Peter Tulip's web page

About me:

I am Senior Research Manager in the Economic Research Department of the Reserve Bank of Australia.

Before that, I worked at the US Federal Reserve Board of Governors, most recently as Senior Economist in the Macroeconomic and Quantitative Studies Section.


Contact details


CV (as of 2017)


Anticipatory Monetary Policy and the Price Puzzle (with James Bishop)

·         RBA Research Discussion Paper, May 2017

·         Abstract:
Vector autoregressions often find that inflation increases in response to a tightening in monetary policy, although standard macroeconomics predicts the opposite. This ‘price puzzle’ is commonly thought to reflect interest rates being tightened in anticipation of future inflation, reflecting information possessed by policymakers beyond that contained in the model. Romer and Romer (2004) and Cloyne and Hürtgen (2016) successfully remove the price puzzle from US and UK data, respectively, by purging the cash rate of systematic policy responses to central bank forecasts. We find that this approach does not work for Australia under a wide range of specifications. This suggests that VARs may not be the most reliable way to analyse monetary policy.

·         Data

 Gauging the Uncertainty of the Economic Outlook Using Historical Forecasting Errors: The Federal Reserve's Approach (with David Reifschneider)

·          FEDS working paper 2017-020

·         RBA Research Discussion Paper, February 2017

·         Abstract:
Since November 2007, the Federal Open Market Committee (FOMC) of the U.S. Federal Reserve has regularly published participants' qualitative assessments of the uncertainty attending their individual forecasts of real activity and inflation, expressed relative to that seen on average in the past. The benchmarks used for these historical comparisons are the average root mean squared forecast errors (RMSEs) made by various private and government forecasters over the past twenty years. This paper documents how these benchmarks are constructed and discusses some of their properties. We draw several conclusions. First, if past performance is a reasonable guide to future accuracy, considerable uncertainty surrounds all macroeconomic projections, including those of FOMC participants. Second, different forecasters have similar accuracy. Third, estimates of uncertainty about future real activity and interest rates are now considerably greater than prior to the financial crisis; in contrast, estimates of inflation accuracy have changed little. Finally, fan charts--constructed as plus-or-minus one RMSE intervals about the median FOMC forecast, under the expectation that future projection errors will be unbiased and symmetrically distributed, and that the intervals cover about 70 percent of possible outcomes--provide a reasonable approximation to future uncertainty, especially when viewed in conjunction with the FOMC's qualitative assessments. That said, an assumption of symmetry about the interest rate outlook is problematic if the expected path of the federal funds rate is expected to remain low.

·         Data


Okun's Law and Potential Output (with David Lancaster)

·          RBA Research Discussion Paper, December 2015

·         Abstract:
We find that Okun's law provides a simple and accurate means of understanding and predicting changes in the unemployment rate in Australia. Okun's law also implies a rate of output growth consistent with stable unemployment, called the growth of potential output. Our estimates of potential output growth are imprecise and fluctuate over time. A recent estimate is a bit below 3 per cent a year, with a +/− one standard error band covering the range 2½ to 3½ per cent. This is a percentage point or two below estimates from before the mid-1990s.

·         Data


The Effect of the Mining Boom on the Australian Economy

·         RBA Bulletin; December 2014

·         Abstract:
This article presents estimates of the effects of the mining boom using a macroeconometric model of the Australian economy. The mining boom is estimated to have boosted real per capita household disposable income by 13 per cent over the decade to 2013. The boom contributed to a large appreciation of the Australian dollar that has weighed on other industries exposed to trade, such as manufacturing and agriculture.


"The Effect of the Mining Boom on the Australian Economy" (with Peter Downes and Kevin Hanslow)

·         RBA Research Discussion Paper; August 2014

·         Abstract: 
This paper estimates the effects of the mining boom in Australia, using a large-scale structural macroeconometric model, AUS-M. We estimate that the mining boom boosted real per capita household disposable income by 13 per cent by 2013. The boom has contributed to a large appreciation of the Australian dollar that has weighed on other industries exposed to trade, such as manufacturing and agriculture. However, because manufacturing benefits from higher demand for inputs to mining, the deindustrialisation that sometimes accompanies resource booms -- the so-called "Dutch disease" -- has not been strong.

