1887

OECD Economics Department Working Papers

Working papers from the Economics Department of the OECD that cover the full range of the Department’s work including the economic situation, policy analysis and projections; fiscal policy, public expenditure and taxation; and structural issues including ageing, growth and productivity, migration, environment, human capital, housing, trade and investment, labour markets, regulatory reform, competition, health, and other issues.

The views expressed in these papers are those of the author(s) and do not necessarily reflect those of the OECD or of the governments of its member countries.

English, French

Fan charts around GDP projections based on probit models of downturn risk

This paper describes a method for parameterising fan charts around GDP growth forecasts of the major OECD economies as well as the aggregate OECD. The degree of uncertainty – reflecting the overall spread of the fan chart – is based on past forecast errors, but the skew – reflecting whether risks are tilted to the downside – is derived from a probit model-based assessment of the probability of a future downturn.

This approach is applied to each of the G7 countries separately, with combinations of variables found to be useful in predicting future downturns at different horizons up to 8 quarters: at short horizons of 2-4 quarters, a flattening or inverted yield curve slope, recent sharp falls in house prices, share prices or credit; at longer horizons of 6-8 quarters, sustained strong growth in house prices, share prices and credit; and at all horizons, a tight labour market and rapid growth in OECD-wide (or in some cases euro-wide) house prices, share prices or credit. The in-sample fit of the probit models appears reasonably good for all G7 countries.

The predicted probabilities from the probit models provide a graduated assessment of downturn risk, which is reflected in the degree of skew in the fan chart. Fan charts computed on an out-of-sample basis around pre-crisis OECD forecasts published in June 2008 encompass the extreme outturns associated with the Global Financial Crisis for five of the G7 countries. A weakness of the approach is that, although it predicts a clear majority of past downturns, it will not predict atypical downturns. For example, in the current conjuncture, it is unlikely that current concerns about risks associated with Brexit, an escalation of trade tensions or spillovers from emerging markets would be picked up by the models. At the same time, a severe downturn triggered by such atypical events might be more severe if more typical risk factors are also high.

English

Keywords: recession, risk, downturn, uncertainty, economic forecasts, fan charts
JEL: E65: Macroeconomics and Monetary Economics / Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook / Studies of Particular Policy Episodes; E17: Macroeconomics and Monetary Economics / General Aggregative Models / General Aggregative Models: Forecasting and Simulation: Models and Applications; E01: Macroeconomics and Monetary Economics / General / Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts; E66: Macroeconomics and Monetary Economics / Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook / General Outlook and Conditions; E58: Macroeconomics and Monetary Economics / Monetary Policy, Central Banking, and the Supply of Money and Credit / Central Banks and Their Policies
This is a required field
Please enter a valid email address
Approval was a Success
Invalid data
An Error Occurred
Approval was partially successful, following selected items could not be processed due to error