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In a CDDRL research seminar held on November 20, 2025, Gerhard Casper Postdoctoral Fellow Ana Paula Pellegrino presented her research on the emergence of police-led armed illicit groups (PLAIGs) in Brazil. Pellegrino defines them as illicit organizations with coercive capacity led by active-duty police officers. Her seminar explored what makes these groups distinctive, why they form, and the conditions that allow them to take shape.

As discussed by Pellegrino, unlike ordinary corruption, informal protection rackets, or gangs that employ off-duty police as security, PLAIGs are fully organized and independently governed armed groups that operate illicitly, possess their own coercive capacity, and are led by active-duty police officers who remain part of the state. Because of this unique position inside the public safety apparatus, these groups can draw on the authority and resources of the state, becoming spoilers of efforts to monopolize violence.

To better understand how these groups arise, Pellegrino examines both the motivations behind their formation and the conditions that enable them. She argues that officers create these groups primarily as a rent-extraction strategy when they perceive the costs of policing to be rising, typically in response to a growing armed threat. As violence escalates, both politicians and the police feel pressure: politicians face public demands for safety, while officers face greater personal danger on the ground. This imbalance produces frustration within the police ranks and motivates some officers to exploit their coercive capacity for profit. 

However, motivation alone is not enough, as the opportunity to form PLAIGs depends on two enabling conditions. First, police must have greater coercive capacity than the threat they face, allowing them to compete with or expel armed groups. Second, they must have sufficient discretion to use their capacity outside of official duties. Pellegrino emphasizes that this autonomy is shaped by the degree of political control over police. When oversight is strong, officers cannot use state resources to build private organizations. When oversight is weak, however, officers have both the means and the opportunity to organize. Pellegrino refers to this dynamic as the Warrior’s Paradox: the increased investment in police capacity meant to combat disorder also creates the conditions for police to generate disorder themselves.

To test her argument, Pellegrino draws on extensive process tracing and three years of fieldwork in Rio de Janeiro and São Paulo. Despite similar histories of police violence, only Rio developed PLAIGs. Pellegrino shows that Rio consistently expanded police coercive power while failing to impose meaningful oversight, creating the conditions for PLAIGs to flourish after the rise of the Red Command and the Third Command of the Capital, prison gangs turned drug trade organizations. São Paulo, by contrast, implemented institutional reforms in the 1990s and early 2000s that tightened accountability, standardized use-of-force rules, and constrained police discretion, even after the rise of the First Command of the Capital, an equally powerful drug trade organization. As a result, officers in São Paulo lacked the autonomy and impunity necessary to form armed organizations.

Pellegrino closed by emphasizing that PLAIGs emerge not from state weakness but from well-equipped police forces operating with insufficient oversight, enabling officers to convert state authority into private coercive power. This, she claims, illustrates how police can become actors who undermine, rather than protect, the state’s monopoly of violence.

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Anna Paula Pellegrino presented her research in a CDDRL seminar on November 20, 2025.
Anna Paula Pellegrino presented her research in a CDDRL seminar on November 20, 2025.
Nora Sulots
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Gerhard Casper Postdoctoral Fellow Ana Paula Pellegrino presented her research on police-led armed illicit groups in Brazil, exploring what distinguishes them and the conditions that enable their formation.

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Motivation and Summary


Modern states depend upon bureaucracies effectively delivering services and enforcing regulations, from public health to environmental protection and postal services. When bureaucracies are plagued by inefficiency and incapacity and are unable to “deliver the goods,” elected representatives suffer. This can open the door for citizens to throw their support behind authoritarian leaders who promise to deliver more effectively.

