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Money and Finance

Economics

‘Price Stability Forever’: Central Banks’ Words and Goals
Monetary Policy
‘Price Stability Forever’: Central Banks’ Words and Goals
April 25, 2025   |   Econs

Why does a central bank need a Telegram channel, what makes the Russian economic information space special, how are inflation expectations managed, does AI help the Bank of Russia write press releases – these are key points from the discussion hosted by New Economic School.

Impact of Import Restrictions on Production and Non-Commodity Exports
Opinions
Impact of Import Restrictions on Production and Non-Commodity Exports
March 14, 2025   |   Alexander Knobel, Alexander Firanchuk

An import reduction has a more than proportionate impact on Russia’s industrial output and exports. Over one year, a 1% decrease in imports as a share of production costs across industries leads to a more than 2% output reduction and an even more significant decline in exports.

Russian Economy in Next Three Years: Path and Risks
Macroeconomics
Russian Economy in Next Three Years: Path and Risks
August 2, 2024   |   Olga Volkova

Why should we expect a slowdown of the Russian economy, what traps has it fallen into, what will help curb inflation, and what are the fiscal policy risks? These issues were discussed by economists at the Financial Congress of the Bank of Russia.

Shifts on the Map
Macroeconomics
Shifts on the Map
August 2, 2024   |   Olga Kuvshinova

The macroeconomic situation is the overall performance of the country’s regional economies. Experts at the Bank of Russia’s Financial Congress assessed which regions are benefiting and which are losing out as a result of the ongoing transformation and structural changes.

Price Index Based on Online Receipt Data
Opinions
Price Index Based on Online Receipt Data
July 19, 2024   |   Petr Milyutin, Dmitry Aldokhin

Modern technology and big data on retail sales enable more accurate and faster measurement of inflation. We are developing a methodology for calculating a price index based on data from online receipts: in the future, it will make it possible to track inflation in near real time.

Contribution of Human Capital to the Growth of the Russian Economy
Opinions
Contribution of Human Capital to the Growth of the Russian Economy
July 15, 2024   |   Daria Avdeeva

Human capital is one of the key factors of economic growth, but there are few quantitative estimates of its contribution to the Russian economy. New estimates show that its contribution peaked in the second half of the 2000s and had almost disappeared by the end of the 2010s.

How Russian Regions Respond to External Shocks: Similarities and Differences
Opinions
How Russian Regions Respond to External Shocks: Similarities and Differences
July 15, 2024   |   Anna Fedyunina

In a geographically large economy, different regions can respond differently to the same events. Nowcasting used for data across Russia revealed these differences as well as their dependence on the level of development and the sectoral specialisation of the regions.

Russian Labour Market: ‘A Perfect Storm’
Macroeconomics
Russian Labour Market: ‘A Perfect Storm’
July 12, 2024   |   Yekaterina Kravchenko

There is not a single industry in Russia in which the overhang of job vacancies is not rising. Although the renewed growth of real wages will reduce this overhang, the labour shortage may persist for many years, according to Rostislav Kapeliushnikov, a labour market expert.

Gas Arithmetic: Can the European Market Do Without Russian Supplies
Opinions
Gas Arithmetic: Can the European Market Do Without Russian Supplies
May 17, 2024   |   Marcel Salikhov

Europe’s dependence on Russian supplied gas has drastically reduced. Nevertheless, several EU member states retain an interest in continued Russian exports given the steep costs of switching to alternative supplies. 

Gender Inequality: Impact of Axial Institutions
Opinions
Gender Inequality: Impact of Axial Institutions
May 13, 2024   |   Sofia Rebrey

The number of educated and employed women in Russia is high by world standards. Russia is among the world leaders for the share of families with a woman as the main breadwinner. The weak role in governance and large pay gap are paradoxical, but have an institutional explanation.

Redirecting Russia’s Foreign Trade: Six Key Findings
Opinions
Redirecting Russia’s Foreign Trade: Six Key Findings
March 20, 2024   |   Alexander Knobel, Alexander Firanchuk

The past two years saw an almost complete transformation of the logistics and geography of Russia’s export and import. Analysis of this process has identified a number of patterns and risks in the new structure of foreign trade.

