INTERVIEW
25 August 2022
Leadership in times of crisis
I firmly believe in the virtue of diversity – not only of gender but also of thought and skills – to understand the complexity of today’s challenges, says President Lagarde in an interview with Madame Figaro. She also talked about leadership during crises and other topics.
Interview
SPEECH
27 August 2022
Monetary policy and the Great Volatility
The risk of high inflation becoming entrenched in expectations is uncomfortably high, says Executive Board member Isabel Schnabel at the Jackson Hole Symposium. To reduce this risk, central banks must act forcefully to bring inflation back to target quickly.
Speech
THE ECB BLOG
10 August 2022
The ECB Blog
Topics for upcoming posts include the impact of price changes by gender and the benefits of explaining inflation targets. Subscribe to receive new posts in your inbox as they are released.
Subscribe- 31 August 2022
- STATISTICS ON EURO AREA INSURANCE CORPORATIONSAnnexes
- 31 August 2022
- STATISTICS ON EURO AREA INSURANCE CORPORATIONS
- 30 August 2022
- WEEKLY FINANCIAL STATEMENTEnglishOTHER LANGUAGES (22) +Annexes
- 30 August 2022
- WEEKLY FINANCIAL STATEMENT - COMMENTARY
- 26 August 2022
- MONETARY DEVELOPMENTS IN THE EURO AREAAnnexes
- 26 August 2022
- MONETARY DEVELOPMENTS IN THE EURO AREA
- 25 August 2022
- MONETARY POLICY ACCOUNTRelated
- 21 July 2022
- MONETARY POLICY DECISIONEnglishOTHER LANGUAGES (23) +
- 23 August 2022
- WEEKLY FINANCIAL STATEMENTEnglishOTHER LANGUAGES (22) +Annexes
- 23 August 2022
- WEEKLY FINANCIAL STATEMENT - COMMENTARY
- 29 August 2022
- Remarks for high-level panel “High Inflation and Other Challenges for Monetary Policy” by Philip R. Lane, Member of the Executive Board of the ECB, Annual Meeting 2022 of the Central Bank Research Association (CEBRA), Barcelona
- 27 August 2022
- Speech by Isabel Schnabel, Member of the Executive Board of the ECB, at the Jackson Hole Economic Policy Symposium organised by the Federal Reserve Bank of Kansas City, Jackson Hole, Wyoming
- 23 August 2022
- Presentation by Fabio Panetta, Member of the Executive Board of the ECB, at the Annual Congress of the European Economic Association at Bocconi University in Milan
- 18 August 2022
- Presentation by Isabel Schnabel, Member of the Executive Board of the ECB, at Hochschule der Deutschen Bundesbank
- 21 July 2022
- Christine Lagarde, President of the ECB, Luis de Guindos, Vice-President of the ECB, Frankfurt am Main, 21 July 2022EnglishOTHER LANGUAGES (23) +
- 25 August 2022
- Interview with Christine Lagarde, President of the ECB, conducted by Morgane Miel on 13 July 2022 and published on 25 August 2022
- 18 August 2022
- Interview with Isabel Schnabel, Member of the Executive Board of the ECB, conducted by Balazs Koranyi and Frank Siebelt on 16 August 2022
- 29 July 2022
- Interview with Luis de Guindos, Vice-President of the ECB, conducted by Tõnis Oja on 25 July
- 16 June 2022
- Interview with Isabel Schnabel, Member of the Executive Board of the ECB, conducted by Dein Spiegel on 19 May 2022
- 16 June 2022
- Interview with Luis de Guindos, Vice-President of the ECB, conducted by Maria Vasileiou
- 24 August 2022
- Communication with the general public matters for monetary policy. Although it is hard for central banks to reach out to the wider public, a recent study shows that explaining the inflation target and the ECB strategy to consumers can enhance its credibility.Details
- JEL Code
- E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
- 10 August 2022
- As part of our monetary policy strategy review we adopted a new symmetric 2% inflation target. One year on, we examine how the strategy review has helped anchor financial analysts’ inflation expectations. We also show that recent policy normalisation is grounded in our strategy.Details
- JEL Code
- E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
e31 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Price Level, Inflation, Deflation
- 28 July 2022
- Non-immigrants in the euro area are on average better off than immigrants in terms of wages and wealth. These differences can cause immigrants to react differently to economic shocks and changing financial conditions. As economic inequality matters for monetary policy transmission, the ECB Blog takes a closer look.
