Convergence and Divergence in Renewable Energy Frames Across the U.S. States: Semantic Topic Modeling on U.S. States’ Renewable Portfolio Standards
DOI:
https://doi.org/10.4335/21.2.267-295(2023)Keywords:
policy frame, renewable energy policy, semantic network analysis, renewable portfolio standard, Latent Dirichlet AllocationAbstract
This study examined diversity and similarity of orientations for renewable energy policies across US states through frame analysis based on semantic topic modeling technique. More specifically, it analyzed Renewable Portfolio Standard (RPS) bills of 29 RPS adopted states. Latent Dirichlet Allocation (LDA) modeling for semantic topic analysis was applied to explore hidden meanings within text bills, as well as shared patterns of the meanings among states, by utilizing latent information of nested topic. It found two major themes of the definition of eligible renewables and implementation mechanisms, underlying the states’ RPSs substantially contributed to framing each state’s renewable energy policies. In accordance with the state’s energy situation and socio-economic interests in renewable energy, however, states’ frames for defining eligible renewables and for building implementation and compliance mechanisms differed substantially.
References
Aguirre, M. & Ibikunle, G. (2014) Determinants of Renewable Energy Growth: A Global Sample Analysis, Energy Policy, 69, pp. 374-384, https://doi.org/10.1016/j.enpol.2014.02.036.
Baumgartner, F. R. & Jones, B. D. (1993) Agendas and Instability in American Politics (Chicago: University of Chicago Press).
Benford, R. D. & Snow, D. A. (2000) Framing Processes and Social Movements: An Overview and Assessment, Annual Review of Sociology, 26, pp. 611-639.
Bestill, M. & Rabe, B. (2009) Climate Change and Multilevel Governance: the Evolving State and Local Roles, In: Mazmanian, D. A. & Kraft, M. E. (eds.) Toward Sustainable Communities: Transition and Transformations in Environmental Policy (MA: The MIT Press), pp. 201-225.
Bolsen, T. (2022) Framing Renewable Energy, Nature Energy, 7, pp. 1003-1004, https://doi.org/10.1038/s41560-022-01100-y.
Cadoret, I. & Padovano, F. (2016) The Political Drivers of Renewable Energies Policies, Energy Economics, 56, pp. 261-269.
Carley, K. M., Diesner, J., Reminga, J. & Tsvetovat, M. (2007) Toward an Interoperable Dynamic Network Analysis Toolkit, Decision Support Systems, 43(4), pp. 1324-1347.
Carley, K. M., Pfeffer, J., Reminga, J., Storrick, J. & Columbus, D. (2013) ORA User's Guide 2013 (No. CMU-ISR-13-108) (Pittsburgh: Carnegie-Mellon Univ. Press).
Chiu, W., Lin, W. C. & Liang, C. (2021) The Role of Green Finance in Community Renewable Energy Projects of Main Region and Taiwan, Lex localis - Journal of Local Self-Government, 19(3), pp. 503-519, https://doi.org/10.4335/19.3.503-519(2021).
Chong, D. & Druckman, J. N. (2011) Identifying Frames in Political News, In: Bucy, E. P. & Holbert, R. L. (eds.) The Sourcebook for Political Communication Research: Methods, Measures, and Analytical Techniques (New York: Routledge), pp. 238-267.
Chong, D. & Druckman, J. N. (2007) Framing Public Opinion in Competitive Democracies, American Political Science Review, 101(4), pp. 637-655, https://doi.org/10.1017/S0003055407070554.
Crossley, P. (2019) Renewable Energy Law: An International Assessment (NY: Cambridge University Press).
Crossley, P. (2022) What is 'renewable energy'? Conceptualizing the Legislative Definitions of Renewable Energy, Renewable Energy Law and Policy Review, 10(3/4), pp.39-56.
Crowe, J. A. & Li, R. (2020) Is the Just Transition Socially Accepted? Energy History, Place, and Support for Coal and Solar in Illinois, Texas, and Vermont, Energy Research & Social Science, 59, https://doi.org/10.1016/j.erss.2019.101309.
