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Most Read: This Month

Price manipulation in the Bitcoin ecosystem

Gandal, Hamrick, Moore, Oberman
Gandal, Hamrick, Moore, Oberman, 22 June 2017

The cryptocurrency Bitcoin has attracted widespread interest, in large part due to wild swings in its valuation. This column considers an earlier rise in the Bitcoin price to investigate what is driving the currency’s price spikes. The 2013 rise was caused by fraudulent trades taking place at the largest Bitcoin currency exchange at the time. This finding has implications for policymakers as they weigh what, if anything, to do about regulating cryptocurrencies in light of the record high Bitcoin valuation that many fear is a bubble.

Economics of the populist backlash

Rodrik
Rodrik, 03 July 2017

Populism has been on the rise for quite some time, and it is doubtful that it will be going away. This column argues that the populist backlash to globalisation should not have come as a surprise, in light of economic history and economic theory. While the backlash may have been predictable, however, the specific forms it took were less so, and are related to the forms in which globalisation shocks make themselves felt in society.

Why you should never use the Hodrick-Prescott filter

Hamilton
Hamilton, 22 June 2017

In economic research, the Hodrick-Prescott filter is a widely used tool for removing cyclical components from time-series data. This column argues that, despite its popularity, the HP filter has serious drawbacks that should severely restrict its application. It involves several levels of differencing, so that for random walk series, subsequently observed patterns are likely to be artefacts of having applied the filter, rather than due to the underlying data-generating process. The column goes on to suggest an alternative to the HP filter that avoids these pitfalls. 

Risk, return, and skill in the portfolios of the wealthy

Bach, Calvet, Sodini
Bach, Calvet, Sodini, 07 July 2017

A growing literature conjectures that wealthy households earn higher average returns, which can further exacerbate wealth inequality. Using Swedish administrative data, this column shows that the wealthy indeed earn higher returns on their asset portfolios. These high returns are primarily due to high levels of compensated risk. Households at the top of the wealth distribution further exhibit highly heterogeneous investment performance due to high levels of idiosyncratic risk.

New data on global earnings inequality

Hammar, Waldenström
Hammar, Waldenström, 03 July 2017

Recent studies have analysed trends in global income inequality, but for most people in the world, labour earnings represent the vast majority of their income. This column uses a new global database on occupational earnings since 1970 to examine trends in earnings inequality between countries’ high- and low- earners, between countries, and between occupational groups. Global earnings inequality has fallen over the past half-century, and so has inequality within occupations, with main equalisation in the late 1990s and 2000s.

Intergenerational mobility and preferences for redistribution

Alesina, Stantcheva, Teso
Alesina, Stantcheva, Teso, 21 June 2017

Americans are generally thought to view the economic system as fair and see wealth as a reward for ability and effort, while Europeans tend to believe that the economic system is unfair, and that wealth is the result of circumstances. This column tests this using new evidence on beliefs about intergenerational mobility in four European countries and the US, and confirms that Europeans do indeed tend to be overly pessimistic about moving up the social ladder compared to reality, while Americans are overly optimistic. These perceptions have important implications for how redistribution and equal opportunity policies will be received.

'Magical' warfare technologies and the persistence of false beliefs

Nunn, Sanchez de la Sierra
Nunn, Sanchez de la Sierra, 25 June 2017

Beliefs about origins, life after death, and rituals that activate supernatural processes to help people navigate life, despite being almost certainly incorrect, are common in developing countries. This column examines the role of ‘magical’ beliefs in warfare in the context of the Democratic Republic of the Congo. Belief in a spell that offers protection from bullets helped villagers liberate their village, and others in the area, from militias, providing an example of how the ‘right’ amount of ‘wrong’ beliefs can achieve a socially efficient outcome.

On the measuring and mis-measuring of Chinese growth

Clark, Pinkovskiy, Sala-i-Martin
Clark, Pinkovskiy, Sala-i-Martin, 01 July 2017

Unofficial indicators of Chinese GDP often suggest that Beijing’s growth figures are exaggerated. This column uses nighttime light as a proxy to estimate Chinese GDP growth. Since 2012, the authors’ estimate is never appreciably lower, and is in many years higher, than the GDP growth rate reported in the official statistics. While not ruling out the risk of future turmoil, the analysis presents few immediate indications that Chinese growth is being systematically overestimated.

