Turning Words into Numbers: Measuring News Media Coverage of Shortages Staff Discussion Paper 2023-8 Lin Chen, Stephanie Houle We develop high-frequency, news-based indicators using natural language processing methods to analyze news media texts. Our indicators track both supply (raw, intermediate and final goods) and labour shortages over time. They also provide weekly time-varying topic narratives about various types of shortages. Content Type(s): Staff research, Staff discussion papers Topic(s): Coronavirus disease (COVID-19), Econometric and statistical methods, Monetary policy and uncertainty, Recent economic and financial developments JEL Code(s): C, C5, C55, C8, C82, E, E3, E37
Social Learning and Monetary Policy at the Effective Lower Bound Staff Working Paper 2020-2 Jasmina Arifovic, Alex Grimaud, Isabelle Salle, Gauthier Vermandel This research develops a model in which the economy is directly influenced by how pessimistic or optimistic economic agents are about the future. The agents may hold different views and update them as new economic data become available. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Central bank research, Credibility, Economic models, Monetary policy, Monetary policy communications JEL Code(s): C, C8, C82, E, E3, E32, E5, E52
GDP by Industry in Real Time: Are Revisions Well Behaved? Staff Analytical Note 2018-40 Patrick Rizzetto The monthly data for real gross domestic product (GDP) by industry are used extensively in real time both to ground the Bank of Canada’s monitoring of economic activity and in the Bank’s nowcasting tools, making these data one of the most important high-frequency time series for Canadian nowcasting. Content Type(s): Staff research, Staff analytical notes Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods JEL Code(s): C, C5, C53, C8, C82, E, E0, E01
Assessing Vulnerabilities in Emerging-Market Economies Staff Discussion Paper 2018-13 Tatjana Dahlhaus, Alexander Lam This paper introduces a new tool to monitor economic and financial vulnerabilities in emerging-market economies. We obtain vulnerability indexes for several early warning indicators covering 26 emerging markets from 1990 to 2017 and use them to monitor the evolution of vulnerabilities before, during and after an economic or financial crisis. Content Type(s): Staff research, Staff discussion papers Topic(s): International topics, Monetary and financial indicators, Recent economic and financial developments JEL Code(s): C, C8, C82, F, F3, F34, G, G0, G01, G1, G15
Assessing the Business Outlook Survey Indicator Using Real-Time Data Staff Discussion Paper 2017-5 Lise Pichette, Marie-Noëlle Robitaille Every quarter, the Bank of Canada conducts quarterly consultations with businesses across Canada, referred to as the Business Outlook Survey (BOS). A principal-component analysis conducted by Pichette and Rennison (2011) led to the development of the BOS indicator, which summarizes survey results and is used by the Bank as a gauge of overall business sentiment. Content Type(s): Staff research, Staff discussion papers Topic(s): Business fluctuations and cycles, Regional economic developments JEL Code(s): C, C5, C53, C8, C82, E, E3, E37
Extracting Information from the Business Outlook Survey Using Statistical Approaches Staff Discussion Paper 2012-8 Lise Pichette Since the autumn of 1997, the regional offices of the Bank of Canada have conducted quarterly consultations with businesses across Canada. These consultations, summarized in the Business Outlook Survey (BOS), are structured around a survey questionnaire that covers topics of importance to the Bank, notably business activity, pressures on production capacity, prices and inflation, and credit conditions. Content Type(s): Staff research, Staff discussion papers Topic(s): Business fluctuations and cycles, Regional economic developments JEL Code(s): C, C4, C43, C8, C82, E, E3, E37
Money and Credit Factors Staff Working Paper 2006-3 Paul Gilbert, Erik Meijer The authors introduce new measures of important underlying macroeconomic phenomena that affect the financial side of the economy. Content Type(s): Staff research, Staff working papers Topic(s): Credit and credit aggregates, Econometric and statistical methods, Monetary aggregates JEL Code(s): C, C4, C43, C8, C82, E, E5, E51
Dynamic Factor Analysis for Measuring Money Staff Working Paper 2003-21 Paul Gilbert, Lise Pichette Technological innovations in the financial industry pose major problems for the measurement of monetary aggregates. The authors describe work on a new measure of money that has a more satisfactory means of identifying and removing the effects of financial innovations. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Monetary aggregates, Monetary and financial indicators JEL Code(s): C, C4, C43, C8, C82, E, E5, E51
GAUSS™ Programs for the Estimation of State-Space Models with ARCH Errors: A User's Guide Staff Working Paper 2000-2 Maral Kichian State-space models have long been popular in explaining the evolution of various economic variables. This is mainly because they generally have more economic content than do others in their class of parsimonious models (for example, VARs). Yet, in spite of their advantages, use of these models until recently was limited by the assumption that all […] Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods JEL Code(s): C, C3, C32, C8, C82, C87, C89