Guest economist, Saul Eslake looks at the current global shift by central banks in ‘advanced’ economies to increase inflation, rather than keep it down as seen in the past decade. He also details why tax cuts and Trump tariffs are likely to put the US under inflationary pressure this year
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By Saul Eslake
Over the past decade, the number one concern for central banks in ‘advanced’ economies has been low inflation. This has been both an intellectual and a practical challenge for central bankers whose pre-occupation for the three decades prior to the onset of the global financial crisis had been trying to keep inflation down, rather than the need to push it up. Hence the need to push interest rates down to previously unimaginable levels – below zero, in some cases – and keep them there for an extended period; and to develop a new suite of tools to expand the capacity of central banks to address hitherto unimagined obstacles.
But this phase in the history of central banking appears to be drawing to a close. As evidenced by:
- The US Federal Reserve has already raised its principal policy interest rate five times, and begun to unwind the expansion in its balance sheet that began during the initial stages of the GFC.
- Canada’s central bank has lifted interest rates three times since June last year
- The Bank of England implemented its first increase in interest rates since the GFC in November last year
- Almost certainly, the European Central Bank will soon foreshadow an end to its bond buying program, and begin its gradual return to more ‘normal’ interest rate levels, either later this year or early next year
- The Bank of Japan is likely to be the outlier amongst the central banks of large ‘advanced’ economies, maintaining the monetary policy settings instituted during the financial crisis and its aftermath.
This new phase is unfolding for three reasons.
First, there are some signs – albeit not, as yet, unambiguous or incontrovertible – that inflation is beginning to pick up from the historically very low levels of recent years.
Second, central banks are rightly concerned that the extended period of ultra-easy monetary policy has fostered inflated prices of a broad range of financial and real assets, increasing the risks of another financial crisis at some point in the future, if those policy settings were to stay for longer than required.
Third, central banks are acutely conscious that they currently have very little scope to respond to another financial crisis or economic downturn, were one to occur for any reason.
The signs that inflation is beginning to stir are perhaps clearest in the United States. That’s largely because the recovery has been in train longer in the US than in any other major ‘advanced’ economy.
Indeed, the current cycle, although unusually slow by historical standards, will next month become the second longest since at least the middle of the 19th century, surpassed only by the ten year expansion between March 1991 and March 2001.
Since May 2016, the US unemployment rate has been below 5% - the level traditionally regarded as consistent with ‘full employment’; and for the past four months has been at 4.1%, lower than at any time since 1969, apart from the last year of the record expansion that ended in 2001, see Figure 1. Broader measures of ‘under-employment’ in the US have also been below their long term averages for more than two years. US GDP has been above its ‘potential’ level, as estimated by the Congressional Budget Office, since the second half of last year see Figure 2.
US unemployment since 1948
Source: US Bureau of Labor Statistics
Figure 1
US ‘output gap’ since 1948
Note: The 'output gap' is the difference between actual and 'potential' GDP, potential GDP being the level of GDP when the economy is operating at 'full employment'.
Sources: US Congressional Budget Office; US Bureau of Economic Analysis
Figure 2
Not surprisingly, ‘upstream’ measures of price pressures, such as those contained in the monthly purchasing manager surveys, or the widely followed Philadelphia Fed Index, are now at their highest levels in eight years (see Figure 3, as is the official measure of ‘producer price’ inflation.
‘Upstream’ measures of US price inflation
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)
Note: ‘ISM surveys’ is the average of the ‘prices paid’ component of the manufacturing and services surveys. ‘Philadelphia Fed survey’ is the average of the ‘prices paid’ and ‘prices received’ components. Both expressed as three month moving averages.
Sources: US Institute of Supply Management; Federal Reserve Bank of Philadelphia.
Figure 3
New York Fed Underlying Inflation Gauge
![](data:image/png;base64,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)
Note: Series shown is the one from the 'full data set'.
Source: Federal Reserve Bank of New York
Figure 4
Moreover, there are at least two developments which are likely to add to inflationary pressures in the US this year.
1. US tax cuts
The first of these is the combination of tax cuts and spending increases implemented over the past few months, which from a cyclical perspective, is perhaps the most spectacularly ill-timed fiscal stimulus in living memory. These measures will boost aggregate demand much more than they will add to aggregate supply at a time when (as noted earlier) the US economy is at or beyond ‘full employment’. They will therefore boost inflation or the US current account deficit, or both, more than they will stimulate growth in real GDP.
2. Trump tariffs
The second is the large tariffs which the Trump Administration is seeking to impose on steel and aluminium – key inputs into a wide range of US manufactured goods – on top of those already imposed on imported timber, washing machines and solar panels, among other items.
Contrary to President Trump’s inaugural address assertion, ‘protection’ will not ‘lead to greater prosperity and strength’. Tariffs are not something a country makes foreigners pay in order to get their goods into that country. They are something a country makes its own citizens pay in order to keep foreign goods out of the country. These (and possibly other) tariff hikes will add to inflationary pressures, while doing little if anything to boost employment.
All of this means that not only is the Federal Reserve highly likely to raise its funds rate target another three times this year – as it has been foreshadowing since the third quarter of last year – but that the risks are increasingly tilted towards the Fed doing more than that.
Until very recently, the bond market has been dubious about the Fed’s stated intentions. They may have some more adjusting to do.
None of this means that Australia’s Reserve Bank will be under any pressure to raise rates sooner than it thinks is warranted on purely domestic grounds. On the contrary, many Australian forecasters – me included – have recently pushed back their expectations as to when the RBA might make its first upward move, in my case from August to November this year, as a result of persistent softness in both price and wage inflation. If other central banks, in particular the US Federal Reserve, raise their interest rates sooner or more often than currently expected, the RBA would delighted if that were to result in a lower AUD.
But Australian bond yields will still likely move in the same direction as their global counterparts, albeit in smaller increments. The time to go ‘long bonds’ in Australia may well come before the RBA is well and truly into its own hiking cycle – as it usually does – but we’re not there yet.
Saul Eslake, is a member of the panel of expert advisors to Australia’s Parliamentary Budget Office, which provides independent and non-partisan analysis of the budget cycle, fiscal policy and the financial implications of proposals to members of Australia’s national Parliament. Saul is also on the Advisory Board of Jamieson Coote Bonds. Visit his website www.saul-eslake.com