A central question of bureaucratic design concerns the degree of autonomy that ‘principals’ — political actors like legislators — should delegate to bureaucratic ‘agents.’ Calibrating autonomy is crucial because principals cannot perfectly monitor or control agents, whose preferences often diverge from their own. On the one hand, highly autonomous bureaucrats may become unaccountable to their principals. Think of national security agencies that create secretive dissident watchlists or even authorize assassinations. On the other hand, bureaucracies with little autonomy will find their decision-making hamstrung by “red tape.” If public health agencies required extensive legislative approval for every aspect of vaccine delivery, infection rates would skyrocket. How, then, can bureaucracies be designed to achieve their goals, creatively respond to new problems, and minimize corruption, all while being perceived as legitimate?

In “Calibrating autonomy,” Katherine Bersch and Francis Fukuyama disaggregate the concept of autonomy into two facets (independence and discretion), present hypotheses concerning how each facet relates to capacity and quality, and then test these hypotheses, primarily using survey data from Brazilian bureaucrats. Their findings caution against overly blunt efforts to calibrate autonomy across multiple bureaucracies, suggesting instead that policymakers should understand a given agency’s capacity to perform.

Argument and Hypotheses


The article builds on earlier research by co-author Francis Fukuyama, who in 2013 hypothesized a key moderating role for bureaucratic capacity in the relationship between autonomy and quality. Briefly, low-capacity agencies — lacking expertise and resources — will likely struggle to utilize their autonomy and deliver, whereas high-capacity bureaucracies will deliver effectively for opposite reasons. However, autonomy is itself a complex concept that ought to be disentangled before one can begin to spell out how it is linked to delivery.

Independence, the first “face” of autonomy, concerns the degree to which bureaucrats are constrained by actors who are close to politics, such as elected leaders or politically-appointed agency heads. More independent bureaucrats might allocate waste management contracts on the basis of cost-effectiveness or service quality records. Less independent bureaucrats might allocate according to the whims of politicians who wish to reward their allies. The degree of independence is oftentimes a function of the number and extent of political appointees in a given agency. 

The second face of autonomy is discretion, or rather, the extent to which agencies are constrained by laws, rules, or protocols. Waste management agencies with limited discretion may struggle to respond to sporadic garbage pile-ups, whereas those with high discretion may set unpredictable collection schedules. 

These two faces of autonomy lead to different expectations about how they are connected to quality. The authors hypothesize that independence and quality stand in a linear and positive relationship: agencies that are more unconstrained by political actors will deliver more effectively. By contrast, discretion and quality stand in a non-linear or “Goldilocks” relationship: too few and too many constraining rules will reduce quality. Following Fukuyama’s earlier research, capacity moderates these relationships; for example, less independence in specifically low-capacity agencies may strengthen quality, perhaps in cases where legislative actors are able to appoint highly qualified experts.

Methods and Findings


The authors select Brazil as their case, in part because it exhibits considerable internal variation in bureaucratic quality: some agencies are professional while others are incompetent. By focusing on one country, they avoid comparing fundamentally different national bureaucratic contexts. Further, selecting Brazil — with both strong and weak bureaucracies — reduces ‘selection biases,’ i.e., mistaking characteristics of only high- or low-quality agencies as causes of overall performance. From a global standpoint, Brazilian bureaucracies are solidly middle-ranged, neither outstanding nor abysmal. 

The main empirical part of the paper involves a 2018 survey of over 3200 Brazilian federal bureaucrats. About 60% of the respondents are political appointees and 40% are civil servants, which enables looking at bureaucrats who stand in different relationships to political actors. The authors exclude military personnel, teachers, nurses, and local police officers.

As hypothesized, respondents’ perceptions of agency independence increase their perceptions of quality in a linear way. This finding likely reflects Brazil’s coalitional style of government: politicians benefit electorally from strong government performance; without bureaucratic independence, political pressure and influence from the many coalition partners would likely hinder bureaucrats and weaken performance. Meanwhile, perceptions of discretion align with the authors’ non-linear expectations.
 


 

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Figure 3: (a) Impact of independence on quality at varying levels of capacity. (b) Impact of discretion on quality at varying levels of capacity.

 

Figure 3: (a) Impact of independence on quality at varying levels of capacity. (b) Impact of discretion on quality at varying levels of capacity.
 



