Sophie Borwein’s research while affiliated with University of British Columbia and other places

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Publications (35)


Figure 3. Distribution of 2021 Vote Share by Party and Place Type. Each panel summarizes the distribution of the party's estimated vote share at the ADA scale by place type. Vertical lines and percentages are average vote shares.
Figure 4. Probability of Winning ADA by Region and Place Type. Each bar is the calculated percentage of ADAs "won" by each party in the 2021 Federal election, using interpolated vote shares. Columns (and bar colours) are distinct parties; rows are distinct place types.
Figure 5. Margins of Victory in ADAs by Place Type and Region. Estimated margin of victory by ADA place type overall (top panel) and by region (remaining panels). Higher values indicate that elections in the place type tend to be less competitive.
Place Types
  • Article
  • Full-text available

June 2025

Canadian Journal of Political Science

Sophie Borwein

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Jack Lucas

In this research note, we propose a new typology of geographic places for use in advancing Canadian politics research on the political effects of place. We use hierarchical cluster analysis (HCA) to inductively derive place types from Aggregate Dissemination Areas (ADAs), a fine-grained unit of geography covering all of Canada, newly available from Statistics Canada. Using this approach, we uncover seven distinct place types, adding nuance to earlier more aggregated approaches focused on urban-rural (or urban-suburban-rural) distinctions. We then demonstrate our typology's utility by showing how it provides new insight into the relationship between place and politics, using the example of the 2021 Canadian federal election. We conclude with a discussion of how our approach may be used to further the study of Canadian political geography, and we make available all files necessary for researchers to merge our place types with survey data for this purpose.

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Social Policy Preferences in Canada

April 2025

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2 Reads

This handbook is currently in development, with individual articles publishing online in advance of print publication. At this time, we cannot add information about unpublished articles in this handbook, however the table of contents will continue to grow as additional articles pass through the review process and are added to the site. Please note that the online publication date for this handbook is the date that the first article in the title was published online. For more information, please read the site FAQs.


Risk and the Gender Gap in Attitudes toward Artificial Intelligence

April 2025

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11 Reads

Sophie Borwein

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R. Michael Alvarez

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[...]

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The potential for artificial intelligence to disrupt life and work has prompted debates on its regulation. This paper examines the gender gap in attitudes toward AI, focusing on how differences in risk-taking influence support for AI adoption and regulation. Using survey data from 3,000 respondents in Canada and the United States, we find that women are more skeptical of AI’s economic benefits and more likely to emphasize its risks, such as job displacement. This gap appears to be linked to women’s higher general risk aversion and greater exposure to AI-related risks. Experimental evidence shows that as AI’s benefits become more uncertain, women’s support for its adoption drops more sharply than men’s, while their support for government intervention increases. Given AI’s potential to exacerbate gender inequalities, policies that overlook women’s perspectives risk perpetuating workplace and societal disparities.


The Potential for Political Backlash Against AI

April 2025

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6 Reads

Artificial intelligence is poised to reconfigure the economy and politics. Although new technologies often produce net economic gains, their costs and benefits are unequally distributed, making them susceptible to politicization. We argue that whether and how AI becomes mobilized for partisan gain will depend on the public’s causal beliefs about the winners and losers of AI. We capture these causal beliefs using a novel survey instrument fielded with 6,056 Americans and Canadians. Through latent class analysis, we show that a significant portion of the public theorizes AI to be a threat—harming consumers and replacing rather than complementing workers’ skills. These causal theories are already aligned with political preferences, predicting support for policies that delay job loss over those that help workers adapt, and polarizing voters along existing partisan lines. We conclude that fissures in the public’s attitudes toward AI already exist and can be easily channeled toward politics.