Davis, M. F. (2011) Law, Issue Frames and Social Movements: Three Case Studies, University of Pennsylvania Journal of Law and Social Change, 14(3), pp. 363-377.
Dayton, D. (2000) Policy Frames, Policy Making and the Global Climate Change Discourse, In: Addams, H. & Proops, J. (eds.) Social Discourse and Environmental Policy: An Application of Q Methodology (Cheltenham: Edward Elgar), pp. 71-91.
Dekker, R. (2017) Frame Ambiguity in Policy Controversies: Critical Frame Analysis of Migrant Integration Policies in Antwerp and Rotterdam, Critical Policy Studies, 11(2), pp. 127-145.
De Vreese, C. H. (2005) News Framing: Theory and Typology, Information Design Journal & Document Design, 13(1), pp. 51-62.
Dehler-Holland, J., Schumacher, K. & Fichtner, W. (2020) Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act, Patterns, 2(1), http://doi.org/10.1016/j.patter.2020.100169.
DiMaggio, P. J. & Powell, W. W. (1983) The Iron Cage Revisited: Institutional Isomorphism and Collective Rationality in Organizational Fields, American Sociological Review, 48(2), pp. 147–160.
Djerf-Pierre, M., Cokley, J. & Kuchel, L. J. (2016) Framing Renewable Energy: A Comparative Study of Newspapers in Australia and Sweden, Environmental Communication, 10(5), pp. 634-655, http://doi.org/10.1080/17524032.2015.1056542.
Druckman, J. N. (2001) The Implications of Framing Effects for Citizen Competence, Political Behavior, 23(3), pp. 225-256.
Entman, R. (1993) Framing: Toward Clarification of a Fractured Paradigm, Journal of Communication, 43(4), pp. 51-58.
Fletcher, A. L. (2009) Clearing the Air: The Contribution of Frame Analysis to Understanding Climate Policy in the United States, Environmental Politics, 18(5), pp. 800-816.
Gamson, W. A. (1992) Talking Politics (New York: Cambridge University Press).
Gamson, W. A., Croteau, D. & Hoynes, W. (1992) Media Images and the Social Construction of Reality, Annual Review of Sociology, 18, pp. 373-393, https://doi.org/10.1146/annurev.so.18.080192.002105.
Gamson, W. A. & Modigliani, A. (1989) Media Discourse and Public Opinion on Nuclear Power: A Constructionist Approach, American Journal of Sociology, 95(1), pp.1-37.
Gamson, W. A. & Modigliani, A. (1987) The Changing Culture of Affirmative Action, In: Braungart, R. D. (ed.) Research in Political Sociology (Greenwich, CT: JAI), pp.137-177.
Garrison, J. A. (2001) Framing Foreign Policy Alternatives in the Inner Circle: President Carter, His Advisors, and the Struggle for the Arms Control Agenda, Political Psychology, 22(4), pp.775-807.
Giannakoudis, G., Papadopoulos, A. I., Seferlis, P. & Voutetakis, S. (2010) Optimum Design and Operation Under Uncertainty of Power Systems Using Renewable Energy Sources and Hydrogen Storage, International Journal of Hydrogen Energy, 35(3), pp. 872-891.
Goffman, E. (1974) Frame Analysis: An Essay on the Organization of Experience (Boston: North Eastern University Press).
Govindaraju, G. M., Sahadevan, K. J. & Ling, T. P. (2019) Framing Analysis of News Coverage on Renewable Energy in the STAR Online News Portal, Journal of Engineering Science and Technology, Special Issue on SU18, February, pp.33-43.
Grimmer, J. (2010) A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases, Political Analysis, 18(1), pp. 1-35.
Hajer, M. (1993) Discourse Coalitions and the Institutionalization of Practice: The Case of Acid Rain in Britain, In: Fischer, F. & Forester, J. (eds.) The Argumentative Turn in Policy Analysis and Planning (Durham, London: Duke University Press), pp. 43-76.
Hellsten, I., Dawson, J. & Leydesdorff, L. (2010) Implicit Media Frames: Automated Analysis of Public Debate on Artificial Sweeteners, Public Understanding of Science, 19(5), pp.590-608.
