Vincent Labhard

Economics

Division: Supply Side, Labour and Surveillance
Current Position: Principal Economist
Fields of interest: Mathematical and Quantitative Methods,Macroeconomics and Monetary Economics,Other Special Topics
Email: vincent.labhard@ecb.europa.eu

Biography

Other current responsibilities: 2003-
Member of Euro Area Business Cycle Network (EABCN), former Member of Steering Committee of EABCN; 1999-
Referee for ECB Forum on Central Banking, Focus on European Economic Integration, Empirical Economics, Journal of Forecasting, International Journal of Forecasting, Journal of Money, Credit and Banking, European Central Bank Working Paper Series, Applied Economics Quarterly, Economic and Social Research Council, Empirical Economics, Focus on European Economic Integration, European Central Bank Working Paper Series, Bank of England Working Paper Series, Oxford Bulletin of Economics and Statistics
Education: 1995-1998
PhD (International Economics / International Relations), Graduate Institute of International Studies, Geneva, Switzerland; 1992-1995
Diploma of advanced studies (International Economics / International Relations), Graduate Institute of International Studies, Geneva, Switzerland; 1987-1992
Diploma (Economics), University of Hamburg, Germany
Professional experience: 2020-2023
Principal Economist - Division Supply Side, Labour and Surveillance, Directorate General Economics, European Central Bank; 2017-2019
Senior Economist - Division Supply Side, Labour and Surveillance, Directorate General Economics, European Central Bank; 2014-2017
Senior Economist - Division Country Surveillance, Directorate General Economics, European Central Bank; 2006-2013
Senior Economist - Division EU Countries, Directorate General Economics, European Central Bank; 2004-2006
Economist - Conjunctural Assessment and Projections Division, Bank of England, London, UK; 1999-2004
Economist - International Economic Analysis Division, Bank of England, London, UK; 1999-1999
Economist - Economic Analysis Division, United Nations Economic Commission for Europe, Geneva, Switzerland
Teaching experience: 1996-1997
International Macroeconomics/Trade Theory and Policy/Economic Statistics - United Nations Economic Commission for Europe, Geneva, Switzerland; 1993-1997
Macroeconomics/International Macroeconomics - Graduate Institute of International Studies, Geneva, Switzerland; 1992-1992
Computer Science - Universität Hamburg, Germany

ECB publications

27 February 2024

OCCASIONAL PAPER SERIES - No. 340

The impact of climate change and policies on productivity

English

Abstract: The impact of climate change on European Union (EU) countries and regions is poised to exhibit considerable diversity, influenced by factors encompassing average temperature, sectoral composition, developmental stages, and adaptation endeavours. The transition towards a more climate-friendly economy demands a well-orchestrated approach to mitigate enduring productivity costs. This shift will have varied implications for businesses, contingent upon their scale, access to financial resources, and capacity for innovation. The formulation of transition policies holds the potential to foster green innovation without displacing other initiatives, yet stringent climate regulations might impede the productivity ascent of pollutant-emitting enterprises. It will thus take time to reap the benefits of innovation. The efficacy of the policy mix is of critical importance in determining the trajectory of success. Market-driven mechanisms exhibit milder distortions compared to non-market-based strategies, though they may not inherently stimulate innovation. Significantly, subsidies earmarked for green research and development (R&D) emerge as a pivotal instrument for fostering innovation, thus constituting a vital component of the policy repertoire during the green transition. The implementation of transition policies will inevitably trigger a substantial reallocation of resources among and within sectors, potentially carrying short-term adverse ramifications. Notably, considerable productivity disparities exist between top and bottom emitters within specific industries. The transition period poses a risk to a substantial proportion of firms and can erode employment opportunities, with a likely decline in new ventures within affected sectors.
JEL Code: D24 : Microeconomics→Production and Organizations→Production, Cost, Capital, Capital, Total Factor, and Multifactor Productivity, Capacity
L52 : Industrial Organization→Regulation and Industrial Policy→Industrial Policy, Sectoral Planning Methods
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O38 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Government Policy
Q54 : Agricultural and Natural Resource Economics, Environmental and Ecological Economics→Environmental Economics→Climate, Natural Disasters, Global Warming
Q58 : Agricultural and Natural Resource Economics, Environmental and Ecological Economics→Environmental Economics→Government Policy