These findings are mediated by capacity, which the authors measure in terms of resources, career length, salaries, and the proportion of agents in core or expert careers. The findings hold even when controlling for political factors like party membership or appointment type (political vs. civil servant), individual characteristics such as gender or years of service, and agency differences, including budget or size. These controls are based on administrative data from over 326,000 bureaucrats across Brazil’s 95 most important federal agencies.
 


 

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FIgure 4: Quality at varying levels of capacity.

 

Figure 4: Quality at varying levels of capacity.
 



Contributions and Implications

“Calibrating autonomy” makes important conceptual and empirical contributions to our understanding of bureaucratic performance. By disaggregating the concept of autonomy into independence and discretion, it helps make sense of seemingly contradictory empirical findings, namely that both minimally and highly autonomous bureaucracies perform well. And by evaluating their hypotheses about the two faces of autonomy using Brazilian data, the authors guard against selection biases or problems from comparing countries with quite different bureaucratic landscapes.

The paper serves as a caution against overly simplistic or blunt “solutions” to poor bureaucratic performance. Merely limiting discretion or increasing legislative oversight can make matters worse if the relevant bureaucratic culture is not properly understood, especially when it comes to capacity.

*Research-in-Brief prepared by Adam Fefer.

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National Congress of Brazil (Congresso Nacional).
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In 2016, a team of three researchers based at Stanford University — Beatriz Magaloni, Vanessa Melo, and Gustavo Robles — conducted a groundbreaking experiment in Rocinha, Rio de Janeiro’s largest favela (informal settlement), to test whether body-worn cameras (BWC) could reduce police violence and improve community relations.

The findings reveal that body cameras hold great promise, but they also come with serious challenges.  Before the experiment started, one police unit commander ominously told the researchers: “If you give body cameras to my officers, this will stop them from doing their job.”

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Research brief on "Warriors and Vigilantes as Police Officers: Evidence from a Field Experiment with Body Cameras in Rio de Janeiro," by Beatriz Magaloni, Vanessa Melo, and Gustavo Robles (Cambridge Journal of Evidence-Based Policing, Volume 7, article number 2, (2023)).

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Motivation


Retaliation (or the threat thereof) is a central component of human behavior. It plays a key role in sustaining cooperation — such as in international organizations or free trade agreements — because those known to retaliate come to acquire a reputation of being hard to exploit. But how does the use and function of retaliation vary across cultures, and how does it interact with formal forms of punishment?

In “Cross-cultural differences in retaliation: Evidence from the soccer field,” Alain Schläpfer tackles these questions using data on retaliation from association football. Retaliation is simply defined in terms of fouling: player B retaliates against player A if and only if, after A fouls B, B then fouls A. Among other findings, Schläpfer shows that players from cultures emphasizing revenge are more likely to retaliate on the football field. This form of ‘informal punishment’ by players also interacts with ‘formal punishment’ by referees: retaliation by B is less likely when A is sanctioned with a yellow card. Schläpfer’s paper increases our knowledge of the causes and consequences of retaliation, while showing how informal cultural norms interact with the formal rules of football.  

Data


Schläpfer creates a data set of fouls committed over three football seasons (2016-2019) in nine of the world’s top professional men’s leagues. This includes the European leagues of Premier League (England), Serie A (Italy), Bundesliga (Germany), LaLiga (Spain), and Ligue 1 (France), as well as Série A (Brazil), Liga Profesional (Argentina), Liga MX (Mexico), and Major League Soccer (United States). The dataset comprises 9,531 games, 230,113 fouls committed by 10,928 unique perpetrators from 139 countries against 11,115 unique victims from 137 countries.

