Easter readings: new selection of articles and notes on democracy, open government, civic tech and others

Open government’s uncertain effects and the Biden opportunity: what now? 

A review of 10 years of open government research reveals: 1) “a transparency-driven focus”,  2) “methodological concerns”, and 3) [maybe not surprising] “the lack of empirical evidence regarding the effects of open government”. My take on this is that these findings are, somewhat, self-reinforcing. 

First, the early focus on transparency by open government advocates, while ignoring the conditions under which transparency could lead to public goods, should be, in part, to blame. This is even more so if open government interventions insist on tactical, instead of strategic approaches to accountability. Second, the fact that many of those engaging in open government efforts do not take into account the existing evidence doesn’t help in terms of designing appropriate reforms, nor in terms of calibrating expectations. Proof of this is the recurrent and mostly unsubstantiated spiel that “transparency leads to trust”, voiced by individuals and organizations who should have known better. Third, should there be any effects of open government reforms, these are hard to verify in a credible manner given that evaluations often suffer from methodological weaknesses, as indicated by the paper.

Finally, open government’s semantic extravaganza makes building critical mass all the more difficult. For example, I have my doubts over whether the paper would reach similar conclusions should it have expanded the review to open government practices that, in the literature, are not normally labeled as open government. This would be the case, for instance, of participatory budgeting (which has shown to improve service delivery and increase tax revenues), or strategic approaches to social accountability that present substantial results in terms of development outcomes.  

In any case, the research findings are still troubling. The election of President Biden gives some extra oxygen to the open government agenda, and that is great news. But in a context where autocratization turns viral, making a dent in how governments operate will take less  policy-based evidence searching and more evidence-based strategizing. That involves leveraging the existing evidence when it is available, and when it is not, the standard path applies: more research is needed.

Open Government Partnership and Justice

On another note, Joe Foti, from the Open Government Partnership (OGP), writes on the need to engage more lawyers, judges and advocates in order to increase the number of accountability-focused OGP commitments. I particularly like Joe’s ideas on bringing these actors together to identify where OGP commitments could be stronger, and how. This resonates with a number of cases I’ve come across in the past where the judiciary played a key role in ensuring that citizens’ voice also had teeth. 

I also share Joe’s enthusiasm for the potential of a new generation of commitments that put forward initiatives such as specialized anti-corruption courts and anti-SLAPP provisions. Having said this, the judiciary itself needs to be open, independent and capable. In most countries that I’ve worked in, a good part of open government reforms fail precisely because of a dysfunctional judiciary system. 

Diversity, collective intelligence and deliberative democracy 

Part of the justification for models of deliberative democracy is their epistemic quality, that is, large and diverse crowds are smarter than the (elected or selected) few. A good part of this argument finds its empirical basis in the fantastic work by Scott Page.

But that’s not all. We know, for instance, that gender diversity on corporate boards improves firms’ performance, ethnic diversity produces more impactful scientific research, diverse groups are better at solving crimes, popular juries are less biased than professional judges, and politically diverse editorial teams produce higher-quality Wikipedia articles. Diversity also helps to explain classical Athens’ striking superiority vis-à-vis other city-states of its time, due to the capacity of its democratic system to leverage the dispersed knowledge of its citizens through sortition.

Now, a Nature article, “Algorithmic and human prediction of success in human collaboration from visual features”, presents new evidence of the power of diversity in problem-solving tasks. In the paper, the authors examine the patterns of group success in Escape The Room, an adventure game in which a group attempts to escape a maze by collectively solving a series of puzzles. The authors find that groups that are larger, older and more gender diverse are significantly more likely to escape. But there’s an exception to that: more age diverse groups are less likely to escape. Intriguing isn’t it? 

Deliberative processes online: rough review of the evidence

As the pandemic pushes more deliberative exercises online, researchers and practitioners start to take more seriously the question of how effective online deliberation can be when compared to in-person processes. Surprisingly, there are very few empirical studies comparing the two methods.

But a quick run through the literature offers some interesting insights. For instance, an online 2004 deliberative poll on U.S. foreign policy, and a traditional face-to-face deliberative poll conducted in parallel, presented remarkably similar results. A 2007 experiment comparing online and face-to-face deliberation found that both approaches can increase participants’ issue knowledge, political efficacy, and willingness to participate in politics. A similar comparison from 2009 looking at deliberation over the construction of a power plant in Finland found considerable resemblance in the outcomes of online and face-to-face processes. A study published in 2012 on waste treatment in France found that, compared to the offline process, online deliberation was more likely to: i) increase women’s interventions, ii) promote the justification or arguments, and iii) be oriented towards the common good (although in this case the processes were not similar in design). 