Super-Wealth in Russia: Uneven and Invariable
Opinions
Super-Wealth in Russia: Uneven and Invariable
March 13, 2024   |   Svetlana Mareeva, Ekaterina Slobodenyuk

In terms of concentration of wealth in the hands of a small group, 1% of the population, Russia is among the world’s leaders. This group is almost inaccessible for sociological analysis, but a few assessments can be made from open sources.

Economic Policy Uncertainty: New Index for Russia
Opinions
Economic Policy Uncertainty: New Index for Russia
November 23, 2023   |   Diana Petrova, Pavel Trunin

Many indicators point to a rise in economic uncertainty, but it is the news that reflects this trend most quickly. The index based on media archives has accurately shown all crises in the 21st century and made it possible to calculate their consequences for the economy.

Where Is Global Capital Moving?
Opinions
Where Is Global Capital Moving?
October 18, 2023   |   Alexander Bulatov

The dynamics and geography of international capital flows are changing. Geopolitical risks have become the major driver of these flows.

Laconic Calm: How the EU Market Is Surviving Gas Supply Reductions
Opinions
Laconic Calm: How the EU Market Is Surviving Gas Supply Reductions
August 25, 2023   |   Marcel Salikhov

After a period of record growth in 2022, gas spot prices in the European market have returned to the levels seen two years ago. Europe has managed to adapt to the reduction in supplies from Russia, but price volatility and consumption risks persist.

Global Inflation: Three Scenarios
Opinions
Global Inflation: Three Scenarios
August 18, 2023   |   Evgeniy Goryunov

The inflationary episode that has been experienced by all developed countries since 2021 is not over. The risk of losing the inflation anchor and falling into the stagflation trap exists even though the effects of pro-inflation factors have almost completely worn off.

Century-old Resilience of Entrepreneurship: Five Hypotheses and Three Explanations
Opinions
Century-old Resilience of Entrepreneurship: Five Hypotheses and Three Explanations
July 28, 2023   |   Stepan Zemtsov

Entrepreneurship in Russia has shown great resilience to changes in the political and economic landscape: the influence of institutions and culture on business activity may persist even after extreme changes in political and economic conditions.

The Fight for Workers: the Russian Labour Market’s Reaction to Sanctions
Macroeconomics
Opinions
The Fight for Workers: the Russian Labour Market’s Reaction to Sanctions
July 14, 2023   |   Yekaterina Kravchenko

International sanctions have accelerated the transformation of the labour market which started during the pandemic. The market has moved from limited demand to limited supply, and this situation will persist for a long time, labor market expert Rostislav Kapeliushnikov says.

Sovereign Financing in Eurasia
Finance
Sovereign Financing in Eurasia
April 14, 2023   |   Evgeny Vinokurov, Artyom Levenkov

Global lenders are focused on financing development projects in good times. In times of crisis, they switch to stabilisation loans and become ‘firefighters’. This is the role being increasingly played by development banks, data from 11 countries of the Eurasian region show.

Financial Statistics Guide: How to Measure Monetary Conditions
Opinions
Financial Statistics Guide: How to Measure Monetary Conditions
March 10, 2023   |   Alexey Egorov

No one will argue that the financial sector affects the real one, but the number of answers to the question of how exactly it does so is almost the same as the number of economists. A problem arises in finding indicators that characterise this influence quite fully.

Russia’s Import Dependence
Russia’s Import Dependence
January 26, 2023   |   Econs

The reliance of Russian economic sectors on imports is relatively low and does not exceed the median for other countries, a study has found. However, 60% of Russia’s imports come from the countries that have announced sanctions against Russia.

Gravity Theory in Economics: Implications for Russia
Opinions
Gravity Theory in Economics: Implications for Russia
December 23, 2022   |   Alexander Morozov, Irina Bogacheva

Gravity exists not only in physics, but also in economics, and just like in physics, its laws are objective. It is far more important for small and medium-sized economies to maintain and develop economic ties with the largest economies than vice versa.

Instability Problems in Efficient Companies
Macroeconomics
Instability Problems in Efficient Companies
December 16, 2022   |   Natalia Karlova, Elena Puzanova, Irina Bogacheva

Many Russian firms prioritise their market position over productivity growth; low competition and high entry barriers reduce their incentives for innovation. This approach extends the life of inefficient businesses whilst undermining the sustainability of efficient ones.