- 23 July 2022
- Raising interest rates is a landmark moment on our journey towards lower inflation, writes President Christine Lagarde in The ECB Blog.EnglishOTHER LANGUAGES (15) +
- 13 July 2022
- It is our responsibility to preserve the integrity of the monetary and payment systems, write President Christine Lagarde and Executive Board member Fabio Panetta. A digital euro could play a decisive role in this endeavour.
- 22 August 2022
- WORKING PAPER SERIES - No. 2716Details
- Abstract
- We estimate the euro area output gap by applying the Beveridge-Nelson decomposition based on a large Bayesian vector autoregression. Our approach incorporates multivariate information through the inclusion of a wide range of variables in the analysis and addresses data issues associated with the COVID-19 pandemic. The estimated output gap lines up well with the CEPR chronology of the business cycle for the euro area and we find that hours worked, more than the unemployment rate, provides the key source of information about labor utilization in the economy, especially in pinning down the depth of the output gap during the COVID-19 recession when the unemployment rate rose only moderately. Our findings suggest that labor market adjustments to the business cycle in the euro area occur more through the intensive, rather than extensive, margin.
- JEL Code
- C18 : Mathematical and Quantitative Methods→Econometric and Statistical Methods and Methodology: General→Methodological Issues: General
E17 : Macroeconomics and Monetary Economics→General Aggregative Models→Forecasting and Simulation: Models and Applications
E32 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Business Fluctuations, Cycles
- 22 August 2022
- SURVEY OF MONETARY ANALYSTS
- 18 August 2022
- WORKING PAPER SERIES - No. 2715Details
- Abstract
- We analyse the effectiveness of optimal simple and implementable monetary and fiscal policy rules in stabilising economic activity, inflation and government debt in face of an occasionally binding lower bound on the nominal interest rate in a New Keynesian model. We show that, within the traditional assignment of active monetary policy and passive fiscal policy, the optimal fiscal policy rule features a strong counter-cyclical response to the deviation of inflation from the central bank’s target - providing significant macroeconomic stabilisation especially at the lower bound - while also featuring a strong response to government debt. Our quantitative results show that the optimal counter-cyclical fiscal feedback to inflation significantly improves welfare and reduces the lower-bound frequency. In addition, the optimal simple monetary and fiscal rules almost completely resolve the deflationary bias associated with the lower bound.
- JEL Code
- E31 : Macroeconomics and Monetary Economics→Prices, Business Fluctuations, and Cycles→Price Level, Inflation, Deflation
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E61 : Macroeconomics and Monetary Economics→Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook→Policy Objectives, Policy Designs and Consistency, Policy Coordination
E62 : Macroeconomics and Monetary Economics→Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook→Fiscal Policy
- 18 August 2022
- WORKING PAPER SERIES - No. 2714Details
- Abstract
- This paper studies monetary policy strategies under endogenous technology dynamics and low r*. Endogenous growth strengthens the gains from make-up strategies relative to inflation targeting, especially if policy space is reduced. This result is due to the long-run non-neutrality of money and the hysteresis effects in TFP through which ELB episodes generate permanent scars on long-run aggregate supply. Make-up strategies not only foster the alignment of inflation with target but also support productivity-improving investment in R&D and technology adoption and hence the long-run trend path, provided that the inherent make-up element is sufficiently pronounced. Inflation is less responsive to monetary policy due to the interaction with productivity dynamics. As a result, additional stimulus is required at the ELB and the degree of subsequent overshooting is alleviated. Endogenous growth also generates novel monetary policy trade-offs, most notably credibility challenges, which can be mitigated by confining make-up elements to ELB episodes.
- 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
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
O30 : Economic Development, Technological Change, and Growth→Technological Change, Research and Development, Intellectual Property Rights→General
- 16 August 2022
- WORKING PAPER SERIES - No. 2713Details
- Abstract
- This paper provides a structured overview of the burgeoning literature on the economics of CBDC. We document the economic forces that shape the rise of digital money and review motives for the issuance of CBDC. We then study the implications for the financial system and discuss of a number of policy issues and challenges. While the academic literature broadly echoes policy makers’ concerns about bank disintermediation and financial stability risks, it also provides conditions under which such adverse effects may not materialize. We also point to several knowledge gaps that merit further work, including data privacy and the study of end‐user preferences for attributes of digital payment methods.