Because Schläpfer hypothesizes that being from more revenge-centric cultures explains on-field retaliation, the key independent variable is measured using a dataset from Stelios Michalopoulos and Melanie Meng Xue that identifies revenge motifs in a culture’s folklore. Examples of this include supernatural forces avenging human murders or animals avenging the death of their friends by humans. Schläpfer uses a host of other independent variables, such as country-level survey data about the desire to punish — as opposed to rehabilitate — criminals, which is also theoretically linked to revenge. As stated above, retaliation is measured in terms of fouls committed. Schläpfer shows that there is substantial variation in retaliation rates among players from different countries, from Gabon (8%) to Iceland (31%). Can the folklore in the country of origin explain the behavior of players on the field?
 


 

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Fig. 1. The share of fouls retaliated in soccer games (top) and the prevalence of revenge motifs in folklore (bottom). Both variables tend to have higher values for players and folklore from the Middle East, Central Africa, Eastern Europe, and parts of South America.


Fig. 1. The share of fouls retaliated in soccer games (top) and the prevalence of revenge motifs in folklore (bottom). Both variables tend to have higher values for players and folklore from the Middle East, Central Africa, Eastern Europe, and parts of South America.
 



Findings


Retaliation:

Schläpfer finds evidence that players from cultures that value revenge are indeed more likely to retaliate for fouls. However, they are not more likely to commit fouls overall, cautioning us against conflating the concepts of retaliation and violence. Indeed, Schläpfer demonstrates that motifs of violence in a culture's folklore do not predict retaliation. Players are also found to be more retaliatory early on in a game, which is consistent with its use as a signal or aspect of one’s reputation. In other words, retaliation serves to deter future fouls. Victims of fouls also retaliate quickly. Indeed, retaliation rates are stable or slightly increasing during the first 30 minutes of a game, but then fall consistently thereafter.
 


 

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Table 1. Effect of the prevalence of revenge motifs in victim’s country of nationality on the predicted likelihood of retaliation for the foul.

 



Evidence is also provided to show that retaliation deters future transgressions: perpetrators are less likely to foul again if victims retaliate for the initial foul. However, this deterrence finding is only observed when the perpetrator is from a revenge culture. In other words, for retaliation to support cooperation (the absence of fouls), players must share a similar cultural background.

Schläpfer’s findings hold even when soccer-related or socioeconomic factors are taken into account. Further, the paper considers, but finds little support for, alternative explanations of why retaliation varies. These include that some teams encourage players to retaliate more or employ more players from revenge cultures. Further, retaliation does not appear to be driven by emotions; otherwise, it would be less likely to occur after halftime when players have had a chance to cool down, but this is not the case.
 


 

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Table 5. Other cultural measures rarely predict retaliation. Standardized coefficients reported.

 



Informal and Formal Sanctioning:

Finally, Schläpfer analyzes the interaction between player retaliation and refereeing. Most importantly, retaliation is significantly less likely if a foul is sanctioned with a yellow card. This illustrates the theoretical principle of formal punishment “crowding out” informal punishment, such as religious excommunication, which carries greater weight than social shunning or police fines compared to peer pressure. Both retaliation and referee sanctioning are shown to reduce the frequency of repeated offenses by perpetrators, especially among players from revenge cultures. However, Schläpfer finds that formal sanctioning is roughly three times more effective than retaliation. This suggests that football referees are doing a better job managing conflict between players than players themselves. 

Schläpfer concludes by mentioning a few of the paper’s limitations. First of all, retaliation is measured only by what referees sanction. However, referees may miss crucial incidents for which retaliation is a response, such as Zinedine Zidane’s 2006 World Cup headbutt after a verbal insult (that was not sanctioned). This is important because individuals from revenge cultures are likely to be particularly offended by verbal insults. Second, the paper does not capture retaliation that occurs across games played by the same teams over time, particularly when rivalries and hostilities have intensified. Similarly, it does not account for preemptive retaliation that does not follow a foul. Ultimately, Schläpfer deepens our understanding of retaliation in a domain where many would expect it not to operate or to do so with minimal significance. The article impressively marshals large-scale data from both sports and cultural history to clarify the causes and consequences of retaliation.

*Research-in-Brief prepared by Adam Fefer.

