3.1. Role of messenger on policy support & preferences
I began by examining the impact of partisan and sector messengers on support for a law investing in CDR (Table 2).
When the law was proposed by a group of only Republican lawmakers, as opposed to bipartisan lawmakers, overall support decreased significantly (OR = 0.42, 95% CI: 0.28–0.63). However, there was no significant effect when Democrat-only lawmakers were the messengers.
Table 2
Ordered logistic regression results for questions, a) “Do you support or oppose [a law to invest in CDR]?” (strongly oppose to strongly support, represented by signs) and b) “Does this endorsement increase or decrease your support for this law?” (strongly decrease to strongly increase, represented by arrows). Results reported in odds ratio (95% confidence interval) format. Significance of p ≤ 0.001 indicated with ‘***’, of p = 0.05 with ‘**’, and of p = 0.1 with ‘*’. If no base is specified, the covariate is numerical.
| a) Partisan Messenger | b) Sector Messenger |
Intercepts | – – | – : 0.10 (0.05–0.20)*** – | + : 0.36 (0.19–0.66)** + | + + : 6.24 (3.31–11.77)*** | ↓↓ | ↓ : 0.07 (0.04–0.12)*** ↓ | 0 : 0.22 (0.12–0.40)*** 0 | ↑ : 1.66 (0.93–2.97)* ↑ | ↑↑: 9.66 (5.34–17.45)*** |
Party (base: Democrat) | Republican: 0.37 (0.24–0.56)*** Independent: 0.96 (0.55–1.69) | Republican: 0.93 (0.64–1.35) Independent: 0.68 (0.41–1.10) |
Partisan messenger (base: Bipartisan) | Democrat: 1.26 (0.84–1.88) Republican: 0.42 (0.28–0.63)*** | Democrat: 0.94 (0.74–1.19) Republican: 0.98 (0.77–1.24) |
Republican x Partisan messenger | Republican: 4.66 (2.65–8.22)*** Democrat: 0.67 (0.38–1.17) | x |
Independent x Partisan messenger | Republican: 0.87 (0.40–1.88) Democrat: 0.53 (0.24–1.16) | x |
Sector messenger (base: Community leader) | x | Env. NGO: 1.52 (1.06–2.17)** Fossil fuel co.: 0.66 (0.46–0.94)** |
Republican x Sector messenger | x | Env. NGO: 0.61 (0.36–1.01)* Fossil fuel co.: 1.42 (0.84–2.39) |
Independent x Sector messenger | x | Env. NGO: 1.28 (0.63–2.61) Fossil fuel co.: 0.96 (0.49–1.90) |
Climate change concern | 2.05 (1.81–2.33)*** | 1.59 (1.43–1.78)*** |
Sex (base: Female) | Male: 1.14 (0.91–1.42) | Male: 1.26 (1.03–1.54)** |
Race/Ethnicity (base: White, non-Hispanic) | Black: 0.73 (0.51–1.05)* Hispanic: 0.81 (0.50–1.33) Asian: 0.77 (0.48–1.24) | Black: 1.10 (0.79–1.52) Hispanic: 1.14 (0.74–1.77) Asian: 1.35 (0.87–2.08) |
Income | 1.00 (0.92–1.09) | 0.99 (0.91–1.06) |
Age | 1.00 (1.00–1.01) | 1.00 (0.99–1.00) |
Education (base: No college) | College: 0.94 (0.74–1.20) Post-college: 1.40 (0.94–2.09) | College: 0.77 (0.61–0.96)** Post-college: 1.07 (0.74–1.53) |
Location Type (base: Metropolitan) | Micropolitan: 0.97 (0.68–1.40) Small town: 1.19 (0.70–2.05) Rural: 1.42 (0.76–2.68) | Micropolitan: 0.60 (0.43–0.84)** Small town: 0.89 (0.53–1.50) Rural: 1.13 (0.69–1.84) |
Fossil fuel generation in zip | 1.00 (1.00–1.00) | 1.00 (1.00–1.00) |
Republicans exhibited a strong in-party effect, wherein their odds of supporting the law was 4.66 times higher (95% CI: 2.65–8.22) when Republican lawmakers were the messengers compared to when the message came from a bipartisan group of lawmakers. In contrast, Democrats and Independents did not display any significant in-party effects.
