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Can Central Bankers Become Superforecasters?

From a new post by Aakash Mankodi and Tim Pike:

“Tetlock and Gardner’s acclaimed work on Superforecasting provides a compelling case for seeing forecasting as a skill that can be improved, and one that is related to the behavioural traits of the forecaster. These so-called Superforecasters have in recent years been pitted against experts ranging from U.S intelligence analysts to participants in the World Economic Forum, and have performed on par or better by accurately predicting the outcomes of a broad range of questions. Sounds like music to a central banker’s ears? In this post, we examine the traits of these individuals, compare them with economic forecasting and draw some related lessons. We conclude that considering the principles and applications of Superforecasting can enhance the work of central bank forecasting.

[…]

With continuous forecasting challenges on the horizon in coming years, perhaps it is an opportune time to incorporate these ideas in the central banking sphere. Economic forecasting will always be an imperfect science. So while it is unlikely that a major shock such as the global financial crisis would have been averted by improving the accuracy of forecasting efforts in these ways, we believe the lessons learnt through the experiment of Superforecasting have a lot to offer to take forecasting a step forward in that direction.  Potentially over time, we might be able to create a next generation of central bank Superforecasters.”

From a new post by Aakash Mankodi and Tim Pike:

“Tetlock and Gardner’s acclaimed work on Superforecasting provides a compelling case for seeing forecasting as a skill that can be improved, and one that is related to the behavioural traits of the forecaster. These so-called Superforecasters have in recent years been pitted against experts ranging from U.S intelligence analysts to participants in the World Economic Forum,

Read the full article…

Posted by at 9:10 AM

Labels: Forecasting Forum

The time series figures for the most basic of business cycle macro analyses: What is to be explained and accounted for

From Brad DeLong:

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F2

 

F3

 

F4

 

F5

 

Continue here.

From Brad DeLong:

F1

 

F2

 

F3

 

F4

 

F5

 

Continue here.

Read the full article…

Posted by at 7:37 AM

Labels: Macro Demystified

Economic Forecasts with the Yield Curve

From the Federal Reserve Bank of San Francisco:

“Forecasting future economic developments is a tricky business, but the term spread has a strikingly accurate record for forecasting recessions. Periods with an inverted yield curve are reliably followed by economic slowdowns and almost always by a recession. While the current environment appears unique compared with recent economic history, statistical evidence suggests that the signal in the term spread is not diminished. These findings indicate concerns about the scenario of an inverting yield curve. Any forecasts that include such a scenario as the most likely outcome carry the risk that an economic slowdown might follow soon thereafter.”

 

Figure 1
The term spread and recessions

2018-07-1

Note: Gray bars indicate NBER recession dates.

 

Figure 2
Estimated probabilities of recession based on term spread

2018-07-2

Note: Gray bars indicate NBER recession dates.

 

From the Federal Reserve Bank of San Francisco:

“Forecasting future economic developments is a tricky business, but the term spread has a strikingly accurate record for forecasting recessions. Periods with an inverted yield curve are reliably followed by economic slowdowns and almost always by a recession. While the current environment appears unique compared with recent economic history, statistical evidence suggests that the signal in the term spread is not diminished.

Read the full article…

Posted by at 9:46 AM

Labels: Macro Demystified

Forecasts in Times of Crises

From a new IMF working paper:

“Financial crises pose unique challenges for forecast accuracy. Using the IMF’s Monitoring of Fund Arrangement (MONA) database, we conduct the most comprehensive evaluation of IMF forecasts to date for countries in times of crises. We examine 29 macroeconomic variables in terms of bias, efficiency, and information content to find that IMF forecasts add substantial informational value as they consistently outperform naive forecast approaches. However, we also document that there is room for improvement: two thirds of the key macroeconomic variables that we examine are forecast inefficiently and 6 variables (growth of nominal GDP, public investment, private investment, the current account, net transfers, and government expenditures) exhibit significant forecast bias. Forecasts for low-income countries are the main drivers of forecast bias and inefficiency, reflecting perhaps larger shocks and lower data quality. When we decompose the forecast errors into their sources, we find that forecast errors for private consumption growth are the key contributor to GDP growth forecast errors. Similarly, forecast errors for non-interest expenditure growth and tax revenue growth are crucial determinants of the forecast errors in the growth of fiscal budgets. Forecast errors for balance of payments growth are significantly influenced by forecast errors in goods import growth. The results highlight which macroeconomic aggregates require further attention in future forecast models for countries in crises.”

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From a new IMF working paper:

“Financial crises pose unique challenges for forecast accuracy. Using the IMF’s Monitoring of Fund Arrangement (MONA) database, we conduct the most comprehensive evaluation of IMF forecasts to date for countries in times of crises. We examine 29 macroeconomic variables in terms of bias, efficiency, and information content to find that IMF forecasts add substantial informational value as they consistently outperform naive forecast approaches. However,

Read the full article…

Posted by at 10:57 PM

Labels: Forecasting Forum

Significant Shifts in Malaysian Labor Market

The latest IMF report on Malaysia says the “Malaysia’s economy and its labor market have undergone significant shifts in the last three decades. The labor market is now more urban and has a higher share of female workers and workers with tertiary education. Employment has kept pace with labor supply, keeping the unemployment rate stable for more than a decade. Meanwhile, reliance on non–citizen workers has also increased against the backdrop of slower growth in citizen population. Continuing with its economic transformation, Malaysia aspires to achieve high–income status, with a labor market that is ready for the economy of the future: a market that can support more female workers, more skilled jobs, and a higher labor productivity growth.”Capture

The latest IMF report on Malaysia says the “Malaysia’s economy and its labor market have undergone significant shifts in the last three decades. The labor market is now more urban and has a higher share of female workers and workers with tertiary education. Employment has kept pace with labor supply, keeping the unemployment rate stable for more than a decade. Meanwhile, reliance on non–citizen workers has also increased against the backdrop of slower growth in citizen population.

Read the full article…

Posted by at 5:15 PM

Labels: Inclusive Growth

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