Ben Bernanke: The Right Man at the Right Time
Opinions
Ben Bernanke: The Right Man at the Right Time
December 16, 2022   |   Sergey Moiseev

As one of the three winners of the 2022 Nobel Prize in economics, Ben Bernanke was awarded it for his research into the causes of the Great Depression. He learned and applied its lessons as chair of the US Federal Reserve when it had to combat the global financial crisis.

Russia’s Demography: Regional Differences
Russia’s Demography: Regional Differences
October 21, 2022   |   Elena Akhmedova, Rodion Latypov, Egor Postolit

Demography is one of the factors influencing potential economic growth. Potential growth increases in tandem with the birth rate, which is closely linked to the increase in household income.

Income and Poverty of Highly Educated Professionals in Russia
Macroeconomics
Income and Poverty of Highly Educated Professionals in Russia
September 9, 2022   |   Vlasta Demyanenko

One in five of Russian professionals with higher education and permanent employment are impoverished or low-income. According to the HSE, poverty among professionals, which seemed to be a thing of the past, is now returning, and the crisis may exacerbate it.

Green Transition: Confirming the Priority
Opinions
Financial Stability
Green Transition: Confirming the Priority
July 29, 2022   |   Elizaveta Danilova, Maxim Morozov, Tatiana Yudina

Transition to a low-carbon economy remains a priority for major countries including China despite the rises in commodity prices and the highest global inflation. For Russia, as its economy refocuses on Asian markets, the importance of the green transition still holds.

Economic Activity: Bank of Russia Index
Macroeconomics
Economic Activity: Bank of Russia Index
July 8, 2022   |   Andrey Andreev

The index, developed by the Bank of Russia on the basis of surveys of enterprises, enables real-time assessment of the Russian economy and its sectors. It displays a high correlation with GDP, coming out in advance of it in terms of the timing of the publication of statistics.  

Conservation of Employment: What Is in Store for the Russian Labour Market
Macroeconomics
Conservation of Employment: What Is in Store for the Russian Labour Market
June 30, 2022   |   Yekaterina Kravchenko

International sanctions have sparked a fundamental transformation in the Russian labour market, which may result in large-scale underutilisation of accrued human capital, notes Rostislav Kapeliushnikov, Corresponding Member of the Russian Academy of Sciences.

Little Fires Everywhere
Opinions
Monetary Policy
Little Fires Everywhere
June 21, 2022   |   Rainer Michael Preiss

The Fed waited too long to tighten the policy in its anti-inflation stand, believing the acceleration of prices to have been temporary. The biggest concern for markets now is whether the Fed could avoid another policy mistake with regards to over hiking interest rates.

Regional Economy: Transformation
Macroeconomics
Regional Economy: Transformation
June 3, 2022   |   Econs

Russian businesses have faced foreign counterparts’ refusal to continue cooperation, suspension of imported components and the rising cost of logistics. Companies are looking for alternative production and logistics chains, the Bank of  Russia survey finds.

The New Life of the Economy: Four Stages
Opinions
The New Life of the Economy: Four Stages
May 18, 2022   |   Alexander Morozov

In March, the Russian economy entered a downturn phase triggered by the impact of all-out foreign trade and financial sanctions and restrictions. If they continue, the economy will lose some of its potential, and the recovery will be protracted.

David Card: ‘They thought that we were being traitors to the cause of economics as a whole.’
Longread
David Card: ‘They thought that we were being traitors to the cause of economics as a whole.’
February 17, 2022   |   Boris Grozovsky

It was by chance that David Card, the 2021 Nobel Prize winner, became an economist. Academic journals turned down his works, and his friends thought he had broken up the foundations of economic theory. But if a theory doesn’t fit the evidence, there must be an alternative theory.

Europe’s Energy Crisis
Opinions
Europe’s Energy Crisis
December 2, 2021   |   Marcel Salikhov

There has never been such expensive gas in Europe as recently: over the 12 months up to the end of November, prices increased more than 5-fold. The situation raises the question of whether this crisis is temporary or it signifies structural problems in the energy markets.

Here Comes Uber: How Ride-Hailing Apps Change Traffic
Opinions
Here Comes Uber: How Ride-Hailing Apps Change Traffic
November 18, 2021   |   Ivan Korolev

Uber and Lyft once promised to replace personal cars and do away with traffic congestion. However, some municipal authorities believe that these services have only exacerbated traffic jams. Research shows that their impact on road traffic depends on the ‘design’ of cities.