In another question, participants were asked whether an endorsement from a specific sector messenger would increase or decrease their support for the proposed law (Table 2). Compared to an endorsement from a community leader, an endorsement from an environmental advocacy nonprofit significantly increased the odds of support (OR: 1.52, 95% CI: 1.06–2.17), while an endorsement from a prominent fossil fuel company significantly decreased the odds of support (OR: 0.66, 95% CI: 0.46–0.94). When examining the impact of sector messengers among Republicans, an endorsement from an environmental advocacy nonprofit lowered support relative to an endorsement from a community leader, with the effect approaching significance (OR: 0.61, 95% CI: 0.36–1.01). There was no statistically significant effect observed for an endorsement from a prominent fossil fuel company among Republicans. Across both experimental treatments, higher levels of concern about climate change consistently served as a strong indicator of increased support for the proposed law.
3.2. Perceived moral hazard of CDR policy
I turn to public perceptions of how carbon dioxide removal (CDR) legislation might impact the use of renewable energy technologies. The results indicate a statistically significant belief that CDR legislation would primarily increase the use of renewables, evidenced by the high odds ratio (OR = 4.12, 95% CI: 2.27–7.50, p < 0.001) for moving from “somewhat increase” to “greatly increase.” This suggests strong public optimism that CDR policies would boost renewable energy usage significantly.
Respondents with the fossil fuel endorsement treatment in the messenger experiments believed that the passage of national CDR legislation would result in decreased renewable energy use across the country, as compared with respondents in the local leader endorsement treatment group (OR: 0.71, 95% CI: 0.49–1.03, p = 0.071). Similarly, as compared with Democrats, Republicans believed that major CDR legislation would lead to decreased renewable energy use nationally (OR: 0.69, 95% CI: 0.46–1.0, p = 0.059). However, Republicans who received the fossil fuel endorsement treatment believed that renewables use would increase (OR: 1.64, 95% CI: 0.96–2.81, p = 0.070), as compared with Republicans in other treatment groups. Respondents with college degrees were more likely to believe that renewables use would increase compared with those with less than a college degree (OR: 1.28, 95% CI: 1.01–1.61, p = 0.038). Conversely, the likelihood of respondents believing that CDR legislation would decrease renewables use was notably low (OR = 0.07, 95% CI: 0.04–0.13, p < 0.001 for a transition from “greatly decrease” to “somewhat decrease”), reinforcing the notion that the general public perceives CDR initiatives as complementary to or enhancing renewable energy efforts rather than competing with them. The transitions across other categories further support this, with movement from “no effect” to “somewhat increase” being moderately probable (OR = 0.60, 95% CI: 0.33–1.09, p = 0.096), though not reaching statistical significance.
Demographic factors such as political affiliation, sector message source, and other socio-economic variables displayed mixed effects, with most showing no significant impact on perceptions regarding CDR’s influence on renewable energy usage. Notably, concern for climate change was a significant predictor of a positive outlook on the synergy between CDR legislation and renewable energy use (OR = 1.30, 95% CI: 1.16–1.46, p < 0.001), aligning with expectations that those more worried about climate issues are also more supportive of comprehensive environmental actions.
While not all intercepts were significant, analysis of public perceptions concerning the impact of carbon dioxide removal (CDR) legislation on both national carbon pollution and fossil fuel use reveals expectations that CDR initiatives will lead to a decrease in both carbon emissions and fossil fuel consumption. This finding is highlighted by the significant odds ratios indicating that respondents are far more likely to believe that CDR legislation will result in a “great decrease” rather than just a “somewhat decrease” in fossil fuel use (OR = 6.76, 95% CI: 3.68–12.41, p < 0.001) and similarly strong beliefs regarding the reduction of carbon pollution. In contrast, the likelihood of a perceived increase in carbon pollution or fossil fuel use due to CDR legislation is minimal, with odds ratios significantly favoring a decrease (OR = 0.16, 95% CI: 0.09–0.29, p < 0.001 for an increase in fossil fuel use).