The external validity of these findings, however encouraging they may be, remains an empirical question. Particularly given that since these studies were conducted the technology used to support deliberations has in many cases changed (e.g. from written to “zoomified” deliberations).  Anyhow, kudos should go to the researchers who started engaging with the subject well over a decade ago: if that work was a niche subject then, their importance now is blatantly obvious. 

(BTW, on a related issue, here’s a fascinating 2021 experiment examining whether online juries can make consistent, repeatable decisions: interestingly, deliberating groups are much more consistent than non-deliberating groups)

Fixing the Internet? 

Anne Applebaum and Peter Pomerantsev published a great article in The Atlantic on the challenges to democracy by an Internet model that fuels disinformation and polarization, presenting alternative paths to address this. I was thankful for the opportunity to make a modest contribution to such a nice piece.  

At the same time, an excellent Twitter thread by Levi Boxel is a good reminder that sometimes we may be overestimating some of the effects of the Internet on polarization. Levi highlights three stylized facts with regards to mass polarization: i) it’s been increasing since at least the 1980’s in the US, ii) it’s been increasing more quickly among old age groups in the US, and iii) in the past 30 years countries present different patterns of polarization despite similar Internet usage.

Of course, that doesn’t mean we shouldn’t be concerned about the effects of the Internet in politics. For instance, a new study in the American Political Science Review finds that radical right parties benefit more than any other parties from malicious bots on social media. 

Open democracy

2021 continues to be a good year for the proponents of deliberative democracy, with growing coverage of the subject in the mainstream media, in part fueled by the recent launch of Helène Landemore’s great book “Open Democracy.” Looking for something to listen to? Look no further and listen to this interview by Ezra Klein with Helène.

A dialogue among giants 

The recording of the roundtable Contours of Participatory Democracy in the 21st Century is now available. The conversation between Jane Mansbridge, Mark Warren and Cristina Lafont can be found here

Democracy and design thinking 

Speaking of giants, the new book by Michael Saward “Democratic Design”, is finally out. I’m a big fan of Michael’s work, so my recommendation may be biased. In this new book Michael brings design thinking together with democratic theory and practice. If the design of democratic institutions is one of your topics, you should definitely check it out!   

Civic Tech 

I was thrilled to have the opportunity to deliver a lecture at the Center for Collective Learning – Artificial and Natural Intelligence Institute. My presentation, Civic Technologies: Past, Present and Future, can be found here.

Scholar articles: 

And finally, for those who really want to geek-out, a list of 15 academic articles I enjoyed reading:

Protzer, E. S. (2021). Social Mobility Explains Populism, Not Inequality or Culture. CID Research Fellow and Graduate Student Working Paper Series.

Becher, M., & Stegmueller, D. (2021). Reducing Unequal Representation: The Impact of Labor Unions on Legislative Responsiveness in the US Congress. Perspectives on Politics, 19(1), 92-109.

Foster, D., & Warren, J. (2021). The politics of spatial policies. Available at SSRN 3768213.

Hanretty, C. (2021). The Pork Barrel Politics of the Towns Fund. The Political Quarterly.

RAD, S. R., & ROY, O. (2020). Deliberation, Single-Peakedness, and Coherent Aggregation. American Political Science Review, 1-20.

Migchelbrink, K., & Van de Walle, S. (2021). A systematic review of the literature on determinants of public managers’ attitudes toward public participation. Local Government Studies, 1-22.

Armand, A., Coutts, A., Vicente, P. C., & Vilela, I. (2020). Does information break the political resource curse? Experimental evidence from Mozambique. American Economic Review, 110(11), 3431-53.

Giraudet, L. G., Apouey, B., Arab, H., Baeckelandt, S., Begout, P., Berghmans, N., … & Tournus, S. (2021). Deliberating on Climate Action: Insights from the French Citizens’ Convention for Climate (No. hal-03119539).

Rivera-Burgos, V. (2020). Are Minorities Underrepresented in Government Policy? Racial Disparities in Responsiveness at the Congressional District Level.