Hess, D. J., Mai, Q. D. & Brown, K. P. (2016) Red States, Green Laws: Ideology and Renewable Energy Legislation in the United States, Energy Research & Social Science, 11, pp. 19-28, https://doi.org/10.1016/j.erss.2015.08.007.
Hess, D. J. & Gentry, H. (2019) 100% Renewable Energy Policies in U.S. Cities: Strategies, Recommendations, and Implementation Challenges, Sustainability: Science, Practice and Policy, 15(1), pp.45-61, http://doi.org/10.1080/15487733.2019.1665841.
Iyengar, S. (1991) Is Anyone Responsible?: How Television Frames Political Issues (Chicago: The University of Chicago Press).
Jacoby, W. G. (2000) Issue Framing and Public Opinion on Government Spending, American Journal of Political Science, 44(4), pp.750-767.
Jiang, H., Qiang, M. & Lin, P. (2016) A Topic Modeling Based Bibliometric Exploration of Hydropower Research, Renewable and Sustainable Energy Reviews, 57, pp. 226-237.
Kim, H., Ahn, S. & Jung, W. (2019) Horizon Scanning in Policy Research Database with a Probabilistic Topic Model, Technological Forecasting and Social Change, 146, pp. 588-594.
Knežević, G. & Pavlović, V. (2020) Environmental Tax Revenue and Expenditures in EU and Serbia: Lessons to be Learnt from Statistics, Lex localis - Journal of Local Self-Government, 18(3), http://doi.org/10.4335/18.3.503-522(2020).
Kraft, P., Moore, J., Desmarais, B. & Wallach, H. (2012) Topic-Partitioned Multinetwork Embeddings, Advances in Neural Information Processing Systems 25, available at: https://proceedings.neurips.cc/paper/2012/hash/0e9fa1f3e9e66792401a6972d477dcc3-Abstract.html (November 15, 2017).
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: Hardin, R., Pateman, C., Weingast, B. & Elkin, S. (eds.) Deliberative Policy Analysis: Understanding Governance in the Network Society (New York: Cambridge University Press), pp. 172-206.
Leachman, G. (2013) Legal framing, Studies in Law, Politics, and Society, 61, pp.25-59.
Leifeld, P. & Haunss, S. (2012) Political Discourse Networks and the Conflict Over Software Patents in Europe, European Journal of Political Research, 51(3), pp. 382-409.
Lyytimäki, J. (2018) Renewable Energy in the News: Environmental, Economic, Policy and Technology Discussion of Biogas, Sustainable Production and Consumption, 15, pp. 65-73.
Rochyadi-Reetz, M., Arlt, D., Wolling J. & Marco, B. (2019) Explaining the Media's Framing of Renewable Energies: An International Comparison, Frontiers in Environmental Science, 7, pp. 1-12, https://doi.org/10.3389/fenvs.2019.00119.
Nguyen, V., Boyd-Graber, J., Resnik, P. & Miler, K. (2015) Tea Party in the House: A Hierarchical Ideal Point Topic Model and Its Application to Republican Legislators in the 112th Congress, Proceedings of the 53th Annual Meeting of the Association for Computation Linguistics and the 7th International Joint Conference on Natural Language Processing, Beijing, China, July 26-31, 2015, pp. 1438-1448, available at: https://aclanthology.org/P15-1139 (October 24, 2017).
McCammon, H. J. (2022) A War of Words Over Abortion: The Legal-Framing Contest Over the Undue Burden Standard, Justice System Journal, 43(4), pp. 623-644.
Painuly, J. P. (2001) Barriers to Renewable Energy Penetration; A Framework for Analysis, Renewable Energy, 24(1), pp. 73-89.
Papież, M., Śmiech, S. & Frodyma, K. (2018) Determinants of Renewable Energy Development in the EU Countries: A 20-year Perspective, Renewable and Sustainable Energy Reviews, 91, pp. 918-934, https://doi.org/10.1016/j.rser.2018.04.075.