- JEL Code
- E41 : Macroeconomics and Monetary Economics→Money and Interest Rates→Demand for Money
E42 : Macroeconomics and Monetary Economics→Money and Interest Rates→Monetary Systems, Standards, Regimes, Government and the Monetary System, Payment Systems
E51 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Money Supply, Credit, Money Multipliers
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
G21 : Financial Economics→Financial Institutions and Services→Banks, Depository Institutions, Micro Finance Institutions, Mortgages - Network
- Discussion papers
- 16 August 2022
- WORKING PAPER SERIES - No. 2712Details
- Abstract
- A safe asset is of high credit quality, retains its value in bad times, and is traded in liquid markets. We show that bonds issued by the European Union (EU) are widely considered to be of high credit quality, and that their yield spread over German Bunds remained contained during the 2020 Covid-19 pandemic recession. Recent issuances and taps under the EU’s SURE and NGEU initiatives helped improve EU bonds' market liquidity from previously low levels, also reducing liquidity risk premia. Eurosystem purchases and holdings of EU bonds did not impair market liquidity. Currently, one obstacle to EU bonds achieving a genuine euro-denominated safe asset status, approaching that of Bunds, lies in the one-off, time-limited nature of the EU’s Covid-19-related policy responses.
- JEL Code
- E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
G12 : Financial Economics→General Financial Markets→Asset Pricing, Trading Volume, Bond Interest Rates
H63 : Public Economics→National Budget, Deficit, and Debt→Debt, Debt Management, Sovereign Debt
- 15 August 2022
- WORKING PAPER SERIES - No. 2711Details
- Abstract
- What is the impact of stress tests on bank stock prices? To answer this question we study the impact of the publication of the EU-wide stress tests in 2014, 2016, 2018, and 2021 on the first (λ) and second (δ) moment of equity returns. First, we study the effect of the disclosure of stress tests on (cumulative) excess/abnormal returns through a one-factor market model. Second, we study whether both returns and volatility of bank stock prices changes upon the disclosure of stress tests through a structural GARCH model, developed by Engle and Siriwardane (2018). Our results suggest that the publication of stress tests provides new information to markets. Banks performing poorly in stress tests experience, on average, a reduction in returns and an increase in volatility, while the reverse holds true for banks performing well. Banks performing moderately have rather a small effect on both mean and variance process. Our findings are corroborated by the observed rank correlation between bank abnormal returns or equity volatility and stress test performance, which experiences a steady increase after each publication event. These results suggest that the publication of stress tests improves price discrimination between 'good' and 'bad' banks, which can be interpreted as a certification role of the stress tests in the stock market.
- JEL Code
- G11 : Financial Economics→General Financial Markets→Portfolio Choice, Investment Decisions
G14 : Financial Economics→General Financial Markets→Information and Market Efficiency, Event Studies, Insider Trading
G21 : Financial Economics→Financial Institutions and Services→Banks, Depository Institutions, Micro Finance Institutions, Mortgages
G28 : Financial Economics→Financial Institutions and Services→Government Policy and Regulation
- 15 August 2022
- WORKING PAPER SERIES - No. 2710Details
- Abstract
- We study third-party loan guarantees in a model in which lenders can screen, learn loan quality over time and can sell loans before maturity when in need of liquidity. Loan guarantees improve market liquidity and reduce lending standards, with a positive overall welfare effect. Guarantees improve the average quality of non-guaranteed loans traded and thus the market liquidity of these loans due to both selection and commitment. Because of this positive pecuniary externality, guarantees are insufficient and should be subsidized. Our results contribute to a debate about reforming government-sponsored mortgage guarantees by Fannie Mae and Freddie Mac.
- JEL Code
- G01 : Financial Economics→General→Financial Crises
G21 : Financial Economics→Financial Institutions and Services→Banks, Depository Institutions, Micro Finance Institutions, Mortgages
G28 : Financial Economics→Financial Institutions and Services→Government Policy and Regulation
- 12 August 2022
- WORKING PAPER SERIES - No. 2709Details
- Abstract
- Between 2000 and 2007, the gender gap in earnings in the US real estate sector increased, especially in local markets where house prices appreciated relatively more. Firm frictions and the presence of small children in the household do not explain the widening of the gender gap, while sorting on entry and gender identity in relative income do. First, the industry attracted relatively more females with no prior experience, especially in booming local housing markets. Second, labor supply increased relatively more for experienced males with at least some college education who earn less than their spouses.