Erlich, A., Berliner, D., Palmer-Rubin, B., & Bagozzi, B. E. (2021). Media Attention and Bureaucratic Responsiveness. Journal of Public Administration Research and Theory.

Eubank, N., & Fresh, A. Enfranchisement and Incarceration After the 1965 Voting Rights Act.

Mueller, S., Gerber, M., & Schaub, H. P. Democracy Beyond Secrecy: Assessing the Promises and Pitfalls of Collective Voting. Swiss Political Science Review.

Campbell, T. (2021). Black Lives Matter’s Effect on Police Lethal Use-of-Force. Available at SSRN.

Wright, N., Nagle, F., & Greenstein, S. M. (2020). Open source software and global entrepreneurship. Harvard Business School Technology & Operations Mgt. Unit Working Paper, (20-139), 20-139.

Boxell, L., & Steinert-Threlkeld, Z. (2021). Taxing dissent: The impact of a social media tax in Uganda. Available at SSRN 3766440.

Miscellaneous radar: 

  • Modern Grantmaking: That’s the title of a new book by Gemma Bull and Tom Steinberg. I had the privilege of reading snippets of this, and I can already recommend it not only to those working with grantmaking, but also pretty much anyone working in the international development space.
  • Lectures: The Center for Collective Learning has a fantastic line-up of lectures open to the public. Find out more here.
  • Learning from Togo: While unemployment benefits websites were crashing in the US, the Togolese government showed how to leverage mobile money and satellite data to effectively get cash into the hands of those who need it the most
  • Nudging the nudgers: British MPs are criticising academics for sending them fictitious emails for research. I wonder if part of their outrage is not just about the emails, but about what the study could reveal in terms of their actual responsiveness to different constituencies.
  • DataViz: Bringing data visualization to physical/offline spaces has been an obsession of mine for quite a while. I was happy to come across this project while doing some research for a presentation

Enjoy the holiday.

46 favorite reads on democracy, civic tech and a few other interesting things

open book lot

I’ve recently been exchanging with some friends on a list of favorite reads from 2020. While I started with a short list, it quickly grew: after all, despite the pandemic, there has been lots of interesting stuff published in the areas that I care about throughout the year. While the final list of reads varies in terms of subjects, breadth, depth and methodological rigor, I picked these 46 for different reasons. These include my personal judgement of their contribution to the field of democracy, or simply a belief that some of these texts deserve more attention than they currently receive. Others are in the list because I find them particularly surprising or amusing.

As the list is long – and probably at this length, unhelpful to my friends – I tried to divide it into three categories: i) participatory and deliberative democracy, ii) civic tech and digital democracy, and iii) and miscellaneous (which is not really a category, let alone a very helpful one, I know). In any case, many of the titles are indicative of what the text is about, which should make it easier to navigate through the list.

These caveats aside, below is the list of some of my favorite books and articles published in 2020:

Participatory and Deliberative Democracy

While I still plan to make a similar list for representative democracy, this section of the list is intentionally focused on democratic innovations, with a certain emphasis on citizens’ assemblies and deliberative modes of democracy. While this reflects my personal interests, it is also in part due to the recent surge of interest in citizens’ assemblies and other modes of deliberative democracy, and the academic production that followed.  

On Civic Tech and Digital Democracy

2020 was the year where the field of civic tech seemed to take a democratic turn, from fixing potholes to fixing democracy.


Finally, a section as random as 2020.

As mentioned before, the list is already too long. But if there’s anything anyone thinks should absolutely be on this list, please do let me know.

Priceless? Estimating the cost of open government reforms


Results for Development has just published “Priceless?”, a report commissioned by the World Bank that develops a new, practical framework for estimating the full (economic) costs of open government programs (full disclosure: I have been minimally involved with the project at some of its stages). The framework is used to conduct a cost analysis of two cases: i) the well-known Ukrainian ProZorro e-procurement program, and ii) Sierra Leone’s Open Data Program. The final estimated costs might surprise some, but I will avoid spoilers at this stage.

The report is authored by the brilliant Praneetha Vissapragada and Naomi Joswiak and edited by none other than Nathaniel Heller and Courtney Tolmie. While much has been written about the potential benefits of open government reforms, much less has been dedicated to their respective costs. This new publication is a welcome addition towards addressing that gap, and will be a valuable resource for policymakers, practitioners and advocates working in the open government space.