Pedriana, N. (2006) From Protective to Equal Treatment: Legal Framing Processes and Transformation of the Women’s Movement in the 1960s, American Journal of Sociology, 111(6), pp. 1718-1761.
Paranyushkin, D. (2011) Identifying the Pathways for Meaning Circulation Using Text Network Analysis, Nodus Labs, available at: http://noduslabs.com/research/pathways-meaning-circulation-text-network-analysis/ (October 24, 2017).
PEW Research Center (2011) Opposition to Nuclear Power Rises Amid Japanese Crisis, available at: http://www.pewresearch.org/politics/2011/03/21/opposition-to-nuclear-power-rises-amid-japanese-crisis/ (February 7, 2018).
Pischke, E. C., Solomon, B., Wellstead, A., Acevedo, A., Eastmond, A., De Oliveira, F., Coelho, S. & Lucon, O. (2019) From Kyoto to Paris: Measuring Renewable Energy Policy Regimes in Argentina, Brazil, Canada, Mexico and the United States, Energy Research & Social Science, 50, pp. 82-91, https://doi.org/10.1016/j.erss.2018.11.010.
Rabe, B. (2011) Contested Federalism and American Climate Policy, Publius, 41(3), pp. 494-521.
Sarrikoski, H. (2006) When Frames Conflict: Policy Dialogue on Waste, Environment and Planning C: Government and Policy, 24(4), pp. 615-630, https://doi.org/10.1068/c53m.
Sabatier, P. A. & Jenkins-Smith, H.C. (1993) Policy Change and Learning: An Advocacy Coalition Approach (Boulder, Colorado: Westview Press).
Schön, D. A. & Rein, M. (1994) Frame Reflection. Toward the Resolution of Intractable Policy Controversies (New York: Basic Books).
Shim, J., Park, C. & Wilding, M. (2015) Identifying Policy Frames through Semantic Network Analysis: An Examination of Nuclear Energy Policy Across Six Countries, Policy Sciences, 48(1), pp. 51-83.
Steinberg, M. (1999) The Talk and Back Talk of Collective Action: A Dialogic Analysis of Repertoires of Discourse Among Nineteenth-Century English Cotton Spinners, American Journal of Sociology, 105(3), pp. 736–780, https://doi.org/10.1086/210359.
Stephens, J. C., Kopin, D. J., Wilson, E. J. & Peterson, T. R. (2017) Framing of Customer Engagement Opportunities and Renewable Energy Integration by Electric Utility Representatives, Utilities Policy, 47, pp. 69-74.
Stokes, L., & Warshaw, C. (2017) Renewable Energy Policy Design and Framing Influence Public Support in the United States, Nature Energy, 2, https://doi.org/10.1038 /nenergy.2017.107.
Stone, D. A. (1988) Policy Paradox and Political Reason (New York: HarperCollins Publishers).
Stone, D.A. (2002) Policy Paradox: The Art of Political Decision Making (New York: W.W. Norton & Co.).
Van Hulst, M. & Yanow, D. (2016) From Policy “Frames” to “Framing” Theorizing a More Dynamic, Political Approach, The American Review of Public Administration, 46(1), pp. 92-112.
Valenzuela, J. M. & Qi, Y. (2012) Framing Energy Efficiency and Renewable Energy Policies: An International Comparison Between Mexico and China, Energy Policy, 51, pp. 128-137.
Vasseur, M. (2014) Convergence and Divergence in Renewable Energy Policy Among US States from 1998 to 2011, Social Foces, 92(4), pp. 1637-1657.
Venetsanos, K., Angelopoulou, P. & Tsoutsos, T. (2002) Renewable Energy Sources Project Appraisal under Uncertainty: The Case of Wind Energy Exploitation within a Changing Energy Market Environment, Energy Policy, 30(4), pp. 293-307.
Wolsink, M. (2020) Framing in Renewable Energy Policies: A Glossary, Energies, 13(11), pp. 2871-2903, https://doi.org/10.3390/en13112871.
Zaller, J. (1992) The Nature and Origins of Mass Opinion (New York: Cambridge Univ. Press).