- JEL Code
- J16 : Labor and Demographic Economics→Demographic Economics→Economics of Gender, Non-labor Discrimination
L85 : Industrial Organization→Industry Studies: Services→Real Estate Services
O18 : Economic Development, Technological Change, and Growth→Economic Development→Urban, Rural, Regional, and Transportation Analysis, Housing, Infrastructure
- 12 August 2022
- WORKING PAPER SERIES - No. 2708Details
- Abstract
- This paper investigates the relationship between central bank (reverse) auctions and bill market liquidity. The analysis includes data on the purchases of bills in the auctions by the Dutch Central Bank under the European Central Bank’s Pandemic Emergency Purchase Programme (PEPP). The results indicate that auctions contribute to smooth market functioning. Two findings stand out. First, by purchasing bills using auctions rather than bilaterally, the central bank increases the bid-to-cover ratio at bill issuance, especially in times of stress. Second, bills are offered at larger sizes and lower prices in central bank auctions near primary issuance.
- JEL Code
- E42 : Macroeconomics and Monetary Economics→Money and Interest Rates→Monetary Systems, Standards, Regimes, Government and the Monetary System, Payment Systems
E44 : Macroeconomics and Monetary Economics→Money and Interest Rates→Financial Markets and the Macroeconomy
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
G12 : Financial Economics→General Financial Markets→Asset Pricing, Trading Volume, Bond Interest Rates
- 11 August 2022
- WORKING PAPER SERIES - No. 2707Details
- Abstract
- Globalisation has a major impact on the levels and distribution of wealth. The financial markets are highly integrated, and valuations of financial assets follow international patterns, which has contributed to large increases in financial wealth over the past 25 years. Nonetheless, this has not led to an equally large increase in property income because the rates of return have decreased during the same era. Moreover, changes in functional income distribution (capital/labour shares) have not been fully transmitted to the distribution of primary income between households because other institutional sectors – particularly the government sector – hold considerable amounts of financial assets. At least in the short term, the decrease in rates of return seems to contradict claims that, due to an increase in both financial and inherited wealth, we are entering an era of increasing income inequality. In this article, the link between financial wealth and pre-tax household income distribution is scrutinised for three European countries using a conceptually fully consistent macro framework. First, national balance sheets are combined with the related income flows. After this, income flows that are not property income but are considered part of national income (e.g., wages and salaries) are added, the national income flows are broken down by institutional sector and the household sector income flows separated. Finally, distributional household micro data are used to break down the aggregate household sector income flows by income decile. The article utilises this framework to analyse the evolution of rates of return and capital and labour shares as well as how the property income flows created by financial wealth have affected household primary income distribution.
- JEL Code
- D10 : Microeconomics→Household Behavior and Family Economics→General
D31 : Microeconomics→Distribution→Personal Income, Wealth, and Their Distributions
D32 : Microeconomics→Distribution
E21 : Macroeconomics and Monetary Economics→Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy→Consumption, Saving, Wealth
G51 : Financial Economics
- 11 August 2022
- WORKING PAPER SERIES - No. 2706Details
- Abstract
- We show that dealer market power impedes the pass-through of monetary policy in repo markets, which is an important first stage of monetary policy transmission. In the European repo market, most participants do not have access to trade on centralized exchanges. Rather, they rely on OTC intermediation by a small number of dealers that exhibit significant market power. As a result, the passthrough of the ECB’s policy rate to the majority of non-dealer banks and non-banks is inefficient and unequal in repo markets. Our estimates imply that a secured funding facility like the Fed’s RRP may alleviate dealer market power and improve the transmission efficiency of monetary policy to banks and non-bank financial institutions.
- JEL Code
- E4 : Macroeconomics and Monetary Economics→Money and Interest Rates
E5 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit
G2 : Financial Economics→Financial Institutions and Services
- 10 August 2022
- OTHER PUBLICATION
- 10 August 2022
- WORKING PAPER SERIES - No. 2705Details
- Abstract
- Parliamentary hearings are a fundamental tool to hold independent central banks accountable. However, it is not clear what type of information central banks provide when they communicate with parliaments compared to other existing information channels. In this article, we address this question by comparing the communication of the European Central Bank (ECB) in parliamentary hearings to its communication in the regular press conferences that follow monetary policy decisions. Using text analysis on the ECB President’s introductory statements in parliamentary hearings and press conferences from 1998 to 2021, we show that the ECB uses parliamentary hearings to discuss topics that are less covered in press conferences. We also find that the ECB’s policy stance in the hearings tends to reflect the stance in press conferences, and that the degree of language complexity is similar in the two fora. These findings support the view that the ECB mainly uses parliamentary hearings to further explain policy decisions first presented at press conferences but also to put them in a broader context.