27 February 2024

OCCASIONAL PAPER SERIES - No. 339

Digitalisation and productivity

English

Abstract: The productivity-enhancing effects of digitalisation have generated increased interest in the promotion of digital technologies. This report provides different estimations for euro area countries of the impact of digital uptake on productivity at firm level, showing that the adoption of digital technologies could lead to an increase in firms’ productivity in the medium term. However, not all firms and sectors experience significant productivity gains from digital adoption, and not all digital technologies deliver significant productivity gains. The report highlights possible factors behind the low productivity benefits of digitalisation in euro area countries. For example, a lack of strong institutions and governance structures may help to explain why digital diffusion is slower than expected, why it is slower in some countries than others and why the expected productivity benefits from digitalisation have not been fully achieved by now. Furthermore, the report suggests that the full benefits of the digital revolution will be reaped by properly supplying skills to firms and also by investing in computerised information in low-productivity firms.
JEL Code: D24 : Microeconomics→Production and Organizations→Production, Cost, Capital, Capital, Total Factor, and Multifactor Productivity, Capacity
E24 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Employment, Unemployment, Wages, Intergenerational Income Distribution, Aggregate Human Capital
E22 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Capital, Investment, Capacity
J24 : Labor and Demographic Economics→Demand and Supply of Labor→Human Capital, Skills, Occupational Choice, Labor Productivity
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O38 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Government Policy
C67 : Mathematical and Quantitative Methods→Mathematical Methods, Programming Models, Mathematical and Simulation Modeling→Input?Output Models

28 September 2022

WORKING PAPER SERIES - No. 2735

Digitalisation, institutions and governance, and growth: mechanisms and evidence

English

Abstract: Digitalisation may be viewed as a sequence of supply and technology shocks aﬀecting the economy through productivity and output, employment and labour markets, competition and market structure. This paper focuses on the eﬀects of digitalisation on economic growth, and how those eﬀects may be impacted by institutions and governance. It discusses a number of theoretical mechanisms and empirical evidence for diﬀerent sets of European and other countries. The results suggest that better institutions and governance tend to be associated with greater growth-enhancing eﬀects from digital technologies.
JEL Code: E22 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Capital, Investment, Capacity
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O43 : Economic Development, Technological Change, and Growth→Economic Growth and Aggregate Productivity→Institutions and Growth
O52 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Europe
O57 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Comparative Studies of Countries

8 August 2022

WORKING PAPER SERIES - No. 2700

Cross-country cross-technology digitalisation: a Bayesian hierarchical model perspective

English

Abstract: In this article, we present a new perspective on forecasting technology adoption, focused on the extensive margin of adoption of multiple digital technologies in multiple countries. We do this by applying a Bayesian hierarchical structure to the seminal model of technology diffusion. After motivating the new perspective and the choices of priors, we apply the resulting framework to a cross-continental data set for EU and OECD countries and different digital technologies adopted by either households/individuals or by businesses. The results illustrate that the Bayesian hierarchical structure may be used to assess and predict both the adoption process and the uncertainty surrounding the data, and is robust to the use of alternative priors. They point to heterogeneity across countries and across technologies, mostly in the timing of adoption and, although to a lesser extent, the steady-state adoption rate once technologies are fully diffused. This suggests that characteristics of countries and technologies matter for technology diffusion.
JEL Code: C11 : Mathematical and Quantitative Methods→Econometric and Statistical Methods and Methodology: General→Bayesian Analysis: General
C52 : Mathematical and Quantitative Methods→Econometric Modeling→Model Evaluation, Validation, and Selection
C53 : Mathematical and Quantitative Methods→Econometric Modeling→Forecasting and Prediction Methods, Simulation Methods
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O57 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Comparative Studies of Countries

1 July 2022

WORKING PAPER SERIES - No. 2675

Digitalisation, Institutions and Governance, and Diffusion: Mechanisms and Evidence

English

Abstract: Digitalisation can be described as a sequence of technology and supply shocks which affect the economy through employment and labour markets, productivity and output, and competition and market structure. This paper focuses on how digitalisation - the process of diffusion of digital technologies - is affected by institutions and governance. It discusses a number of theoretical mechanisms and empirical evidence for different sets of European and other countries. The results indicate that a higher quality of institutions is usually associated with both a greater speed of diffusion and a greater spread of digital technologies. The results also suggest that there are large, policy-relevant differences in the diffusion process depending on the level of development as well as the state of technological change of a country.
JEL Code: E02 : Macroeconomics and Monetary Economics→General→Institutions and the Macroeconomy
O11 : Economic Development, Technological Change, and Growth→Economic Development→Macroeconomic Analyses of Economic Development
O31 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Innovation and Invention: Processes and Incentives
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O57 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Comparative Studies of Countries

