Notes
The final dataset contained several isolated gaps in donations and organizational expenses. In such cases, the missing quantities were linearly interpolated from the preceding and following years.
We used the implementation of LDA in the Structural Topic Model (STM) package for R (Roberts et al. 2019). STM extends LDA by including document-level covariates that can affect the prevalence and content of topics. However, due to the size of the corpus and constraints on time and computing power, we did not include any document covariates in the estimation, in which case STM becomes identical to LDA. We have provided an explanation of LDA in the Supplemental Material.
On average, 8.3% of documents per year from organizations in the top quintile related to climate and energy, compared to 17% of documents from organizations in the middle quintile.
References
Barley S (2010) Building an institutional field to corral a government: a case to set an agenda for organization studies. Organ Stud 31(6):777–805
Blei DM, Ng AY, Jordan MI (2003) Latent Dirichlet allocation. The Journal of Machine Learning Research 3:993–1022
Brulle RJ (2014) Institutionalizing delay: foundation funding and the creation of US climate change counter-movement organizations. Clim Chang 122(4):681–694
Brulle RJ (2020). Denialism: organized opposition to climate change action in the United States. In Handbook of US Environmental Policy. Edward Elgar Publishing
Covington S (1997). Moving a public policy agenda: the strategic philanthropy of conservative foundations. National Committee for Responsive Philanthropy
Farrell J (2015) Network structure and influence of the climate change counter-movement. Nat Clim Chang 6(4):370–374. https://doi.org/10.1038/nclimate2875
Farrell J (2016) Corporate funding and ideological polarization about climate change. Proc Natl Acad Sci 113(1):92–97. https://doi.org/10.1073/pnas.1509433112
Farrell J (2019) The growth of climate change misinformation in US philanthropy: evidence from natural language processing. Environ Res Lett 14(3):034013. https://doi.org/10.1088/1748-9326/aaf939
Hertel-Fernandez A, Skocpol T, Sclar J (2018) When political mega-donors join forces: how the Koch network and the democracy alliance influence organized U.S. politics on the right and left. Studies in American Political Development 32(2):127–165
Jenkins JC (1983) Resource mobilization theory and the study of social movements. Annu Rev Sociol 9:527–553
McCright AM, Dunlap RE (2000) Challenging global warming as a social problem: an analysis of the conservative movement’s counter-claims. Soc Probl 47(4):499–522
McKie, R.E. (2018). Rebranding the climate change counter movement through a criminological and political economic lens. PhD dissertation available at https://dora.dmu.ac.uk/handle/2086/15355
Miller J (2005) A gift of freedom. Encounter Books, San Francisco CA
National Research Council (NRC) (2011) America’s climate choices. National Academies Press, Washington
Roberts ME, Stewart BM, Tingley D (2019) Stm: an R package for structural topic models. J Stat Softw 91(1):1–40
SDC (Senate Democrats’ Special Committee on the Climate Crisis) (2019). Dark money and barriers to climate action. Washington DC
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This research was funded in part by a grant from the Institute at Brown for Environment and Society, Brown University, Providence RI.
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Brulle, R.J., Hall, G., Loy, L. et al. Obstructing action: foundation funding and US climate change counter-movement organizations. Climatic Change 166, 17 (2021). https://doi.org/10.1007/s10584-021-03117-w
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DOI: https://doi.org/10.1007/s10584-021-03117-w