The Five Stages of Perception of the Pandemic
The Five Stages of Perception of the Pandemic
October 21, 2021   |   Lyudmila Presnyakova, Natalya Gashenina

Russians have passed through several stages in their emotional feelings during the corona crisis: fear and respite gave way to a return of tension, which is ongoing. For all the stress that an uncertain future has caused people, a certain adaptation to the pandemic can be seen.

Olympic Reserves of the Economy
Olympic Reserves of the Economy
September 27, 2021   |   Vlasta Demyanenko

Many researchers believe that the costs of hosting the Olympics are not recouped, and this is one of the reasons behind growing scepticism towards the Games. However, the Olympics often provided a stimulus to economies: it is all about how to take advantage of the Olympic legacy.

Ruben Enikolopov: ‘We will live in a platform-dominated world’
Supervision
Ruben Enikolopov: ‘We will live in a platform-dominated world’
September 8, 2021   |   Olga Kuvshinova

The rector of the New Economic School on what the features of the platform economy are, how competition leads to monopolization, what the reasons are behind the anti-platform crusade led by national regulators, and whether we should expect the world to become one big super app.

Carbon Perspectives: Green Regulation and Russia’s Electricity Industry
Opinions
Carbon Perspectives: Green Regulation and Russia’s Electricity Industry
August 26, 2021   |   Elena Anankina, Mark Mozur

Russia will lag behind Europe, the United States and China in reducing greenhouse gas emissions from its power industry. Ensuring a reliable and affordable energy supply is of a higher priority in Russia than ecology, and natural gas matches both criteria.

Gender Pay Difference Among Russian Graduates: The Profession’s Effect
Gender Pay Difference Among Russian Graduates: The Profession’s Effect
July 14, 2021   |   Margarita Kiryushina, Viktor Rudakov

The gender pay gap can be explained by many reasons. A data study on Russian graduates showed that the dominant reasons are segregation and self-selection of women in low-paid specialisations.

How the Corona Crisis Has Influenced the Russian Labour Market
How the Corona Crisis Has Influenced the Russian Labour Market
April 5, 2021   |   Alexander Morozov, Alexey Porshakov, Dmitry Chernyadyev, Ksenia Yakovleva

The changes in the Russian labour market caused by the corona crisis have been largely temporary, but some of them may take hold and become the ‘new normal’. Sustained changes in the labour market will also affect inflation in the Russian economy.

Income Inequality in Russia from a Sociological Point of View
Opinions
Income Inequality in Russia from a Sociological Point of View
March 11, 2021   |   Svetlana Mareeva

Inequality remains a sore point in socio-economic development, but society's key demands for justice have more to do with inequalities of opportunity such as equality before the law and equal access to healthcare and education, than with the elimination of income inequality.

Pandemic and Gender Inequality in the Labour Market: Challenges for Russia
Opinions
Pandemic and Gender Inequality in the Labour Market: Challenges for Russia
February 12, 2021   |   Oksana Sinyavskaya

Changes in private and social life caused by the pandemic have reignited scientific interest in gender inequality in the labour market. Russian economy has adapted to the crisis mainly through price adjustment, and this means the gender pay gap is likely to grow.

Heads or Tails: Why Randomly Composed Portfolios Can Be More Successful Than Thought Out Ones
Finance
Heads or Tails: Why Randomly Composed Portfolios Can Be More Successful Than Thought Out Ones
January 25, 2021   |   Mikhail Tishchenko

Experiments show that cats, monkeys, and deer can often ‘compose’ more profitable investment portfolios than those of professional investors. However, one should not rely on luck when investing.

Digital Ruble: Opportunities and Scenarios
Finance
Digital Ruble: Opportunities and Scenarios
January 15, 2021   |   Alexey Zabotkin

Digitalisation is changing the payment market and consumer behaviour in many countries. This raises the question of whether it would be expedient to introduce an additional form of money that would meet the requirements of the digital age: a central bank digital currency.

Using Unconventional Data to Deal with an Unconventional Crisis
Using Unconventional Data to Deal with an Unconventional Crisis
December 28, 2020   |   Alexander Morozov, Alexey Porshakov, Natalia Turdyeva, Dmitry Chernyadyev

During a crisis, real-time data is particularly important: the economic situation requires prompt governmental and regulatory decisions. Industry-specific financial flow monitoring developed by the Bank of Russia allows analysis of business activity on a daily basis.