Urban–rural policy disagreement

March 2025

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19 Reads

European Journal of Political Research

Urban–rural divides are large and growing in many national elections, but the sources of this widening divide are not well understood. Recent research has pointed to policy disagreement as one possible mechanism for this growing divide; if urban and rural residents hold increasingly dissimilar policy preferences, this disagreement could produce ever‐widening urban–rural electoral divides. We investigate this possibility by creating a synthesized dataset of nearly 1000 policy issue questions across 10 distinct Canadian national election studies conducted between 1993 and 2021 ( N = 5.3 million), combined with a measure of the urban or rural character of every federal electoral district. This dataset allows us to measure urban–rural policy disagreement across a much larger range of policy issues and over a much longer time period than has previously been possible. We find strong evidence of urban–rural policy disagreement across a range of issues, and especially in areas of cultural policy, including questions relating to gun control, immigration and Indigenous affairs. We further find strong support for the ‘progressive cities’ hypothesis; in nearly all policy domains, urban residents support more left‐wing positions on policy issues than rural residents. However, we find no evidence these urban–rural policy divides have grown since the 1990s. Urban–rural policy disagreement, while large and meaningful, cannot explain the ever‐widening urban–rural political divide.


Attitudes toward artificial intelligence (AI) and globalization: Common microfoundations and political implications

March 2025

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24 Reads

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2 Citations

Advances in artificial intelligence (AI) are reshaping labor markets and sparking political debates. Like economic globalization, AI developments promise benefits, including job creation and lower prices, but also costs such as job displacement, raising crucial questions about public perceptions. Will AI, like globalization, challenge existing paradigms and trigger a backlash? Leveraging a conjoint experiment with 6,000 respondents from the United States and Canada, we examine public opinion toward offshoring and generative AI, focusing on the multidimensional trade‐offs between job and price changes. Across all scenarios, respondents are equally or more sensitive to price changes than employment shifts. AI is favored over offshoring, especially among Democrats, highlighting an emerging partisan divide in the United States. Republicans and Canadians show more varied support, indicating AI is not immune to opposition. By focusing on the microfoundations of opinion formation, we identify scenarios that may trigger or temper protectionist stances.


Risk and the Gender Gap in Attitudes toward Artificial Intelligence

December 2024

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20 Reads

The potential for artificial intelligence to disrupt life and work has prompted debates on its regulation. This paper examines the gender gap in attitudes toward AI, focusing on how differences in risk-taking influence support for AI adoption and regulation. Using survey data from 3,000 respondents in Canada and the United States, we find that women are more skeptical of AI’s economic benefits and more likely to emphasize its risks, such as job displacement. This gap appears to be linked to women’s higher general risk aversion and greater exposure to AI-related risks. Experimental evidence shows that as AI’s benefits become more uncertain, women’s support for its adoption drops more sharply than men’s, while their support for government intervention increases. Given AI’s potential to exacerbate gender inequalities, policies that overlook women’s perspectives risk perpetuating workplace and societal disparities.


Explaining Women’s Skepticism toward Artificial Intelligence: The Role of Risk Orientation and Risk Exposure

December 2024

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18 Reads

Rapid advances in artificial intelligence (AI) present substantial economic and social opportunities but also significant risks for different groups in society. This paper examines the gender gap in attitudes toward AI adoption, with a focus on how gender differences in risk orientation and perceptions drive skepticism toward AI’s economic benefits. Using original survey data from approximately 3,000 respon- dents across Canada and the United States, we find that women consistently perceive AI to be riskier than men. We identify two key drivers behind this gender gap: women’s higher general risk aversion and their greater exposure to AI-related risks. To establish a causal relationship between risk and AI attitudes, we further show experimentally that as the perceived benefits of AI become more uncertain, women’s support for companies adopting AI falls more sharply than men’s. Finally, structural topic modeling of open-ended responses confirms that women express greater uncertainty about AI’s benefits and more frequently anticipate little to no benefits. Given AI’s potential to exacerbate existing gender inequalities, our study highlights the critical importance of incorporating women’s perspectives into AI policy-making. Policies that do not address gender-specific risks may not only reinforce existing inequali- ties in employment and income but could also generate political backlash against AI adoption, reshaping political cleavages along gender lines.