- JEL Code
- E02 : Macroeconomics and Monetary Economics→General→Institutions and the Macroeconomy
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies - Network
- Discussion papers
- 10 August 2022
- WORKING PAPER SERIES - No. 2704Details
- Abstract
- We present a quantitative model of deposit insurance. We characterize the policymaker’s optimal choices of coverage for depositors and premiums raised from banks. Premiums contribute to a deposit insurance fund that lowers taxpayers’ resolution cost of bank failures. We find that risk-adjusted premiums reduce moral hazard, enabling the policymaker to increase deposit insurance coverage by 3 percentage points and decrease the share of expected annual bank failures from 0.66% to 0.16%. The model predicts a fund-to-covered-deposits ratio that matches the data and declines in taxpayers’ income due to taxpayers’ risk aversion.
- JEL Code
- G21 : Financial Economics→Financial Institutions and Services→Banks, Depository Institutions, Micro Finance Institutions, Mortgages
G28 : Financial Economics→Financial Institutions and Services→Government Policy and Regulation - Network
- ECB Lamfalussy Fellowship Programme
- 9 August 2022
- WORKING PAPER SERIES - No. 2703Details
- Abstract
- Recent research has argued that the COVID-19 shock has also brought about a reallocation shock. We examine the evidence for such an occurrence in the United States, taking a broad perspective. We first consider micro data from CPS and JOLTS; there is no noticeable uptick in occupation or sector switches, nor churn, either at the aggregate level or the cross-section, or when broken down by firms’ size. We then examine whether mismatch unemployment has risen as a result of the pandemic; using an off-the-shelf multisector search and matching model, there is little evidence for an important role for mismatch in driving the elevated unemployment rate. Finally, we employ a novel Bayesian SVAR framework with sign restrictions to identify a reallocation shock; we find that it has played a relatively minor role in explaining labor market patterns in the pandemic, at least relative to its importance in earlier episodes.
- 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
J63 : Labor and Demographic Economics→Mobility, Unemployment, Vacancies, and Immigrant Workers→Turnover, Vacancies, Layoffs
- 9 August 2022
- WORKING PAPER SERIES - No. 2702Details
- Abstract
- Macroprudential policies should strengthen the banking sector throughout the financial cycle. However, while bank credit growth is used to capture cyclical exuberance and calibrate buffer requirements, it depends on potentially heterogeneous dynamics on the borrower and lender side. By decomposing credit growth into a common component and components capturing heterogeneity in supply and demand à la Amiti and Weinstein, 2018 applied on the euro area credit register ("AnaCredit"), we can inform the policy debates in two ways. Ex ante, we introduce a framework mapping the decomposition to different types of macroprudential instruments, specifically broad vs. targeted measures. Ex post, we also show that the resulting decomposition can be used to assess the effectiveness of adopted measures on credit supply or demand. We find evidence that buffer releases and credit guarantees increased bank credit supply during the COVID-19 pandemic and interacted positively with banks' profitability.
- JEL Code
- E58 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Central Banks and Their Policies
E52 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Monetary Policy
E44 : Macroeconomics and Monetary Economics→Money and Interest Rates→Financial Markets and the Macroeconomy
G21 : Financial Economics→Financial Institutions and Services→Banks, Depository Institutions, Micro Finance Institutions, Mortgages
- 8 August 2022
- WORKING PAPER SERIES - No. 2701Details
- Abstract
- We develop a two-sector incomplete markets integrated assessment model to analyze the effectiveness of green quantitative easing (QE) in complementing fiscal policies for climate change mitigation. We model green QE through an outstanding stock of private assets held by a monetary authority and its portfolio allocation between a clean and a dirty sector of production. Green QE leads to a partial crowding out of private capital in the green sector and to a modest reduction of the global temperature by 0.04 degrees of Celsius until 2100. A moderate global carbon tax of 50 USD per tonne of carbon is 4 times more effective.
- JEL Code
- E51 : Macroeconomics and Monetary Economics→Monetary Policy, Central Banking, and the Supply of Money and Credit→Money Supply, Credit, Money Multipliers
E62 : Macroeconomics and Monetary Economics→Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook→Fiscal Policy
Q54 : Agricultural and Natural Resource Economics, Environmental and Ecological Economics→Environmental Economics→Climate, Natural Disasters, Global Warming
- 8 August 2022
- WORKING PAPER SERIES - No. 2700Details
- 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
- 8 August 2022
- OTHER PUBLICATION
Interest rates
| Marginal lending facility | 0.75 % |
| Main refinancing operations (fixed rate) | 0.50 % |
| Deposit facility | 0.00 % |
Inflation rate
Inflation dashboardExchange rates
| USD | US dollar | 1.0000 | |
| JPY | Japanese yen | 138.72 | |
| GBP | Pound sterling | 0.86035 | |
| CHF | Swiss franc | 0.9796 |
Financial stability
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