China’s WTO entry benefits US consumers

Amiti, Dai, Feenstra, Romalis
Amiti, Dai, Feenstra, Romalis, 28 June 2017

China has become the world’s largest exporter, with a rapid rise in its world trade share just after it joined the WTO in 2001. This column finds that China’s WTO entry reduced the US manufacturing price index by 7.6% between 2000 and 2006, with most of this effect arising from China reducing its own import tariffs. US consumers gained because they paid less for manufactured goods and because they had access to more varieties of goods.

Secular rise in economically valuable personality traits

Jokela, Pekkarinen, Sarvimäki, Terviö, Uusitalo
Jokela, Pekkarinen, Sarvimäki, Terviö, Uusitalo, 11 July 2017

There is strong empirical evidence of a secular rise in intelligence, but a lack of consistently measured data has hampered the identification of a similar increase in non-cognitive skills. Based on an analysis of half a million Finnish males, this column presents evidence that a long-term increase in scores for traits such as self-confidence, sociability, and leadership motivation has taken place. Just as with cognitive abilities, higher test scores for personality traits predict higher earnings.

Trade unions, employer organisations, and collective bargaining in OECD countries

Cazes, Garnero, Martin
Cazes, Garnero, Martin, 10 July 2017

Trade union membership has been declining since the 1980s. Recently, however, there has been renewed interest in the potential of collective bargaining to address rising wealth inequality and poor wage growth. This column presents an OECD report on collective bargaining institutions and practices across member countries and selected emerging economies. Despite substantial variation across member countries, the overall pattern is one of a broad decline in the use of collective bargaining to set the terms of employment.

Endogenous growth and lack of recovery from the Global Crisis

de Ridder, Teulings
de Ridder, Teulings, 13 July 2017

Around the world, growth has yet to recover to its pre-Global Crisis trend. This column uses the crisis as a quasi-natural experiment to test the endogenous growth hypothesis, which suggests that output has not recovered because the crisis affected the rate of technological progress. Firms that preferred a bank that was more severely affected by the crisis experienced a large fall in R&D investment and a persistent fall in output in subsequent years. This suggests a direct link between R&D and future productivity, as predicted by endogenous growth models.

The hype, reality, and causes of the global trade slowdown

Gros
Gros, 30 June 2017

Trade liberalisation has been a significant driver of globalisation over the past half century, but global trade has slowed in recent years. This column argues that globalisation can also be driven by higher commodity prices, as commodities constitute a large fraction of global trade. This is reflected in trade volumes and commodity prices, which increased until around 2014 but have fallen since. Commodity price-driven globalisation implies lower living standards in advanced countries, as the higher commodity prices diminish the purchasing power of workers. 

The falling elasticity of global trade to economic activity

Auboin, Borino
Auboin, Borino, 26 June 2017

In recent years there has been debate over whether the global trade slowdown and related fall in trade-to-income elasticity was structural or cyclical. This column estimates the standard import equation for 38 advanced and developing economies using an import intensity-adjusted measure of aggregate demand. This measure allows the authors to predict 90% of changes in global imports. The slowdown in global value chains explains more than half of the remaining share of the global trade slowdown, while protectionism does not appear to be statistically significant.

Cyber attacks: An economic policy challenge

Biancotti, Cristadoro, Di Giuliomaria, Fazio, Partipilo
Biancotti, Cristadoro, Di Giuliomaria, Fazio, Partipilo, 23 June 2017

Cybersecurity is becoming a vital concern for the functioning of a modern economy. This column argues that the threat of cyber attacks should be tackled economy-wide, with economic policies aimed at overcoming the externalities and information asymmetries that lead to suboptimal protection choices on the part of private agents. There is an urgent need for an improved understanding of microeconomic mechanisms in the cybersecurity market, and for reliable data upon which policy design can be based.

Who fears losing their job to AI and robots: Japanese survey data

Morikawa
Morikawa, 06 July 2017

Given the early stages of diffusion of many AI and robotic technologies, it is too early to measure the impact of these innovations on jobs. This column uses comprehensive survey data from Japan to measure the extent to which workers across different industries, levels of education, and occupations perceive their jobs to be at risk. Workers with adaptable skills acquired through higher education (particularly in science and engineering) or occupation-specific skills (particularly those in human-intensive personal services) are less worried about their jobs being replaced by AI and robotics.