Political affiliations subtly influence these perceptions; Republicans are less likely than Democrats to believe that CDR legislation will decrease fossil fuel use (OR = 0.76, 95% CI: 0.59–0.97, p = 0.026), indicating a partisan divide in beliefs about the environmental impact of such policies. However, these political differences are not accompanied by significant interactions between party affiliation and messages from different sectors (environmental NGOs or fossil fuel companies), suggesting that the fundamental beliefs about CDR impacts are robust across different communication sources. Moreover, demographic factors such as age, gender, race, and education show minimal influence on these perceptions, with age being the only demographic factor showing a slight but statistically significant trend towards greater concern over time about fossil fuel use (OR = 1.01, 95% CI: 1.01–1.02, p < 0.001). This might reflect a growing awareness and concern among older populations about sustainability issues as they evolve.
Overall, these findings indicate a strong public consensus on the positive environmental impact of CDR legislation, marked by a broad expectation that such policies will significantly decrease both carbon pollution and fossil fuel consumption. This consensus suggests a potential avenue for policy makers to frame CDR initiatives within the context of broader environmental and energy sustainability strategies, potentially enhancing public and political support for such measures. The limited explanatory power of the models (Nagelkerke R2 values of 0.073 and 0.063), however, underscores the complexity of public opinions on CDR impacts, suggesting that other unexplored factors may also play crucial roles in shaping these perceptions.
3.3. Perceptions of project parameters
I then assessed preferences for prospective local projects. When asked about the level of input their community should have in local CDR project decision making, a large majority of respondents (89%) indicated that developers should at least consult with their community, while only 11% believed there should not be any requirements for community involvement (Fig. 1). While more respondents believed that communities should be consulted and/or invested in by project developers, 40% of all respondents believed that communities should either have voting stakes in projects or even own them outright (Fig. 1). This suggests a strong public preference for community involvement in CDR decision making, and points to needs for community co- and full ownership. When considering the potential economic impact of CDR projects, more than half of respondents (59%) believed that CDR implementation would improve (either greatly or slightly) economic conditions in their state, while only 16% thought it would lead to worsening conditions (Fig. 2). However, a sizable proportion (12%) indicated they were unsure about the economic implications (Fig. 2).
When asked if they thought CDR should be publicly or privately owned and operated, 40% of respondents opted for public ownership, 19% for private ownership, and 40% indicated they hadn’t heard enough to say. This suggests that while the public has yet to form stable beliefs about CDR, public ownership may resonate more immediately. Using the covariates listed in Table 2 (except the messenger treatments, as projects were not framed as the result of the policy; these covariates were tested in the model and found not to be significant), the logistic regression model (Intercept Odds Ratio: 5.43, 95% CI: 1.91–15.45, p = 0.001) indicated that, of those who stated a preference, Republicans were significantly less likely than Democrats to support public ownership (OR: 0.20, 95% CI: 0.08–0.50, p < 0.001), as were men compared with women (OR: 0.61, 95% CI: 0.45–0.84, p = 0.003), and Hispanic (OR: 0.44, 95% CI: 0.24–0.81, p = 0.010) and Black respondents (OR: 0.60, 95% CI: 0.37–0.97, p = 0.040) compared with white respondents. Finally, those with college-level education (OR: 0.63, CI 95%: 0.45–0.90, p = 0.011) or greater (OR: 0.38, 95% CI: 0.22–0.64, p < 0.001) were less likely than those without a college degree. I also tested the interaction between concern about climate change and partisan identification in this model, finding no significant effect for Independents but a positive effect for Republicans (OR: 1.42, 95% CI: 0.95–2.10, p = 0.083).