EU Border Carbon Tax: a Challenge for the Russian Economy
Opinions
EU Border Carbon Tax: a Challenge for the Russian Economy
December 21, 2020   |   Maxim Morozov, Elizaveta Danilova, Veronika Loginova, Tatiana Yudina

The EU carbon tax on imports that is to be imposed in 2022 may affect almost 42% of Russian exports. The private sector and the state should take active measures to maintain economic competitiveness in the world of growing climate risks.

Returns to Schooling: Estimates for Russia
Returns to Schooling: Estimates for Russia
December 10, 2020   |   Olga Kuvshinova

In Russia, returns to schooling are almost 50% lower than the global average: each additional year of schooling provides a relatively small increase in wages, which declines over time, World Bank experts have found.

Hard Times and New Opportunities
Hard Times and New Opportunities
December 3, 2020   |   Irina Ryabova

Crises are a chance for countries to reassess their economic policies, proving that what used to be unquestionable is often a myth, says Esther Duflo, an MIT Professor and Nobel Prize winner.

Culture and Knowledge as Drivers of Economic Progress
Culture and Knowledge as Drivers of Economic Progress
November 18, 2020   |   Irina Ryabova

Changing attitudes, aptitudes to reassess conventional ideas, and greater intellectual tolerance predetermined the Industrial Revolution and later, Europe turning into the world’s major economic centre, argues economist Joel Mokyr.

Subjective Economic Reality
Subjective Economic Reality
November 11, 2020   |   Irina Ryabova, Margarita Lutova

Modern surveys help economists get into people’s minds: it turns out that people’s perceptions of the economy are not in line with reality, which in the end, can undermine economic policy, argues Stefanie Stantcheva, professor at Harvard.

The Future of Capitalism: The Evolution of Homo Economicus
The Future of Capitalism: The Evolution of Homo Economicus
November 2, 2020   |   Vlasta Demyanenko, Margarita Lutova

Capitalism is not driven by the selfishness and greed of the homo economicus but by decentralized decision-making that allows for experimenting and learning from one another, and the future lies with unity of purpose and mutual support, argues Paul Collier, professor at Oxford.

The Economics of Language
The Economics of Language
September 24, 2020   |   Irina Ryabova, Olga Kuvshinova

The languages people speak affect their worldviews and economic behaviour. Thinking in a foreign language helps people make more rational decisions.

Explosion in Unemployment: Fact or Fiction?
Explosion in Unemployment: Fact or Fiction?
September 24, 2020   |   Rostislav Kapeliushnikov

Various indicators of the Russian labour market and their correlation with output show that there has been no record rise in overall unemployment due to the coronavirus shock, and given how things are going, there will be none.

Economists as Plumbers, Marketing for Central Banks, and Problems of Trust
Video
Economists as Plumbers, Marketing for Central Banks, and Problems of Trust
September 9, 2020   |   Econs

What should be the basis for policymaking and the focus of the research in times of COVID-19: Esther Duflo in conversation with Kseniya Yudaeva.

Labour Migration During the Corona Crisis
Labour Migration During the Corona Crisis
September 2, 2020   |   Mikhail Denisenko, Vladimir Mukomel

Unlike Russian citizens, immigrant workers in Russia have faced massive layoffs: about half of them have lost their jobs during the lockdown but a study shows that almost no one is thinking of leaving.

Fair vs. Unfair Inequality
Opinions
Fair vs. Unfair Inequality
May 29, 2020   |   Sergei Guriev

Economics distinguishes inequality of outcomes and inequality of opportunity. The latter is both unfair and inefficient.

Fiscal Policy During the Time of the Pandemic
Opinions
Fiscal Policy During the Time of the Pandemic
April 24, 2020   |   Evsey Gurvich, Alexandra Suslina

The unprecedented crisis will require fundamental changes in Russia’s fiscal policy. Financing anti-crisis measures will involve not only using the National Welfare Fund, but also moving away from fiscal rule and using unconventional fiscal and monetary tools.