Could Corruption Be Good For Your Health? (or Side Effects of Anti-Corruption Efforts)

The literature on corruption is disputed territory, and one that is full of surprises. On one side, a number of scholars and development practitioners follow the traditional understanding, arguing that corruption is an evil to be eradicated at any cost. On the other, some scholars and practitioners see corruption as an “informal tax” that mediates access to goods and services in contexts of poor institutions and policies, commonly found in the early stages of development. In other words, corruption is a symptom, rather than a problem, with some even arguing that corruption may generate efficiencies in certain contexts: the so-called “greasing-the-wheel hypothesis.”

If these differences in perspective were not enough, a new paper adds more nuance to the debate and challenges conventional wisdom. Launched in 2003, the Brazilian anti-corruption program consists of a series of random audits by the federal government to assess whether municipalities effectively spend earmarked federal transfers according to pre-established guidelines. The results of the audits are then disseminated to the public, with auditors engaging with local councils and civil society to encourage them to monitor tax revenues. The program became famous in development and anti-corruption circles, in great part thanks to an earlier paper by Ferraz and Finan (2008) which found that “the release of the audit outcomes had a significant impact on incumbents’ electoral performance, and that these effects were more pronounced in municipalities where local radio was present to divulge the information.”

But if, when they know about it, citizens are more likely to vote corrupt politicians out of office, what is the effect of these audits on the quality of service delivery? This is the question that Guilherme Lichand, Marcos Lopes and Marcelo Medeiros (2016) try to answer in a new paper entitled “Is Corruption Good For Your Health?.”  Below is the abstract of the paper, (highlights are mine):

While corruption crackdowns have been shown to effectively reduce missing government expenditures, their effects on public service delivery have not been credibly documented. This matters because, if corruption generates incentives for bureaucrats to deliver those services, then deterring it might actually hurt downstream outcomes. This paper exploits variation from an anti-corruption program in Brazil, designed by the federal government to enforce guidelines on earmarked transfers to municipalities, to study this question. Combining random audits with a differences-in-differences strategy, we find that the anti-corruption program greatly reduced occurrences of over-invoicing and off-the-record payments, and of procurement manipulation within health transfers. However, health indicators, such as hospital beds and immunization coverage, became worse as a result. Evidence from audited amounts suggests that lower corruption came at a high cost: after the program, public spending fell by so much that corruption per dollar spent actually increased. These findings are consistent with those responsible for procurement dramatically reducing purchases after the program, either because they no longer can capture rents, or because they are afraid of being punished for procurement mistakes.

The paper’s final discussion is no less provocative. An excerpt below:

(…)  While the Brazilian anti-corruption program represents a major improvement in monitoring and transparency, the focus of administrative penalties and of public opinion on corruption, instead of on the quality of public services, all seem to have thrown the baby out with the bathwater. These findings suggest that policies that expand the scope of desirable outcomes beyond formal procedures, that differentiate between active and passive waste, and that support local procurement staff in complying with complex guidelines might be important steps towards balancing incentives between procuring and making proper use of public funds.

Given that many other governance/accountability interventions traditionally focus on corruption rather than on the performance of services delivered, practitioners should take note of these findings. In the meantime, the debate on corruption and development gets some good extra fuel.

You can download the paper here [PDF].

Additional resources:

Ferraz, C., & Finan, F. (2007). Exposing corrupt politicians: the effects of Brazil’s publicly released audits on electoral outcomes. Quarterly Journal of Economics. (ungated version) 

Avis, E., Ferraz, C., & Finan, F. (2016). Do Government Audits Reduce Corruption? Estimating the Impacts of Exposing Corrupt Politicians (No. w22443). National Bureau of Economic Research.

Dreher, A., & Gassebner, M. (2013). Greasing the wheels? The impact of regulations and corruption on firm entry. Public Choice, 155(3-4), 413-432.

Aidt, T. S. (2009). Corruption, institutions, and economic development.Oxford Review of Economic Policy, 25(2), 271-291.

Méon, P. G., & Weill, L. (2010). Is corruption an efficient grease?. World development, 38(3), 244-259.

Development Drums Podcast: Daniel Kaufmann and Mushtaq Khan debate the role and importance of tackling corruption as part of a development strategy.

Catching Up on DemocracySpot


It’s been a while, so here’s a miscellaneous post with things I would normally share on DemocracySpot.