"Is Housing Overvalued?" (with Ryan Fox)

·         RBA Research Discussion Paper; July 2014

·         Press clips: The SMH (15/7/2014, p1); The AFR (15/7/2014, p1); the Age (9/7/2015, p1). The Smart Money supplement to the AFR did a special issue focusing on our paper on 19/7/2014. Here is the lead article.

·         Abstract: 
This paper examines whether it costs more to own a home or to rent. We argue this is a useful criterion for assessing housing overvaluation. We use a new Australian dataset, which includes prices and rents for matched properties, letting us value housing in levels. We find that if real house prices grow at their historical average pace, then owning a home is about as expensive as renting. If prices grow more slowly, as some forecasters predict, the framework used in this paper suggests that the average home buyer would be financially better off renting. We decompose house prices into contributions from rents, interest rates and expected capital gains, which may help policymakers in the detection of housing bubbles. Recent data do not show signs of a bubble.

"Fiscal Policy and the Inflation Target"

·         International Journal of Central Banking; June 2014, pp 63-96

·         Discussion by Johannes F. Wieland

·         RBA Research Discussion Paper; March 2014 (slightly longer version)

·         Abstract: 
Low interest rates in the United States have recently been accompanied by large fiscal stimulus.  However, discussions of monetary policy have neglected this fiscal activism, leading to over-estimates of the costs of the zero lower bound and, hence, of the appropriate inflation target.  To rectify this, I include counter-cyclical fiscal policy within a large-scale model of the US economy.  I find that fiscal activism can substitute for a high inflation target.  If fiscal policy behaves as it has recently, then an increase in the inflation target is not warranted, despite increased volatility of macroeconomic shocks.

·         Supporting material:

o   Fed staff memo on inflation targeting (Elmendorf et al, 2005)
"Considerations Pertaining to the Establishment of a Specific, Numerical, Price-Related Objective for Monetary Policy" memo to the US Federal Open Market Committee, by Doug Elmendorf, David Wilcox and others, January 21, 2005.
This memo can also be obtained by FOI request to the Board of Governors.

o   FRB/US equations (updated versions of this file are available from the Fed, on request).

o   FRB/US variable list


"Estimates of Uncertainty around the RBA's Forecasts" (with Stephanie Wallace)

·         Reserve Bank of Australia, Research Discussion Paper, 2012-07 (link to paper and data)  

·         Abstract:
We use past forecast errors to construct confidence intervals and other estimates of uncertainty around the Reserve Bank of Australia's forecasts of key macroeconomic variables. Our estimates suggest that uncertainty about forecasts is high. We find that the RBA's forecasts have substantial explanatory power for the inflation rate but not for GDP growth.


"Has the Economy Become More Predictable?  Changes in Greenbook Forecast Accuracy"

·         Journal of Money, Credit and Banking, Vol 41, No 6 (September 2009) pp1217- 1231. (gated link)

·         FEDS working paper 2005-31

·         Data


Gauging the Uncertainty of the Economic Outlook from Historical Forecasting Errors (with Dave Reifschneider)

·         FEDS working paper 2007-60

·         Version of August 2008 (shorter, updated)

Financing Higher Education (with Bruce Chapman)

·         in Peterson, Baker, McGaw (editors) International Encyclopedia of Education, Elsevier,2010 vol 4 pp 499-506

·         CEPR Discussion Paper 574

"Do minimum wages raise the NAIRU ?"

·           B. E. Journal of Macroeconomics, 2004, Vol. 4: No. 1, Article 7.

·         An ungated link to the paper (400KB pdf )

·         Data

·         FEDS working paper, August 2000 (166KB pdf ) ;  Data  

·         The Economist says nice things about the paper, Economic Focus of February 1, 2001


OECD Working Papers and Survey Chapters

·         ''Financing Higher Education in the United States,'' No 584 (2007).

·         ''Primary and Secondary Education in the United States'' (with Gregory Wurzburg), No 585 (2007).

·         ''Financial Markets in Iceland,'' No 549 (2006).

·         Potential Employment, Chapter 2 of Survey of the United States, 2007

·         Monetary Policy, Chapter 2 of Survey of Iceland, 2006

·         Greg Mankiw is impressed by the 2007 US Survey


 "Polynomial Adjustment Costs in FRB/US" with Flint Brayton and Morris Davis

"Equilibrium unemployment with staggered wages"  Draft of July 2000