Transition to clean technology

Acemoglu, Akcigit, Hanley, Kerr
Acemoglu, Akcigit, Hanley, Kerr, 05 July 2017

Substantial headway has been made in the transition to clean technology, but recent political developments threaten this progress. This column examines the transition process using a microeconomic model of competition in production and innovation between clean and dirty technologies. The results suggest that production taxes can deal with dirty emission externalities, while research subsidies are sufficient to redirect innovation towards clean technologies. However, delaying intervention will drastically slow down the overall transition.

Capital inflows: The good, the bad, and the bubbly

Hoggarth, Jung, Reinhardt
Hoggarth, Jung, Reinhardt, 07 July 2017

Partly as a result of the Global Crisis, assessments of capital inflows and their impact on market efficiency and technology transfer have begun to take into account their association with financial crises. This column argues that the riskiness of inflows depends on the type of lender and its currency denomination. It finds that equity flows are more stable than debt flows, non-banks more stable than banks, and local currency more stable than foreign. Macroprudential policies can support the stabilisation of inflows.

Introducing VoxDev

Editors
Editors, 22 June 2017

VoxEU is pleased to announce the launch of its new sister site – VoxDev.org. VoxDEV will focus on development issues, posting research-based analysis and commentary by leading economists. The Editor-in-Chief is Tavneet Suri, Professor of Economics at MIT.

On the joint evolution of institutions and culture

Bisin, Verdier
Bisin, Verdier, 04 July 2017

The recent literature has assumed that institutions and culture are distinct drivers of growth and development. Building on a new theoretical model, this column argues that culture and institutions interact to determine socioeconomic outcomes. The framework can be used to explain the persistence (or otherwise) of extractive institutions, the formation of civic capital, and the emergence of property rights protection.

The spanning hypothesis and risk premia in long-term bonds

Bauer, Hamilton
Bauer, Hamilton, 07 July 2017

Several recent empirical papers have challenged the ‘spanning hypothesis’, which holds that the level, slope, and curvature of bond yield curves are sufficient to forecast returns and estimate bond risk premia This column argues that these studies suffer from a previously unrecognised standard error bias. Controlling for this bias, false positives are found to be between six and twelve times more likely, suggesting that the evidence against the spanning hypothesis is substantially less convincing than would appear from the studies.

Slow productivity growth may not be the 'new normal' for the US

Crafts, Mills
Crafts, Mills, 17 July 2017

Estimates of trend total factor productivity growth in the US have been significantly reduced, contributing to fears that the slowdown is permanent. This column provides an historical perspective on the relationship between estimated trends in total factor productivity growth and subsequent outcomes. It argues that In the past, trend growth estimates have not been a good guide for future medium-term outcomes, and ‘techno-optimists’ should not be put off by time-series econometrics.

W. Arthur Lewis and the tradeoffs of economics and economists

Kanbur
Kanbur, 25 June 2017

Political economy discourses in areas such as the nature of market failure, the case for government intervention on grounds of efficiency and equity, and the interplay between economic and political forces have run for generations. This column provides an overview of the life of Nobel Prize-winning economist W Arthur Lewis, who was a critic of laissez-faire economic policies, but who also acted as a check on extreme statist interventions, arguing against heavy state subsidy to industry on purely economic grounds.

Turning Germany’s ‘bad’ trade surplus into a good experience for all

Mattern, Mischke
Mattern, Mischke, 21 June 2017

Germany’s large trade surplus is once again at the centre of controversy. This column argues that instead of being on the defensive about its competitive exports, Germany should look to reduce its current account surplus by making itself more competitive in the long term through smart investment in digital and other infrastructure.

Growing, shrinking, and long-run economic performance

Broadberry, Wallis
Broadberry, Wallis, 05 July 2017

Most analysis of long-run economic performance abstracts from short-run fluctuations and seeks to explain improved performance through an increase in the rate of growth. Using data on annual rates of change of per capita income reaching back to the 13th century for some countries, this column show that improved long-run performance has actually occurred primarily through a decline in the rate and frequency of shrinking. Structural change, technological change, demographic change and the changing incidence of warfare offer at best a partial explanation; a full understanding requires a consideration of institutional change.