Yesterday the beta version of the Open Government Research Exchange (OGRX) was launched. Intended as a hub for research on innovations in governance, the OGRX is a joint initiative by NYU’s GovLab, MySociety and the World Bank’s Digital Engagement Evaluation Team (DEET) (which, full disclosure, I lead). As the “beta” suggests, this is an evolving project, and we look forward to receiving feedback from those who either work with or benefit from research in open government and related fields. You can read more about it here.

Today we also launched the Open Government Research mapping. Same story, just “alpha” version. There is a report and a mapping tool that situates different types of research across the opengov landscape. Feedback on how we can improve the mapping tool – or tips on research that we should include – is extremely welcome. More background about this effort, which brings together Global Integrity, Results for Development, GovLAB, Results for Development and the World Bank, can be found here.


Also, for those who have not seen it yet, the DEET team also published the EvCaptureDEETguidealuation Guide for Digital Citizen Engagement a couple of months ago. Commissioned and overseen by DEET, the guide was developed and written by Matt Haikin (lead author), Savita Bailur, Evangelia Berdou, Jonathan Dudding, Cláudia Abreu Lopes, and Martin Belcher.

And here is a quick roundup of things I would have liked to have written about since my last post had I been a more disciplined blogger:

  • A field experiment in Rural Kenya finds that “elite control over planning institutions can adapt to increased mobilization and participation.” I tend to disagree a little with the author’s conclusion that emphasizes the role of “power dynamics that allow elites to capture such institutions” to explain his findings (some of the issues seem to be a matter of institutional design). In any case, it is a great study and I strongly recommend the reading.
  • A study examining a community-driven development program in Afghanistan finds a positive effect on access to drinking water and electricity, acceptance of democratic processes, perceptions of economic wellbeing, and attitudes toward women. However, effects on perceptions of government performance were limited or short-lived.
  • A great paper by Paolo de Renzio and Joachim Wehner reviews the literature on “The Impacts of Fiscal Openness”. It is a must-read for transparency researchers, practitioners and advocates. I just wish the authors had included some research on the effects of citizen participation on tax morale.
  • Also related to tax, “Consumers as Tax Auditors” is a fascinating paper on how citizens can take part in efforts to reduce tax evasion while participating in a lottery.
  • Here is a great book about e-Voting and other technology developments in Estonia. Everybody working in the field of technology and governance knows Estonia does an amazing job, but information about it is often scattered and, sometimes, of low quality. This book, co-authored by my former colleague Kristjan Vassil, addresses this gap and is a must-read for anybody working with technology in the public sector.
  • Finally, I got my hands on the pictures of the budget infograffitis (or data murals) in Cameroon, an idea that emerged a few years ago when I was involved in a project supporting participatory budgeting in Yaoundé (which also did the Open Spending Cameroon). I do hope that this idea of bringing data visualizations to the offline world catches up. After all, that is valuable data in a citizen-readable format.


picture by ASSOAL


picture by ASSOAL

I guess that’s it for now.

New IDS Journal – 9 Papers in Open Government

2016-01-14 16.51.09_resized

The new IDS Bulletin is out. Edited by Rosemary McGee and Duncan Edwards, this is the first open access version of the well-known journal by the Institute of Development Studies. It brings eight new studies looking at a variety of open government issues, ranging from uptake in digital platforms to government responsiveness in civic tech initiatives. Below is a brief presentation of this issue:

Open government and open data are new areas of research, advocacy and activism that have entered the governance field alongside the more established areas of transparency and accountability. In this IDS Bulletin, articles review recent scholarship to pinpoint contributions to more open, transparent, accountable and responsive governance via improved practice, projects and programmes in the context of the ideas, relationships, processes, behaviours, policy frameworks and aid funding practices of the last five years. They also discuss questions and weaknesses that limit the effectiveness and impact of this work, offer a series of definitions to help overcome conceptual ambiguities, and identify hype and euphemism. The contributions – by researchers and practitioners – approach contemporary challenges of achieving transparency, accountability and openness from a wide range of subject positions and professional and disciplinary angles. Together these articles give a sense of what has changed in this fast-moving field, and what has not – this IDS Bulletin is an invitation to all stakeholders to take stock and reflect.