Examining public opinion on the extent to which the government should pay for carbon dioxide removal, ordinal logistic regression revealed significant predictors influencing public preferences. Notably, the odds of preferring “None” of the costs compared to “Some” were significantly lower, with an odds ratio (OR) of 0.13 (95% CI: 0.08–0.21, p < 0.001), indicating a strong inclination against the government not contributing to these costs. Conversely, the transition from preferring “Some” payment to “All” payment by the government was more favorable, with an OR of 1.83 (95% CI: 1.13–2.97, p = 0.014), suggesting a moderate preference for complete government funding. Political affiliation did not significantly affect these preferences, with Independents showing an OR of 0.88 (95% CI: 0.67–1.15, p = 0.338) and Republicans an OR of 0.99 (95% CI: 0.79–1.25, p = 0.952), both compared to Democrats. Similarly, views were not significantly influenced by gender or several other demographic factors such as income and most racial categories, except for Black or African American respondents who were more likely to favor greater government involvement with an OR of 1.65 (95% CI: 1.22–2.24, p = 0.001). Belief in climate change emerged as a strong predictor of support for government funding, with an OR of 1.56 (95% CI: 1.41–1.73, p < 0.001), underscoring that increased concern or acknowledgment of climate issues correlates with support for governmental financial involvement. Age was inversely related to the preference for government payment, with a minimal yet statistically significant decrease in preference with increasing age (OR = 0.99, 95% CI: 0.99–1.00, p = 0.001).
Respondents who believed the government should play a role in funding CDR were then asked how these funds should be raised. Table 3 presents multinomial regression results that delineate public opinion on government strategies for funding carbon dioxide removal, specifically contrasting preferences for taxing industries versus the public. The intercepts for both industry and public models show substantial odds, suggesting a strong baseline preference against not funding these initiatives at all.
Republicans, compared to Democrats, show significantly decreased support for both industry (OR: 0.27, 95% CI: 0.10–0.68, p = 0.01) and public taxation strategies (OR: 0.07, 95% CI: 0.02–0.24, p < 0.001). Independents also tend towards lower support, though not significantly in all cases. Concern for climate change increased the likelihood of favoring industry taxation (OR: 1.90, 95% CI: 1.24–2.91, p = 0.01) but does not significantly impact public taxation preferences. Interactions between party affiliation and climate change concern revealed no significant interaction effect on industry taxation preference among Republicans, but a suggestive trend towards increasing support for public taxation strategies with growing climate change concern (OR: 1.94, 95% CI: 0.98–3.83, p = 0.06). This indicates that even among Republicans, those more concerned about climate change are somewhat more open to supporting government intervention through public taxation.
Table 3
Multinomial regression results for the question “Which of the following comes closest to how you think the government should pay for carbon dioxide removal?” a) “tax polluting industries according to how much carbon dioxide they are currently emitting,” “tax polluting industries a certain percentage of the total amount of carbon dioxide they have ever emitted,” “tax polluting industries according to the total amount of carbon dioxide they have ever emitted” b) “tax the public,” “tax only the wealthiest members of the public.” Base option is not to fund at all. Results reported in odds ratio (95% confidence interval) format. Significance of p ≤ 0.001 indicated with ‘***’, of p = 0.05 with ‘**’, and of p = 0.1 with ‘*’. If no base is specified, the covariate is numerical.