The deterrence effect of whistleblowing

Johannesen, Stolper
Johannesen, Stolper, 02 July 2017

Whistleblowing should improve immoral behaviour beyond the perpetrators exposed, according to standard economic theories of crime, but this has not always been the case. This column uses the example of offshore banking to examine whether whistleblowing successfully deters future immoral or criminal behaviour. Based on the evidence of the first whistleblowing event relating to tax evasion in 2008, an increase in the perceived probability of a leak should be expected to deter the demand and supply of criminal offshore banking services and reduce the earnings of offshore banks.

Sibling spillovers

Black, Breining, Figlio, Guryan, Karbownik, Nielsen, Roth, Simonsen
Black, Breining, Figlio, Guryan, Karbownik, Nielsen, Roth, Simonsen, 08 July 2017

Despite the policy importance of understanding the relationships between them, very little evidence exists on the causal effects siblings have on one another. This column investigates outcomes for families in which the third-born child has a disability, and shows that the oldest children have better educational outcomes than the middle children, who due to birth order are more likely to be more affected by a common sibling spillover. We may be able to measure greater returns to investments that relieve the effects of negative shocks to children if we consider the effects on siblings too.

Completing EMU

Buti, Deroose, Leandro, Giudice
Buti, Deroose, Leandro, Giudice, 13 July 2017

Despite much being done to strengthen the Economic and Monetary Union, it remains incomplete and this is one of the main reasons for the Eurozone's lacklustre economic performance in the recent years. While there are still diverging views on how to "cross the river", there is also a political and economic window of opportunity to complete the EMU architecture. This column discusses the ideas presented in a new European Commission Reflection Paper aimed at relaunching the debate on how to move forward, with a focus on bridging the differences between the member states that stress responsibility and risk reduction and those calling for solidarity and risk sharing.

Vox is ten years old this month

Baldwin
Baldwin, 30 June 2017

Vox is ten years old this month. Since the launch, over 6,000 of the world’s top economists have published on the site, including 17 Nobel Prize winners. Readership has grown to the point where we get between 400,000 and 500,000 page views per month from over 150,000 readers. This column recaps the thinking behind the creation of the site, and describes how Vox’s ‘voice’ grew in importance during the Subprime Crisis, the Global Crisis and the Eurozone Crisis.

The difficult school-to-work transition for high-school dropouts

Cahuc, Carcillo, Minea
Cahuc, Carcillo, Minea, 08 July 2017

Despite the substantial costs associated with subsidised employment programmes targeting low-skilled youths, little is known about their effectiveness in easing school-to-work transitions. This column evaluates the effectiveness of such programmes for high-school dropouts in France with various types of labour market experience. Work experience, even in the market sector, is not always sufficient to increase the chance of very low-skilled youths being called for interview by an employer, suggesting that measures such as temporary jobs in the non-market sector or hiring subsidies in the market sector should be conditional on getting a certification of skills at the end of the employment period, at least for previously unskilled youths.

The European banking union at three

Beck
Beck, 04 July 2017

The recent resolutions of the Spanish Banco Popular and of two smaller Italian banks – Veneto Vanca and Banca Popolare di Vicenza – can be seen as a first important test for the banking union. This column assesses the progress made over the past three years. It argues that a ‘never bailout’ rule is inefficient, especially if referring to legacy problems; that a crisis should be resolved before a new regulatory framework is put in place; that to avoid national solutions, we need to go to a complete banking union; and finally, that the process will take some time, and new institutions and regulations are only a small step.

Exchange rates and the Swiss economy

Thorbecke, Kato
Thorbecke, Kato, 01 July 2017

Since 2007, there have been large changes in the Swiss franc. This column shows that exchange-rate appreciations do not affect the exports, profits, or stock returns of Swiss companies making sophisticated products. In contrast, rises in the franc decrease the exports, profits and stock returns of firms producing medium-high-technology goods. An economy’s production structure is important for weathering exchange-rate fluctuations.

Foreign direct investment and domestic firms' production complexity

Javorcik, Lo Turco, Maggioni
Javorcik, Lo Turco, Maggioni, 29 June 2017

Recent research suggests that foreign direct investment makes it more likely that host countries upgrade production. Using the example of Turkey, this column shows that while the presence of foreign affiliates does not seem to affect the propensity of firms to innovate, it is positively correlated with the complexity level of products newly introduced by local supplier firms. Foreign direct investment inflows appear to act as a catalyst to develop sophisticated manufacturing, and should be promoted as part of a domestic industrial policy.