21 September 2021

OCCASIONAL PAPER SERIES - No. 268

Key factors behind productivity trends in EU countries

English

Abstract: The aim of this report is to foster a better understanding of past trends in, and drivers of, productivity growth in the countries of the European Union (EU) and of the interplay between productivity and monetary policy. To this end, a group of experts from 15 national central banks and the European Central Bank (ECB) joined forces and pooled data and expertise for more than 18 months to produce the report. Group members drew on the extensive research already conducted on productivity growth, including within the European System of Central Banks and in the context of the review of the ECB’s monetary policy strategy, and worked together to conduct new analyses.
JEL Code: D22 : Microeconomics→Production and Organizations→Firm Behavior: Empirical Analysis
D24 : Microeconomics→Production and Organizations→Production, Cost, Capital, Capital, Total Factor, and Multifactor Productivity, Capacity
D61 : Microeconomics→Welfare Economics→Allocative Efficiency, Cost?Benefit Analysis
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O47 : Economic Development, Technological Change, and Growth→Economic Growth and Aggregate Productivity→Measurement of Economic Growth, Aggregate Productivity, Cross-Country Output Convergence
O52 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Europe

21 September 2021

OCCASIONAL PAPER SERIES - No. 266

Digitalisation: channels, impacts and implications for monetary policy in the euro area

English

Abstract: The digitalisation workstream report analyses the degree of digital adoption across the euro area and EU countries and the implications of digitalisation for measurement, productivity, labour markets and inflation, as well as more recent developments during the coronavirus (COVID-19) pandemic and their implications. Analysis of these key issues and variables is aimed at improving our understanding of the implications of digitalisation for monetary policy and its transmission. The degree of digital adoption differs across the euro area/EU, implying heterogeneous impacts, with most EU economies currently lagging behind the United States and Japan. Rising digitalisation has rendered price measurement more challenging, owing to, among other things, faster changes in products and product quality, but also new ways of price setting, e.g. dynamic or customised pricing, and services that were previously payable but are now “free”. Despite the spread of digital technologies, aggregate productivity growth has decreased in most advanced economies since the 1970s. However, it is likely that without the spread of digital technologies the productivity slowdown would have been even more pronounced, and the recent acceleration in digitalisation is likely to boost future productivity gains from digitalisation. Digitalisation has spurred greater automation, with temporary labour market disruptions, albeit unevenly across sectors. The long-run employment effects of digitalisation can be benign, but its effects on wages and labour share depend on the structure of the economy and its labour market institutions. The pandemic has accelerated the use of teleworking: roughly every third job in the euro area/EU is teleworkable, although there are differences across countries. ...
JEL Code: E24 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Employment, Unemployment, Wages, Intergenerational Income Distribution, Aggregate Human Capital
E31 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Price Level, Inflation, Deflation
E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O57 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Comparative Studies of Countries

21 September 2021

OCCASIONAL PAPER SERIES - No. 263

The implications of globalisation for the ECB monetary policy strategy

English

Abstract: This paper assesses how globalisation has shaped the economic environment in which the ECB operates and discusses whether this warrants adjustments to the monetary policy strategy. The paper first looks at how trade and financial integration have evolved since the last strategy review in 2003. It then examines the effects of these developments on global productivity growth, the natural interest rate (r*), inflation trends and monetary transmission. While trade globalisation initially boosted productivity growth, this effect may be waning as trade integration slows and market contestability promotes a winner-takes-all environment. The impact of globalisation on r* has been ambiguous: downward pressures, fuelled by global demand for safe assets and an increase in the propensity to save against a background of rising inequality, are counteracted by upward pressures, from the boost to global productivity associated with greater trade integration. Headline inflation rates have become more synchronised globally, largely because commodity prices are increasingly determined by global factors. Meanwhile, core inflation rates show a lower degree of commonality. Globalisation has made a rather modest contribution to the synchronised fall in trend inflation across countries and contributed only moderately to the reduction in the responsiveness of inflation to changes in activity. Regarding monetary transmission, globalisation has made the role of the exchange rate more complex by introducing new mechanisms through which it affects financial conditions, real activity and price dynamics. Against the background of this discussion, the paper then examines the implications for the ECB’s monetary policy strategy. In doing so, it asks two questions. How is the ECB’s economic and monetary analysis affected by globalisation? And how does globalisation influence the choice of the ECB’s monetary policy objective and instruments? ...
JEL Code: E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
F42 : International Economics→Macroeconomic Aspects of International Trade and Finance→International Policy Coordination and Transmission
F44 : International Economics→Macroeconomic Aspects of International Trade and Finance→International Business Cycles
F62 : International Economics→Economic Impacts of Globalization→Macroeconomic Impacts
F65 : International Economics→Economic Impacts of Globalization→Finance