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Motivation & Contribution


Over the past 10-15 years, both longstanding and relatively new democracies have suffered from backsliding and erosion, including India, the United States, Brazil, Turkey, and many others. Many social scientists have explained this wave of backsliding in terms of either (a) elected autocrats who undermine democracy from within or (b) declining popular support for democrats who have failed to deliver economic growth and prosperity. However, recent scholarship by Thomas Carothers and Brendan Hartnett has questioned the wisdom of the latter. For example, India enjoyed strong economic growth prior to its backsliding under Narendra Modi.

In “Delivering for Democracy,” Francis Fukuyama, Chris Dann, and Beatriz Magaloni set out to more systematically evaluate the evidence connecting popular support for democracy with delivery, examining both backsliding and non-backsliding countries. After finding preliminary evidence for the democracy-delivery relationship, they offer an explanation of why delivery is simultaneously so important and so elusive under democratic governance.

Evidence


Using ten data sources covering 650,000 people in both old and new democracies, the authors find a strong, positive correlation between satisfaction with democracy and economic performance. This relationship holds not only for many countries at one point in time but for pairs of countries over time. In two developing democracies — Argentina and Brazil — as well as in two developed democracies — Greece and Spain — satisfaction and delivery have been closely connected since 2005, plummeting during economic crises and rising during periods of prosperity. These patterns call for an explanation for why voters care so much about delivery, such that they may be willing to sacrifice their democratic freedoms for it.
 


 

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Graphs showing satisfaction with democracy and growth rate in Argentina and Brazil

 

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Graphs showing satisfaction with democracy and growth rate in Greece and Spain

 



The Argument


Delivery is Important

The authors begin from the axiom that stable political life depends upon citizens perceiving their governments as legitimate. Legitimacy can be thought of in terms of both performance — the effective delivery of goods and services — and procedure, which encompasses policies that reflect the democratic will of the people. As the examples of China, Turkey, Saudi Arabia, and Singapore show, however, plenty of autocracies and backsliding democracies have not only delivered, but have also arguably outperformed their democratic peers. From China’s Belt and Road Initiative to Turkey’s Yavuz Sultan Selim Bridge, authoritarian leaders and ruling parties have achieved remarkable performance legitimacy. 

Although autocracies, by definition, cannot be procedurally legitimate, this may carry little weight for democratic citizens who experience prolonged unemployment or must deal with dilapidated infrastructure. Indeed, public engagement through procedural channels — such as voting or jury service — has steadily declined across the democratic world. Democratic voters are increasingly willing to support outsider candidates who build new infrastructure or promise to fight crime, but who nonetheless restrict their political freedoms. Many citizens of El Salvador — which now claims the world’s highest incarceration rate — continue to view Nayib Bukele’s administration as the surest way of delivering security, despite a years-long state of emergency that has seriously eroded democratic freedoms. 

Meanwhile, established democracies built much of their infrastructure decades ago, so investments primarily maintain these systems, rather than showcasing new projects that can garner public support. In some cases, democracies have struggled to even maintain their existing infrastructure, perhaps best exemplified by the collapse of Baltimore’s Francis Scott Key Bridge. All of this creates the conditions for voters to support far-right, anti-democratic parties, which often blame immigrants for economic problems and propose illiberal solutions.

Yet Democratic Delivery is Difficult

Elected democrats seeking to deliver may find themselves hamstrung in ways that autocrats are not. For one, democratic institutions are composed of ‘veto players’ who can stymie the introduction of badly needed policies: national and subnational governments, multiple legislative chambers, judges who review and overturn executive action, and so on. At the same time, democrats must worry about election cycles and term limits, decreasing their incentives to deliver for the long term when later politicians may take credit. Meanwhile, legal and regulatory systems, such as those intended to protect the environment, may prevent the building of critical infrastructure. Property rights prevent the forcible displacement of communities for development, while civil liberties prevent the repression of those who refuse to be displaced. Rules meant to prevent regulatory capture often become arenas where powerful interest groups block and delay government action. 