Awe trumps rules: An update on this year’s G20 protectionism

Evenett, Fritz
Evenett, Fritz, 06 July 2017

The year to date has seen profound changes in G20 protectionist dynamics.This column presents the lastest Global Trade Report, which asks whether President Trump’s bluster has accomplished what the G20 failed to deliver – namely, less protectionism.

Greece’s sovereign debt and economic realism

Bulow, Geanakoplos
Bulow, Geanakoplos, 30 June 2017

After another six months of discussions, Greek debt negotiations succeeded in once again kicking the can down the road. This column analyses how sophisticated and experienced negotiators like the IMF, the Eurozone leadership, and by now even the Greeks, could have let negotiations drag out for so many years, and goes on to propose a plan which might be just radical enough to meet the needs of all parties.

Impacts of outward foreign direct investment

Hayakawa, Matsuura
Hayakawa, Matsuura, 09 July 2017

Foreign direct investment has generally been found to have positive effects for firms in their home country. There are, however, concerns about potential negative effects for other domestic firms in the investing firm’s supply chain. This column uses Japanese firm-level data to explore the supply chain effects of foreign direct investment. Foreign direct investment does not appear to have adverse effects on domestic transaction networks. Rather, the positive effects of firms’ foreign investing are found to spread to the whole economy through their supply chains.

What next for US-Europe trade policy?

Datta, Dhingra
Datta, Dhingra, 16 July 2017

The economies of Europe and the United States are inextricably linked and in an ideal world, a number of factors motivate a trade deal such as the Transatlantic Trade and Investment Partnership. This column, taken from a recent VoxEU eBook, argues, however, that given the Brexit referendum in the UK and the election of Donald Trump as US president, as well as a number of other pre-existing complications, achieving such agreements will be highly contentious. 

Unemployment insurance and reservation wages

Le Barbanchon, Rathelot, Roulet
Le Barbanchon, Rathelot, Roulet, 27 June 2017

The generosity of unemployment insurance can influence the time and energy job seekers dedicate to searching for a job, as well as the jobs they are willing to accept. Yet we know little about how unemployment insurance affects the reservation wages of the unemployed. Using new French data, this column shows that increasing unemployment generosity does not affect the reservation wages or the ‘pickiness’ of job seekers.

Getting rid of non-performing loans in Europe

Barba Navaretti, Calzolari, Pozzolo
Barba Navaretti, Calzolari, Pozzolo, 06 July 2017

There is a growing awareness that non-performing loans generate risks of financial instability and constrain lending growth, and that coordinated action to solve the problem in Europe is both necessary and achievable. This column discusses proposals for state-supported vehicles, such as asset management companies, put forward by the main international organisations and prominent scholars to deal with the large backlog of non-performing loans. Part of this backlog will be resolved through market-based solutions, but due to market failures and capital shortages of critical banks, state-supported schemes are also deemed necessary.

The US Treasury’s missed opportunity

Cecchetti, Schoenholtz
Cecchetti, Schoenholtz, 14 July 2017

The US Treasury recently published the first in a series of reports designed to implement the seven core principles for regulating the US financial system announced in an Executive Order from President Trump. While Trump's stated principles provide an attractive basis for making the financial system both more cost-effective and safer, this column argues that, at least when considering the largest banks, adopting the Treasury’s recommendations would make the financial system less safe. And, it would do so with little prospect for boosting economic growth.

New indicators of the science intensity of industry

Ikeuchi, Motohashi, Tamura, Tsukada
Ikeuchi, Motohashi, Tamura, Tsukada, 28 June 2017

There is growing interest in measuring the scientific aspects of industrial innovation and performance to understand the economic impact of publicly funded R&D. This column presents new indicators for science-industry linkages in Japan based on a novel dataset combining academic research paper data, patent data, and economic census data. It finds that the academic sector is getting more involved in patenting activities, and that scientific knowledge generated in the sector is being utilised not only in science-based industries, but also in many others.

Monetary policy, credit dynamics, and economic activity in developing countries

Abuka, Alinda, Minoiu, Peydró, Presbitero
Abuka, Alinda, Minoiu, Peydró, Presbitero, 29 June 2017

Existing studies suggest that the effects of monetary policy in developing countries on credit and the real economy are weak. This column challenges this view using rich loan-level credit register data from Uganda. It shows that monetary policy tightening significantly reduces credit supply – especially for banks with greater leverage and sovereign debt exposure – and identifies spillovers on inflation and economic activity. The effects are larger in more financially developed areas, highlighting the importance of financial development for policy effectiveness.