| a) Industry | b) Public |
Intercepts | 13.23 (4.20–41.70)*** | 13.56 (3.59–51.28)*** |
Party (base: Democrat) | Republican: 0.27 (0.10–0.68)** Independent: 0.60 (0.19–1.94) | Republican: 0.07 (0.02–0.24)*** Independent: 0.31 (0.08–1.21)* |
Climate change concern | 1.90 (1.24–2.91)** | 1.24 (0.78–1.98) |
Party x Climate change concern | Republican: 1.23 (0.69–2.20) Independent: 0.92 (0.45–1.89) | Republican: 1.94 (0.98–3.83)* Independent: 1.32 (0.60–2.90) |
Sex (base: Female) | Male: 1.134 (0.59–2.21) | Male: 1.07 (0.51–2.25) |
Race/Ethnicity (base: White, non-Hispanic) | Black: 0.81 (0.26–2.53) Hispanic: 0.48 (0.12–1.85) Asian: 0.76 (0.16–3.62) | Black: 0.58 (0.16–2.06) Hispanic: 0.78 (0.18–3.36) Asian: 0.65 (0.12–3.65) |
Income | 1.03 (0.80–1.32) | 0.94 (0.71–1.25) |
Age | 1.00 (0.98–1.02) | 0.99 (0.97–1.01) |
Education (base: No college) | College: 2.37 (0.92–6.05)* Post-college: 0.37 (0.14–0.97)** | College: 2.24 (0.81–6.18) Post-college: 0.37 (0.11–1.22) |
Location Type (base: Metropolitan) | Micropolitan: 0.52 (0.21–1.31) Small town: 1.05 (0.22–4.91) Rural: 0.70 (0.19–2.58) | Micropolitan: 0.47 (0.16–1.39) Small town: 1.66 (0.31–9.00) Rural: 0.14 (0.01–1.51) |
Fossil fuel generation in zip | 1.00 (1.00–1.00)* | 1.00 (1.00–1.00) |
Demographic factors such as race, sex, and location type show no substantial influence on the preference patterns, suggesting that opinions on this issue cut across these lines more evenly than might be expected. Education emerges as a notable predictor, with individuals having a college education showing a potential inclination towards industry-based funding solutions, though these results were not consistently significant across the models. Finally, the negligible influence of local fossil fuel generation on preferences (OR: 1.00, p around 0.05 for both models) suggests that local economic dependence on fossil fuels does not sway public opinion on funding strategies for carbon dioxide removal. This points to a broader consensus that may be driven more by overarching political and environmental concerns rather than local economic conditions.
Among respondents who favored government funding for CDR, opinions on the ownership of these projects varied, reflecting diverse perspectives on the most effective management and control strategies. A significant proportion, one-third of respondents (33%), believed that CDR projects should remain under the ownership of CDR companies, suggesting a trust in the expertise and operational capabilities of private enterprises in managing these initiatives. Similarly, another 33% advocated for ownership by host communities, indicating a strong preference for local control and the potential benefits of local stewardship, such as increased accountability and direct community benefits. Both themes emerged in qualitative research reported in Scott-Buechler et al. (2024) on direct air capture.
A smaller segment, 18%, felt that the government should own these projects. This group likely views governmental ownership as means to ensure that the projects adhere to public welfare goals and are managed in the public interest, rather than for private profit. Finally, the smallest portion of respondents (16%) believed that fossil fuel companies should own the CDR projects, possibly reflecting a perspective that those who contribute most significantly to carbon emissions should have a direct role in remediation efforts. The role of the fossil fuel industry in CDR is discussed in the following section.
3.4. Perceptions of the appropriate role for the fossil fuel industry in CDR
Using the same ordinal logistic regression parameters, I explored public responses to narratives surrounding the fossil fuel industry’s role in CDR (Fig. 3). The models testing the proposition for fossil fuel companies’ participation in CDR given their historic role in providing energy (“should be allowed to contribute to CDR even as they continue to emit carbon dioxide into the atmosphere”) and the proposition to nationalize the fossil fuel industry (“should be publicly owned so that the people can decide how or if they contribute to CDR”) were significant for all intercepts (Strongly disapprove|Somewhat disapprove, Somewhat disapprove|Somewhat approve, Somewhat approve|Strongly approve). The first, shorthanded to “provided energy,” saw significantly higher support among Republicans than Democrats (OR: 1.65, 95% CI: 1.27–2.15, p < 0.001), aligning with research demonstrating that Republicans favor the industry (Coley & Hess, 2012; Howes & Nowlin, 2022). Men were more likely than women (OR: 1.53, 95% CI: 1.23–1.91, p < 0.001) and asian respondents more likely than white respondents (OR: 1.61, 95% CI: 1.02–2.55, p = 0.043) to support the notion that fossil fuel companies had provided energy for everyone and should be able to contribute to CDR.