The ambiguity around the ‘open’ in governance today might be helpful in that its very breadth brings in actors who would otherwise be unlikely adherents. But if the fuzzier idea of ‘open government’ or the allure of ‘open data’ displace the task of clear transparency, hard accountability and fairer distribution of power as what this is all about, then what started as an inspired movement of governance visionaries may end up merely putting a more open face on an unjust and unaccountable status quo.

Among others, the journal presents an abridged version of a paper by Jonathan Fox and myself on digital technologies and government responsiveness (for full version download here).

Below is a list of all the papers:

Rosie McGee, Duncan Edwards
Tiago Peixoto, Jonathan Fox
Katharina Welle, Jennifer Williams, Joseph Pearce
Miguel Loureiro, Aalia Cassim, Terence Darko, Lucas Katera, Nyambura Salome
Elizabeth Mills
Laura Neuman
David Calleb Otieno, Nathaniel Kabala, Patta Scott-Villiers, Gacheke Gachihi, Diana Muthoni Ndung’u
Christopher Wilson, Indra de Lanerolle
Emiliano Treré


13 Citizen Engagement Stories from Around the World

Orçamento Participativo 2015/2016 é aberto na região Leste
The Journal of Field Actions, together with Civicus, has just published a special issue “Stories of Innovative Democracy at the Local Level: Enhancing Participation, Activism and Social Change Across the World.” When put together, the 13 articles provide a lively illustration of the wealth of democratic innovations taking place around the world.

Now the paper: Evidence of Social Accountability Initiatives


A little while ago I wrote about Jonathan Fox’s work on the evidence of social accountability initiatives. Initially in the format of a PDF slide presentation, it has now been turned into a magnificent paper, the first of the GPSA working paper series. Below is the abstract:

Policy discussion of social accountability initiatives has increasingly has increasingly focused on questions about their tangible development impacts. The empirical evidence is mixed. This meta-analysis rethinks some of the most influential evaluations through a new lens: the distinction between tactical and strategic approaches to the promotion of citizen voice to contribute to improved public sector performance. Field experiments tend to study bounded, tactical interventions that rely on optimistic assumptions about the power of information alone both to motivate collective action and to influence public sector performance. More promising results emerge from studies of multi-pronged strategies that encourage enabling environments for collective action and bolster state capacity to actually respond to citizen voice. This reinterpretation of the empirical evidence leads to a proposed new series of grounded propositions that focus on state-society synergy and sandwich strategies through which ‘voice’ and ‘teeth’ can become mutually empowering.

You can download the paper here: Social Accountability: What does the Evidence Really Say [PDF]. You can also read my take on the main lessons from Jonathan’s work here. Enjoy the reading.


PS: I have been away for a while doing field work, but hope to start posting (more or less) regularly soon.

Education, Information Credibility, and Control of Corruption

Cartoon by Winsor McCay (1930), archived by Alan Light on Flickr.

Here’s an interesting paper by Weitz-Shapiro and Winters (2014)  on the role of education in political control of corruption, which should be of interest to those working in the open government/transparency domains.

When are citizens most likely to hold politicians to account for wrongdoing? In a crowded information environment, political accountability can be achieved only if credible information is available and citizens are able to identify that information. In this paper, we argue that the ability to discern more from less credible information is increasing in citizen sophistication. Using data from an original survey experiment in Brazil, we show that all citizens react negatively to corruption allegations, but that highly educated respondents are more likely to punish credible accusations and to overlook less credible accusations. We then show, using municipal-level audit data, that voters are more likely to punish credible accusations of corruption in municipalities with high literacy rates. Our findings suggest a novel mechanism that may link increasing education with control of political corruption: educated citizens are better able to discern and therefore act on credible accusations.

And, from the conclusion, an important message on the credibility of institutions:

Our findings have interesting implications for our understanding of the relationship between education and political accountability. They suggest a new mechanism through which high educational attainment might decrease corruption—not through changes in preferences that may be associated with different education levels, but rather because more educated individuals are better able to discern more from less credible information and therefore are more likely to act on the former. These results should be heartening to governments, like Brazil’s, that have invested in the creation of reputable independent auditing and control units. As long as these agencies are able to maintain their reputation for high quality, we should expect their influence to grow as the population becomes increasingly educated.

Finally, I couldn’t help but notice that, indirectly, this paper is a good reminder of the validity of the principal-agent model of accountability. Even though it is now fashionable to criticize the model, despite its limitations, it is far from obsolete.

You can download the full paper here [PDF].