Independent news media present another potential impediment to delivery, as criticism from journalists can make incumbents wary of undertaking new projects. In addition, media bias can convince voters to remove politicians who do, in fact, deliver. By contrast, autocrats who censor media and arrest journalists can focus on delivery alone, even while their development schemes often rest on corrupt and nepotistic practices. Popular discontent with democratic government ultimately creates a damaging feedback loop: voters are unwilling to fund government projects, in turn leading government to function worse, generating further discontent.
 


Autocrats have figured out ways to deliver the goods and services their citizens want, but this does not make autocracy a just political system.


Prospects


Autocrats have figured out ways to deliver the goods and services their citizens want, but this does not make autocracy a just political system. By the same token, democracies may struggle to deliver, but their procedural legitimacy — especially voters’ ability to hold representatives to account — entails a powerful means of generating fair and inclusive delivery. As such, the authors call on democracies to examine their past and that of their peer countries — both developed and developing — for inspiration. For example, the U.S. New Deal was exemplary in building ambitious and popular infrastructure, as well as providing broad social and economic protections. (Of course, most of these projects would be hamstrung by modern-day regulatory frameworks.)

Meanwhile, Australia’s citizens have both benefited from a recent infrastructure boom and have demonstrated strong support for democracy. Finally, many Latin American countries have implemented popular and effective programs like conditional cash transfers. For the authors, addressing the issues most pressing to voters — such as job creation, which is especially salient to young people, who are most dissatisfied with democracy — will require democratic governments to strike the right balance between democracy and delivery.

*Research-in-Brief prepared by Adam Fefer.

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CDDRL Honors Student, 2025-26
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Major: International Relations
Hometown: Sioux Falls, South Dakota
Thesis Advisors: Harold Trinkunas and Stephen Stedman

Tentative Thesis Title: Civil-Military Relations and Democratic Consolidation in Brazil: Examining Civilian Control Over the Armed Forces Since 1985

Future aspirations post-Stanford: After Stanford, my long-term goal is to work in national security. While I see multiple paths in this field, I am currently interested in attending law school and exploring opportunities in the federal government and industry.

A fun fact about yourself: When I say "bag," everyone immediately knows I'm from the Midwest.

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Stanford, CA 94305-6055

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Gerhard Casper Postdoctoral Fellow, 2025-26
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Ana Paula Pellegrino is the Gerhard Casper Fellow in Rule of Law at the Center on Democracy, Development and the Rule of Law (CDDRL) and a JSD Candidate at Stanford Law School. Pellegrino is an empirical political scientist using experimental, observational, and qualitative data to study questions of criminal and political violence, with a particular interest in Latin America. Her research agenda includes projects on state and non-state armed actors, including police and criminal groups, and how they form and engage with each other. Other projects explore public attitudes towards violence and war, as well as the micro-dynamics of violence and war outcomes.

Pellegrino's work has been supported by Georgetown University, Fundação Estudar’s Leaders program, and the Harry Frank Guggenheim Foundation’s Emerging Scholars program. She holds a Ph.D. in Government from Georgetown University and a BA and MA in International Relations from the Pontifical Catholic University of Rio de Janeiro. She is an incoming Assistant Professor at the School of Government at the Pontifical Catholic University of Chile, in Santiago, where she will begin in July 2026.

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The interactions between bureaucratic agencies and political actors shape governance outcomes, yet scholars disagree about how bureaucratic autonomy relates to government quality. Some claim that enhancing autonomy improves quality, whereas others maintain the opposite. An influential article by Fukuyama (2013) in Governance suggests a curvilinear relationship, moderated by capacity. This article evaluates the theory empirically, focusing on within-country variation and two dimensions of autonomy: independence and discretion. Drawing on an original survey of over 3200 public sector workers in Brazil and administrative data on 325,000 public servants, we find evidence suggesting that the relationship between perceived autonomy and quality depends on the type of perceived autonomy and level of capacity. Public servants' perceptions of independence from political actors are associated with increased perceptions about governance quality in a linear fashion. For perceived discretion, we find initial evidence of a Goldilocks relationship: too little reduces perceptions of government quality but so does too much, especially in low-capacity areas. Our findings offer initial evidence that may qualify claims that limiting bureaucratic discretion while increasing political oversight improves governance; instead, context may be crucial.