Coronavirus in the Labour Market
Opinions
Coronavirus in the Labour Market
April 14, 2020   |   Vladimir Gimpelson

The unconventional nature of the crisis requires unconventional measures. About one third of all jobs in Russia are at risk, and the main objective is to enable those who have lost their jobs and income to return to paid work quickly when the lockdown is lifted.

Russian Borrowers: Between Wants and Needs
Opinions
Russian Borrowers: Between Wants and Needs
April 13, 2020   |   Lyudmila Presnyakova

Most Russians believe that loans make their life tougher, but almost 50% of households have outstanding loans. Many borrow impulsively without regard to consequences, although the majority manage to pay them off.

Precarious Prosperity
Precarious Prosperity
January 10, 2020   |   Svetlana Mareeva, Ekaterina Slobodenyuk

Analysis of recent social changes in Russia shows that Russians are actively moving between income groups. However, it suggests a precariousness of even modest prosperity, rather than real accessibility of top income groups.

Bad Debts: Scenarios for Banks and Companies
Finance
Bad Debts: Scenarios for Banks and Companies
December 4, 2019   |   Mikhail Sukhov

Bad debts can be both a consequence of the borrower’s reduced financial circumstances and an instrument of unfair banking. Each of these problems has its regulatory solution but the key principle should be market responsibility of the owners and managers.

Bad Debts and Economic Growth
Finance
Bad Debts and Economic Growth
November 12, 2019   |   Ksenia Yudaeva

A sound banking system, a moderate bad debt level, prompt recognition of the problem which bad debts pose and dealing with them effectively, are essential preconditions of not only financial stability and depositor protection but also of economic growth.

Retirement Age Goes Up: Retro-analysis and a Look Forward
Opinions
Retirement Age Goes Up: Retro-analysis and a Look Forward
September 23, 2019   |   Evsey Gurvich

Putting off an increase in the retirement age has cost Russia cuts in spending on development and increased pressure on the workforce. The next step is to estimate how much the budget will gain from the reform and to find the most effective way to use this money.

Echoes of the Global Slowdown: Russia Won’t Be Watching from the Sidelines
Opinions
Echoes of the Global Slowdown: Russia Won’t Be Watching from the Sidelines
August 15, 2019   |   Dmitry Polevoy

Non-commodity exports have slumped, and their fall can no longer be offset by oil and gas. Demand for Russia’s goods is decreasing as its trade partners’ growth slows.

The Global Financial Market: Three Main Risks
Finance
The Global Financial Market: Three Main Risks
August 7, 2019   |   Dmitry Chernyadyev, Yulia Ushakova

The global economic slowdown is becoming a key threat to financial markets. The measures taken by central banks may prove insufficient to prevent a negative outcome.

Russia's National Priority Project in Housing: Problems and Risks
Russia's National Priority Project in Housing: Problems and Risks
July 22, 2019   |   Econs

The large-scale National Priority Project in housing has the potential to cause an accelerated increase in real estate prices, household debt, and banks’ credit risks. Moreover, explosive market growth could give way to a slump when the Project comes to an end.

How Inflation Targeting Affects Economic Growth
Opinions
Monetary Policy
How Inflation Targeting Affects Economic Growth
July 1, 2019   |   Philipp Kartaev

Inflation targeting might support economic growth by lowering inflation and volatility. However, monetary policy alone cannot drive growth.

Labor, Capital, and Technology: Estimation of Russia’s Potential Growth
Opinions
Labor, Capital, and Technology: Estimation of Russia’s Potential Growth
June 17, 2019   |   Natalia Orlova, Natalia Lavrova

Russia’s potential economic growth rate is estimated at 0.7-1.3%, depending on the calculation method. Total factor productivity (i.e. knowledge, technologies, innovations) contribution has been used up.

Finding the Boundaries of Well-being
Opinions
Finding the Boundaries of Well-being
June 17, 2019   |   Svetlana Mareeva

Analyses of poverty and well-being depend on the methods used to assess the social structure of society. The most suitable methods for Russia are methods applicable to developed countries – but the results of these methods show a decline in living standards.

Why Inequality Attracts Economists’ Attention, and What its Global Paradox is
Video
Why Inequality Attracts Economists’ Attention, and What its Global Paradox is

Dialogue Chain. Episode 1. Shlomo Weber, NES President, interviews Branko Milanovic, one of the world leading experts in income inequality.

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Six Facts about Stock Market Capitalisation
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