Lorenzoni, I., & Poortinga, W. (2008). Climate change or nuclear power—No thanks! A quantitative study of public perceptions and risk framing in Britain. Global Environmental Change, 18, 69–85.
Popping, R. (2000). Computer-assisted text analysis. London, Thousand Oaks: Sage.
Popping, R. (2003). Knowledge graphs and network text analysis. Social Science Information, 42(1), 91–106.
Rice, R. E., & Danowski, J. A. (1993). Is it really just like a fancy answering machine? Comparing semantic networks of different types of voice mail users. The Journal of Business Communication, 30(4), 369–397.
Roberts, C. W. (1997). Introduction. In C. W. Roberts (Ed.), Text analysis for the social sciences: Methods for drawing statistical inferences from texts and transcripts (pp. 1–8). Mahwah, NJ: Lawrence Erlbaum Associates, Publishers.
Saarikoski, H. (2006). When frames conflict: Policy dialogue on waste. Environment and Planning C: Government and Policy, 24, 615–630.
Salisbury, J. G. T. (2001). Using neural networks to assess corporate image. In M. West (Ed.), Progress in communication science (Vol. 17, pp. 65–86)., Applications of computer content analysis Westport, CT: Ablex.
Sastry, R., & Siegel, B. (2010). The French connection: Comparing French and American civilian nuclear energy programs. Stanford Journal of International Relations, 11(2), 16–27.
Scheufele, D. A. (1999). Framing as a theory of media effects. Journal of Communication, 49(4), 103–122.
Schneider, M., et al. (2013). World nuclear industry status report 2013. Mycle Schneider Consulting Project.
Scholvin, S. (2014). South Africa’s energy policy: Constrained by nature and path dependency. Journal of Southern African Studies, 40(1), 185–202.
Schön, D. A., & Rein, M. (1994). Frame reflection: Toward the resolution of intractable policy controversies. New York: Basic Books.
Scott, J. (2000). Social network analysis: A handbook (2nd ed.). Thousand Oaks, CA: Sage Publications Ltd.
Semetko, H. A., & Valkenburg, P. M. (2000). Framing European politics: A content analysis of press and television news. Journal of Communication, 50(2), 93–109.
Seoul Model United Nations XIV (2011). SEOMUN XIV Chair Research Report.
Sherblom, J. C., Reinsch, N. L, Jr, & Beswick, R. W. (2001). Intersubjective semantic meanings emergent in a work group: A neural network content analysis of voice mail. In M. West (Ed.), Progress in communication science (Vol. 17, pp. 33–50)., Applications of computer content analysis Westport, CT: Ablex.
Sirin, S. M. (2010). An assessment of Turkey’s nuclear energy policy in light of South Korea’s nuclear experience. Energy Policy, 38(10), 6145–6152.
Smith, A. E. (2003). Automatic extraction of semantic networks from text using Leximancer. In HLT-NAACL 2003 human language technology conference of the North American chapter of the association for computational linguistics: Companion volume (pp. Demo23–Demo24). Edmonton: ACL.
Smith, A. E., & Humphreys, M. S. (2006). Evaluation of unsupervised semantic mapping of natural language with Leximancer concept mapping. Behavioral Research Methods, 38(2), 262–279.
Sowa, J. F. (1992). Semantic networks. In S. C. Shapiro (Ed.), Encyclopedia of artificial intelligence (2nd ed., pp. 1493–1511). New York, NY: Wiley.
Srinivasan, T. N., & Gopi Rethinaraj, T. S. (2013). Fukushima and thereafter: Reassessment of risks of nuclear power. Energy Policy, 52, 726–736.
Stokey, E., & Zeckhauser, R. J. (1978). A primer for policy analysis. New York: Norton & Company.
Stone, D. A. (1988). Policy paradox and political reason. New York: HarperCollins Publishers.
Teräväinena, T., Lehtonenb, M., & Martiskainen, M. (2011). Climate change, energy security, and risk—Debating nuclear new build in Finland, France and the UK. Energy Policy, 39(6), 3434–3442.
The UK Government. (2013). Leading the way: The UK’s new nuclear renaissance. https://www.gov.uk/government/speeches/leading-the-way-the-uks-new-nuclear-renaissance
Toulmin, S., Rieke, R., & Janik, A. (1984). An introduction to reasoning (2nd ed.). New York: Macmillan Publishing Co., Inc.
Triandafyllidou, A., & Fotiou, A. (1998). Sustainability and modernity in the European Union: A frame theory approach to policy-making. Sociological Research Online, 3(1). http://www.socresonline.org.uk/3/1/2.html
UNFCC. (2014). Background on the UNFCCC: The international response to climate change. The United Nations Framework Convention on Climate Change (UNFCC). http://unfccc.int/essential_background/items/6031.php
van Atteveldt, W., Kleinnijenhuis, J., & Ruigrok, N. (2008). Parsing, semantic networks, and political authority using syntactic analysis to extract semantic relations from Dutch newspaper articles. Political Analysis, 16, 428–446.
van Dijk, T. A. (1977). Text and context. London: Longman.
van Eeten, M. M. J. (2007). Narrative policy analysis. In F. Fischer, G. J. Miller, & M. S. Sidney (Eds.), Handbook of public policy analysis: Theory, politics, and methods (pp. 251–269). Boca Raton, FI: CRC Press.
Vink, M. J., et al. (2012). Changing climate, changing frames. Environment Science Policy,. doi:10.1016/j.envsci.2012.10.010.
Vivoda, V. (2012). Japan’s energy security predicament post-Fukushima. Energy Policy, 46, 135–143.
Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications. New York: Cambridge University Press.
WEC. (2012). World energy perspective: Nuclear energy one year after Fukushima. World Energy Council.
Wilson Center. (2012). Going beyond nuclear: New energy security realities for Japan and the United States. http://www.wilsoncenter.org/event/going-beyond-nuclear-new-energy-security-realities-for-japan-and-the-united-states
WNA. (2014a). Nuclear power in South Korea. World Nuclear Association. http://www.world-nuclear.org/info/Country-Profiles/Countries-O-S/South-Korea/
WNA. (2014b). US nuclear power policy. World Nuclear Association. http://www.world-nuclear.org/info/Country-Profiles/Countries-T-Z/USA–Nuclear-Power-Policy/
WNA. (2014c). World nuclear power reactors & uranium requirements. World Nuclear Association. http://www.world-nuclear.org/info/Facts-and-Figures/World-Nuclear-Power-Reactors-and-Uranium-Requirements/
WNN. (2010). South Korea seeks to boost reactor exports. World Nuclear News. January 13, 2010
Young, M. D. (1996). Cognitive mapping meets semantic networks. The Journal of Conflict Resolution, 40(3), 395–414.
This work was supported by the National Research Foundation of Korea Grant funded by the Korean Government (NRF-2013S1A3A2055108).
See Table 10.
See Table 11.
See Table 12.
Appendix 4: Example of coding
Original text (a sentence): While nuclear energy has the advantages of being an inexpensive and clean energy source, it is with greater confidence in its safety that it can be more widely used.
Converted to: nuclear energy advantage inexpensive clean energy source greater confidence safety widely use.
Each word is defined as a node. Then, two consecutive words are connected; nuclear-energy, energy-advantage, advantage-inexpensive…. safety-widely, widely-use.
See Table 13.
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Shim, J., Park, C. & Wilding, M. Identifying policy frames through semantic network analysis: an examination of nuclear energy policy across six countries. Policy Sci 48, 51–83 (2015). https://doi.org/10.1007/s11077-015-9211-3
- Policy frame
- Text network analysis
- Frame analysis
- Nuclear energy policy