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Katherine Bersch
Francis Fukuyama
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Issue 1, January 2025, e12865
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Nora Sulots
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The Stanford Deliberative Democracy Lab, housed within the Center on Democracy, Development and the Rule of Law (CDDRL) at the Freeman Spogli Institute for International Studies (FSI), in collaboration with Meta and the Behavioral Insights Team, has unveiled the results of the Meta Community Forum on Generative AI, based on the method of Deliberative Polling®. This groundbreaking event, part of a series of efforts by Meta to consult the public, engaged 1,545 participants in scientific samples from Brazil, Germany, Spain, and the United States. In each country, it offered the public’s views, both before and after deliberation, about future directions for the development of AI chatbots and how they should interact with humans.

“AI poses novel challenges, and these four national experiments revealed the public’s considered judgments about what it should — or should not — be able to use it for. National samples grappled with the pros and cons of each proposal and had their questions answered by panels of competing experts. This report shows what they concluded,” said James Fishkin, Senior Fellow at FSI and Director of the Stanford Deliberative Democracy Lab.

AI poses novel challenges, and these four national experiments revealed the public’s considered judgments about what it should — or should not — be able to use it for.
James Fishkin
Director, Stanford Deliberative Democracy Lab

Much of the agenda focused on specific proposals answering ten basic questions, including:

  • Which sources should AI chatbots draw information from?
  • Should AI chatbots use the user’s past conversations to improve user experience?
  • Should AI chatbots use the user’s online activity to personalize interactions?
  • Should AI chatbots be designed to be human-like?
  • Should users be allowed to use AI chatbots for romantic relationships?


The deliberators in each country were convened on the Stanford Online Deliberation Platform, developed by the Stanford Crowdsourced Democracy Team. This platform is AI-assisted and moderates video-based discussions in small groups of ten. 

Participants noted a generally positive impact of AI, with an increase in positive perceptions post-forum. "This shift in viewpoint, especially notable among those previously unfamiliar with AI, underscores the value of informed discussion in shaping public opinion," remarked Alice Siu, Senior Research Scholar at FSI and Associate Director of the Stanford Deliberative Democracy Lab.

The forum's methodical approach, with deliberations in 166 small groups and a separate control group for each country, ensured that the outcomes accurately reflected the effects of the deliberative process. Findings indicated that users and non-users of AI began to bridge their differences, aligning closer in their attitudes towards AI after the forum.

Siu also emphasized the significance of the event’s feedback, noting that "the high ratings from participants affirm the forum’s success in making complex discussions accessible and relevant. It is an encouraging sign for the future of democratic engagement with technology."

The Stanford Deliberative Democracy Lab is dedicated to deepening our understanding of deliberative democracy processes and their application to critical contemporary issues like AI. The insights from this forum will inform ongoing research and policy recommendations, ensuring that AI evolves in a manner that considers diverse values and voices across the globe.

The project report is available below:

For detailed information on the forum’s conclusions or forthcoming projects, please reach out to James Fishkin (Director, Stanford Deliberative Democracy Lab) or Alice Siu (Associate Director, Stanford Deliberative Democracy Lab) or visit the Deliberative Democracy Lab website.

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"America in One Room: Democratic Reform" polled participants before and after deliberation to gauge their opinions on democratic reform initiatives, including voter access and voting protections, non-partisan election administration, protecting against election interference, Supreme Court reform, and more. The results show many significant changes toward bipartisan agreement, even on the most contentious issues.
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A multinational Deliberative Poll unveils the global public's nuanced views on AI chatbots and their integration into society.

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