Shedding (night-time) light on the local resource curse

Gradstein, Klemp
Gradstein, Klemp, 23 June 2017

A large literature has argued that natural resources have a negative effect on economic development. The Brazilian data used in this column fail to confirm these findings. Economic activity, as measured using night-time light data, increases more during periods of rising oil prices in localities with better access to oil.  Oil revenue windfalls accruing to oil-rich locations and spillovers to adjacent locations drive this effect. 

Financial constraints and nominal rigidities

Balleer, Hristov, Menno
Balleer, Hristov, Menno, 24 June 2017

Research into the aggregate effects of financial frictions in the economy generally assume that they do not affect whether (and which) firms adjust prices, something this column argues that should be taken into account. In particular, financial frictions change the composition of firms that reset prices and cause the degree of nominal price rigidity to vary over the business cycle, which has important consequences for how inflation and output respond to aggregate shocks.

The EU Macroeconomic Imbalance Procedure: Some impact and no sanctions

Bricongne, Turrini
Bricongne, Turrini, 22 June 2017

Since 2011, EU macroeconomic surveillance has aimed at preventing or correcting the type of imbalances that were responsible for the Global Crisis. Surveillance under the Macroeconomic Imbalance Procedure implies regular reports and policy recommendations monitored by the Commission, and the possible activation of economic sanctions. This column shows that, despite the procedure not having been used to its full extent so far and the sanctions stage not having been reached yet, the surveillance and recommendations have had an impact on policies in the first years of implementation. 

Incentives, effort, and performance in higher education

Chevalier, Dolton, Lührmann
Chevalier, Dolton, Lührmann, 15 July 2017

Feedback has been found to improve exam performance in the context of higher education, but demand for feedback is low among students when obtaining it requires unrewarded effort. This column evaluates how the provision of extrinsic incentives affects students’ effort and performance. Having online learning assessments count towards final grades is found to trigger large participation increases, and better subsequent exam performance. Given the low cost of these interventions, they offer particular promise in higher education.

The local dynamics of complex warfare

Mueller, Rohner, Schönholzer
Mueller, Rohner, Schönholzer, 12 July 2017

The nature of military and social conflict has changed in the last three decades, particularly in the way it impacts civilians locally. This column presents new research that models localised conflict based on the spatial configuration of groups, using evidence from conflict in Northern Ireland. The model can help target policies at the origin of attacks and with attempts to change the interaction between local groups, reducing conflict in the short-to-medium term.

Foreign banks and the international transmission of monetary policy

Demirgüç-Kunt, Horváth, Huizinga
Demirgüç-Kunt, Horváth, Huizinga, 06 July 2017

Monetary policies pursued by lending countries may have negative spillovers for financial stability in emerging markets, because monetary policy is transmitted through its effect on the aggregate supply of cross-border loans. This column uses data on the international syndicated loan market to argue that foreign bank ownership in a borrower country reduces the negative impact of lender-country monetary policy on cross-border syndicated loan supply. This suggests that countries could stabilise their cross-border credit supply by reducing restrictions on foreign bank entry into local markets.

Hong Kong: A two-stage economic experiment

Monnery
Monnery, 30 June 2017

Post-war Hong Kong delivered one of the most dramatic improvements in living standards in history, a transformation regarded by Milton Friedman as an experiment in the potential impact of economic freedom on economic growth. This column assesses the contribution of one key official – finance minister Sir John Cowperthwaite – whose laissez-faire approach of ‘positive non-interventionism’, much admired by Friedman, underpinned that success. It also explores, 20 years on from the handover to China, whether a second stage of the Hong Kong economic experiment might be in progress, perhaps leading to faltering freedom and faltering growth.

Occupational licensing in the Japanese labour market

Morikawa
Morikawa, 03 July 2017

Occupational licensing is a common solution to the information asymmetry that exists in many professions and services. Using original survey data from Japan, this column examines how occupational licensing affects labour participation and wages. A majority of respondents are found to possess occupational licenses, and licensing is positively associated with labour force participation, particularly amongst women and the elderly.