The nationalization option garnered considerable support, with an increased likelihood of strong approval from somewhat approve (OR = 4.20, CI: 2.31–7.63). Concern about climate change was significantly and positively correlated with support for putting fossil fuel companies under public control (OR = 1.54, 95% CI: 1.36–1.75, p < 0.001). One of the primary proposals for this is to nationalize the industry (Green & Robeyns, 2022; Gunderson & Fyock, 2022), though this could also be effected in other ways (i.e. state-level control). Support decreased as income increased (OR: 0.91, 95% CI: 0.83–0.99, p = 0.022, suggesting private sector preferences among wealthier people.
While not significant between moderate views (Somewhat disapprove | Somewhat approve), the message positioning fossil fuel companies’ experience as useful for CDR (“are a necessary partner in CDR.”) showed significant transitions in attitude at the extremes of the approval spectrum. Strong opposition to moderate disapproval showed a substantial decrease in likelihood (OR = 0.21, CI: 0.11–0.39), whereas the transition from moderate approval to strong approval showed a marked increase (OR = 8.86, CI: 4.81–16.34), indicating polarized views on the utility of industry experience in CDR. The increase in support was particularly noticeable among Republicans (OR = 1.44, CI: 1.09–1.89) and with rising concern about climate change (OR = 1.18, CI: 1.05–1.34). The untrustworthiness narrative (“cannot be trusted to clean up the mess they made”) also showed significant results at the extremes, with significant likelihoods of selecting “strongly disapprove” over “somewhat disapprove” (OR = 0.25, CI: 0.14–0.45) and “somewhat approve” to “strongly approve” (OR = 8.12, CI: 4.53–14.56). This highlights polarized opinions on the trustworthiness of the industry, leaning towards distrust. In keeping with Republican support for fossil fuels, the perspective that the industry was untrustworthy saw a decrease in Republican support (OR = 0.73, CI: 0.56–0.95). As concern about climate change increased, the perception that the industry was not to be trusted also increased (OR = 1.94, CI: 1.72–2.20).
3.5. Perceived risks & benefits of CDR
The open-ended section at the end of the survey allowed respondents to discuss perceived benefits and risks or drawbacks of CDR. Among the top concerns, the most frequently cited was the cost and misplaced financial responsibility (especially that the public would have to foot the bill for an industrial waste problem), highlighted by 244 respondents. This concern underscores the apprehension about who bears the financial burden of CDR initiatives and the efficiency of funding allocation. Closely related to this was the fear of tax increases, mentioned by 78 respondents, reflecting anxiety over potential economic implications for the public. Another significant worry, cited by 144 participants, was the effectiveness of CDR itself, with doubts about its capability to adequately address the scale of carbon emissions. Additionally, 93 individuals expressed distrust towards the profit motives of industries involved in CDR, suspecting that commercial interests might override environmental priorities. Concerns about the direct effects of CDR on the atmosphere were also noted by 78 respondents, indicating apprehension regarding unintended environmental consequences.
The foremost benefit perceived for CDR was direct job creation, which was mentioned by 250 respondents, suggesting that CDR is seen as a catalyst for economic growth and employment opportunities. Close behind, cleaner air was highlighted by 242 respondents, which suggests – as other research has shown – that the public has difficulty differentiating gasses that cause climate change from those that cause more visible forms of pollution, such as sulfur oxides or particulate matter (Scott-Buechler et al., 2024). Indeed, many participants tied “cleaner air” to health benefits anticipated from reduced atmospheric CO2 levels. Furthermore, broader environmental and climate benefits were acknowledged, with 208 and 128 mentions respectively. Lastly, concern for future generations, noted by 93 respondents, revealed a desire among some participants to see future benefits that they themselves may not experience.