Groups, Identity, and Redistributive Preferences in Canada

September 2024

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30 Reads

Canadian Journal of Political Science

Recent political developments in established democracies have renewed attention to the politics of identity. Some commentators have expressed concern that polities are fracturing along increasingly narrow social identity lines, in the process, losing their ability to build solidarity around shared commitments such as redistribution. This article takes stock of the strength of Canadian social identities and their consequences for redistributive preferences. It asks: first, which group memberships form the basis of Canadians’ perceptions of shared identity, and second, do these group memberships shape preferences for redistribution? This study answers these questions using two conjoint experiments that assess respondents’ perceptions of commonality and support for redistributing to hypothetical Canadians who vary on multiple dimensions of identity and need. Findings support that Canadians perceive greater shared identity with some of their groups (their social class) over others (their region or ascriptive identity), but that they overwhelmingly prioritize redistributing toward those who need it over those with whom they share group memberships.


The Potential for Political Backlash Against Generative AI

September 2024

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34 Reads

In developing regulatory frameworks to address generative AI’s transformative potential, governments will be guided, in part, by how the public views these technologies. How do people reason about the economic effects of generative AI? We answer this question by examining people’s causal theories of generative AI’s effects on firms, consumers, and workers, using a survey of 6,056 Americans and Canadians. Through latent class analysis, we show that a significant portion of the public views AI as a threat—harming consumers and replacing rather than complementing workers’ skills. We further show that these views are consequential for policy preferences, predicting support for policies that would halt immediate job loss over those that help workers adapt. Finally, we show that voters are already polarized on the basis of their views of technology, particularly in the United States; Americans who see technology as harming consumers and substituting workers’ skills are significantly more likely to vote Republican, while voters who see technology as complementing workers’ skills and producing consumer benefits are significantly more likely to vote Democrat. We conclude that fissures in the public’s attitudes toward AI are emerging and are easily channeled toward politics.


Citations (19)


... While this growing body of research largely focuses on employee responses to technological risks (e.g., Borwein et al. 2025Borwein et al. , 2024Busemeyer and Tober 2023;Finseraas and Nyhus 2025;Haslberger et al. 2024;Heinrich and Witko 2024;Jeffrey and Matakos 2024;Knotz et al. 2024;Magistro et al. 2024Magistro et al. , 2025, our study shifts the focus to managers, not only as key decision-makers in AI adoption but also as critical actors in policy implementation. Even though managers do not directly create AI-related policies, they determine how these policies are put into practice within firms. ...

Reference:

Managing the Artificial Intelligence Revolution: Perceived Risks and Social Policy Preferences Among Firm‐Level Decision Makers
Attitudes toward artificial intelligence (AI) and globalization: Common microfoundations and political implications
  • Citing Article
  • March 2025

... Measures based on the Schwartz's Theory of Basic Human Values (Schwartz 2012) were found to have urbanrural splits in the European context, though this study does not control for political factors (Weckroth and Kemppainen 2023). Further, other work suggests that rural residents in Canada are more likely than urban residents to think that new rural residents will adopt ruralspecific values (Borwein, Lucas, and Anderson 2024). In the US context, moral traditionalism has been theorized to account for urban-rural division and may be a better explanation for political attitudes in some cases compared to rural consciousness or resentment (Gimpel et al. 2020;Lunz Trujillo and Crowley 2022;Rodden 2019). ...

Lay theories of place effects
  • Citing Article
  • February 2024

Political Psychology

... These concerns reflect how AI technologies enable an 'unstoppable workforce' capable of continuous operation, replication, and faster information processing than humans without added business costs (Hendrycks, Mazeika, and Woodside 2023). Studies further emphasize that this latest wave of technological change has the potential to impact workers across a wide range of sectors, including manual labor, software development, finance, human resources, and content creation (Chiarini et al. 2024;Magistro et al. 2024), as exemplified by AI image generators acting as 'art thieves' (Brewer et al. 2025). Consequently, feelings of dread may coincide with rising anxieties about job replacement, reinforced by narratives depicting workers as the inevitable 'losers' of rapid technological progress (Zhan et al. 2024). ...