6 January 2021

ECONOMIC BULLETIN - ARTICLE

The digital economy and the euro area

Economic Bulletin Issue 8, 2020

English

Abstract: Digitalisation – the diffusion of digital technologies, leading to a digital economy is “virtually everywhere”. It transforms economies, making it an important issue from a central banking perspective. Some of the key effects of digitalisation relevant to monetary policy relate to output and productivity, labour markets, wages and prices. This article summarises and updates the evidence on the euro area and the EU digital economy. This article also takes a closer look at the impact of the coronavirus (COVID-19) pandemic on the digital economy, both in the short term and beyond.
JEL Code: E22 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Capital, Investment, Capacity
E24 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Employment, Unemployment, Wages, Intergenerational Income Distribution, Aggregate Human Capital
E31 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Price Level, Inflation, Deflation
E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O52 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Europe

29 June 2020

OCCASIONAL PAPER SERIES - No. 244

Virtually everywhere? Digitalisation and the euro area and EU economies

English

Abstract: Digitalisation can be viewed as a major supply/technology shock affecting macroeconomic aggregates that are important for monetary policy, such as output, productivity, investment, employment and prices. This paper takes stock of developments in the digital economy and their possible impacts across the euro area and European Union (EU) economies. It also compares how these economies fare relative to other major economies such as that of the United States. The paper concludes that: (i) there is significant country heterogeneity across the EU in terms of the adoption of digital technologies, and most EU countries are falling behind competitors, particularly the United States; (ii) digitalisation is affecting the economy through a number of channels, including productivity, employment, competition and prices; (iii) digitalisation raises productivity and lowers prices, similarly to other supply/technology shocks; (iv) this has implications for monetary policy and its transmission; and (v) structural and other policies may need to be adapted for the euro area and EU countries to fully reap the potential gains from digitalisation, while maintaining inclusiveness.
JEL Code: E22 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Capital, Investment, Capacity
E24 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Employment, Unemployment, Wages, Intergenerational Income Distribution, Aggregate Human Capital
E31 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Price Level, Inflation, Deflation
E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
O33 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→Technological Change: Choices and Consequences, Diffusion Processes
O52 : Economic Development, Technological Change, and Growth→Economywide Country Studies→Europe

3 November 2014

OCCASIONAL PAPER SERIES - No. 156

Potential output from a euro area perspective

English

Abstract: This paper reviews potential output from a euro area perspective by summarising the developments according to international institutions and assessing the impact of the crisis. The paper also considers the methodological basis for potential output estimates, and the high degree of uncertainty that surrounds them. Although it is too early to see the full effects of structural reforms implemented since 2007/08, further structural reforms are needed to support euro area potential growth, especially in view of the negative impact that population ageing is expected to have on potential growth in the future.
JEL Code: E23 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Production
E25 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Aggregate Factor Income Distribution
E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
E37 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Forecasting and Simulation: Models and Applications
O49 : Economic Development, Technological Change, and Growth→Economic Growth and Aggregate Productivity→Other

13 May 2009

WORKING PAPER SERIES - No. 1051

Are more data always better for factor analysis? Results for the euro area, the six largest euro area countries and the UK

English

Abstract: Factor based forecasting has been at the forefront of developments in the macroeconometric forecasting literature in the recent past. Despite the flurry of activity in the area, a number of specification issues such as the choice of the number of factors in the forecasting regression, the benefits of combining factor-based forecasts and the choice of the dataset from which to extract the factors remain partly unaddressed. This paper provides a comprehensive empirical investigation of these issues using data for the euro area, the six largest euro area countries, and the UK.
JEL Code: C10 : Mathematical and Quantitative Methods→Econometric and Statistical Methods and Methodology: General→General
C15 : Mathematical and Quantitative Methods→Econometric and Statistical Methods and Methodology: General→Statistical Simulation Methods: General
C53 : Mathematical and Quantitative Methods→Econometric Modeling→Forecasting and Prediction Methods, Simulation Methods

31 July 2004

OCCASIONAL PAPER SERIES - No. 19

Sectoral specialisation in the EU: a macroeconomic perspective

English

Abstract: This paper analyses trends in sectoral specialisation in the EU and concludes the following: 1) The European production structure appears more homogenous than that of the US. 2) While sectoral specialisation has shown a slight increase in some smaller euro area countries towards the end-1990s, it is too early to detect any potential impact of EMU. 3) Despite some changes in sectoral composition, the business cycles of euro area countries became more synchronised over the 1990s, which may be seen as reassuring from the point of view of the single monetary policy. 4) Sectoral re-allocation accounts for as much as 50% of the increase in labour productivity growth in business sector services in the euro area. 5) The slowdown of European labour productivity growth relative to the US since the mid-1990s is explained by a stronger performance in the US wholesale and retail trade, financial intermediation and high-tech manufacturing sectors.
JEL Code: E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
E22 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Capital, Investment, Capacity
E23 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Production
E24 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Employment, Unemployment, Wages, Intergenerational Income Distribution, Aggregate Human Capital

External publications

2022

SUERF Policy Brief

Nothing spreads like technology