The Common Microfoundations of Attitudes Toward Artificial Intelligence (AI) and Globalization
  • Citing Article
  • January 2024

SSRN Electronic Journal

... While this growing body of research largely focuses on employee responses to technological risks (e.g., Borwein et al. 2025Borwein et al. , 2024Busemeyer and Tober 2023;Finseraas and Nyhus 2025;Haslberger et al. 2024;Heinrich and Witko 2024;Jeffrey and Matakos 2024;Knotz et al. 2024;Magistro et al. 2024Magistro et al. , 2025, our study shifts the focus to managers, not only as key decision-makers in AI adoption but also as critical actors in policy implementation. Even though managers do not directly create AI-related policies, they determine how these policies are put into practice within firms. ...

The gender gap in attitudes toward workplace technological change
  • Citing Article
  • April 2024

Socio-Economic Review

... While this growing body of research largely focuses on employee responses to technological risks (e.g., Borwein et al. 2025Borwein et al. , 2024Busemeyer and Tober 2023;Finseraas and Nyhus 2025;Haslberger et al. 2024;Heinrich and Witko 2024;Jeffrey and Matakos 2024;Knotz et al. 2024;Magistro et al. 2024Magistro et al. , 2025, our study shifts the focus to managers, not only as key decision-makers in AI adoption but also as critical actors in policy implementation. Even though managers do not directly create AI-related policies, they determine how these policies are put into practice within firms. ...

Attitudes toward automation and the demand for policies addressing job loss: the effects of information about trade-offs

Political Science Research and Methods

... • Higher subjective automation risk perception, but not objective risk, predicted support for candidates who said they would protect workers from automation and other economic threats in a survey experiment (Borwein et al., 2024). ...

Who Can Assert Ownership Over Automation? Workplace Technological Change, Populist and Ethno-nationalist Rhetoric, and Candidate Support

Political Behavior

... While this growing body of research largely focuses on employee responses to technological risks (e.g., Borwein et al. 2025Borwein et al. , 2024Busemeyer and Tober 2023;Finseraas and Nyhus 2025;Haslberger et al. 2024;Heinrich and Witko 2024;Jeffrey and Matakos 2024;Knotz et al. 2024;Magistro et al. 2024Magistro et al. , 2025, our study shifts the focus to managers, not only as key decision-makers in AI adoption but also as critical actors in policy implementation. Even though managers do not directly create AI-related policies, they determine how these policies are put into practice within firms. ...

Perceived technological threat and vote choice: evidence from 15 European democracies
  • Citing Article
  • February 2024

... Private schools are governed in accordance with regulations pertaining to four separate categories of private schools, each with their own freedoms and restrictions regarding the implementation of their respective curricula (Clemens et al. 2013). Finally, private schools in the province are permitted to register as charities, meaning that they are eligible for additional sources of revenue such as donations and tax credits (Borwein et al. 2023). In addition, the expansion of support for private financiers of public schools since 2002 has also had important implications for the public system given that communities with wealthier families have been able to accrue greater resources for their schools relative to communities with less affluent families (Fallon and Poole 2015). ...

Not Hidden but Not Visible: Government Funding of Independent Schools in Canada

Canadian Journal of Political Science

... Farmers belonging to older generations (OFs) tend to be less educated, and their policy knowledge is generally lower than that of the new generation of farmers (NFs). NFs typically have a higher level of education, more diversified channels of information acquisition, a higher degree of policy cognition, and thus a more comprehensive knowledge of policy (Borwein and Lucas, 2023). One study has provided two possible avenues for addressing these differences: improving education and strengthening practical knowledge (Dodoo and Yawson, 2024). ...

Asymmetries in urban, suburban, and rural place-based resentment
  • Citing Article
  • August 2023

Political Geography

... In addition to our independent variables, our models include several control variables. We control for political ideology since left-(right-) wing respondent may prefer (de)centralization to increase (decrease) redistribution between unequally endowed provinces (Borwein et al. 2023). Moreover, outside Quebec, the political left is more likely to identify with Canada (Borwein et al. 2023). ...

National standards or territorial autonomy? Public opinion and the politics of fiscal federalism for health care in Canada