During his original tenure as proprietor of this space, Macro Man was often asked why he spent the time and effort to scribble his thoughts down with such regularity. Although it was tempting to reply in jest ("how else can I convince Mrs. Macro to let me dress up in my knock-off Superman suit?"), the real answer is that he got a lot more out of it than he put in. In other words, writing generated a startlingly high return on investment.
One of the ways in which it did so was the enforced rigor of constantly marking his views to market, lest they become outdated and subject him to public scorn. Naturally every macro punter, whether they write or not, should perform this exercise with regularity, and Macro Man endeavoured to do so over the past several years while he was under the radar. Nevertheless, there is nothing quite like the prospect of being pilloried and pelted with virtual tomatoes (or at least the odd scathing comment) to ensure that one's views are kept minty-fresh at all times.
Of course, Macro Man touched on this idea in the past, via the concept of the pink flamingo. However, while some flamingos were passed because their drivers had reached their sell-by date, others came under the cosh simply because of portfolio-level de-risking decisions, while maintaining their underlying validity. No, what Macro Man is getting at is the notion of a commonly-held idea (rather than position) that is perhaps not subjected to sufficient scrutiny by many of its adherents. A lazy consensus, if you will.
A lazy consensus can of course beget lazy positioning that remains entrenched even as the underlying drivers have changed. Perhaps you could consider them as the lazy sunbathers watching the pink flamingos walk by? In any event, it useful to consider which beaches the lazy sunbathers tend to frequent, for they are likely to leave plenty of diamonds (or at least fancy shells) on the sand when the tide goes out.
Given yesterday's discussion on NAIRU, it is perhaps worth investigating whether there are any lazy sunbathers forecasting US growth. It seems almost axiomatic that growth will accelerate after the snow-swept Q1, and to be honest Macro Man hasn't got a major beef with that claim. However, there seems to be a widely held belief that growth will accelerate to an above trend 3% and then stay there for the foreseeable future.
Now maybe this will happen....but then again, maybe it won't. In any case, just because the PhD community forecasts it is no guarantee that it will come to pass. Indeed, the empirical evidence would appear to suggest rather the contrary. Macro Man perused the last few years' consensus GDP forecasts, presented here as a time series. Readers are invited to determine whether they can spot a trend.
![](data:image/png;base64,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)
Now, as any investment disclaimer will tell you, past performance is no guarantee of future results. Just because the strasse has overestimated growth in the past does not mean they are doing it now. The fiscal restraint over the past few years was meaningful, as indeed was the caution engendered by the Flea Circus in Washington. The impact of both should be lower moving forward than they've been in the past. (Lest we rubbish the private sector unfairly, it should be observed that the Fed's track record has been, if anything, even worse:)
![](data:image/png;base64,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)
At the same time, 2013 saw a decent inventory build, so there could easily be some pushback on that front. That having been said, the latest revisions to the Q4 national accounts data have made the problem look less severe than first imagined. Nevertheless, a little composite leading indicator that Macro Man likes to use is more suggestive of trend (~2.25%) growth than the 3% forecast by the economics crowd.
![](data:image/png;base64,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Given the weight of history and poor seasonals, Macro Man would probably take the "under" on the consensus growth figures for the next few quarters and beyond. While it is probably too early to say with confidence that the bullish consensus is full of lazy sunbathers, the next time someone tells you how strong growth is going to be, you might want to break out the factor 50 just in case.
(Readers are naturally invited to nominate their own group of lazy sunbathers in the comments section.)
One of the ways in which it did so was the enforced rigor of constantly marking his views to market, lest they become outdated and subject him to public scorn. Naturally every macro punter, whether they write or not, should perform this exercise with regularity, and Macro Man endeavoured to do so over the past several years while he was under the radar. Nevertheless, there is nothing quite like the prospect of being pilloried and pelted with virtual tomatoes (or at least the odd scathing comment) to ensure that one's views are kept minty-fresh at all times.
Of course, Macro Man touched on this idea in the past, via the concept of the pink flamingo. However, while some flamingos were passed because their drivers had reached their sell-by date, others came under the cosh simply because of portfolio-level de-risking decisions, while maintaining their underlying validity. No, what Macro Man is getting at is the notion of a commonly-held idea (rather than position) that is perhaps not subjected to sufficient scrutiny by many of its adherents. A lazy consensus, if you will.
A lazy consensus can of course beget lazy positioning that remains entrenched even as the underlying drivers have changed. Perhaps you could consider them as the lazy sunbathers watching the pink flamingos walk by? In any event, it useful to consider which beaches the lazy sunbathers tend to frequent, for they are likely to leave plenty of diamonds (or at least fancy shells) on the sand when the tide goes out.
Given yesterday's discussion on NAIRU, it is perhaps worth investigating whether there are any lazy sunbathers forecasting US growth. It seems almost axiomatic that growth will accelerate after the snow-swept Q1, and to be honest Macro Man hasn't got a major beef with that claim. However, there seems to be a widely held belief that growth will accelerate to an above trend 3% and then stay there for the foreseeable future.
Now maybe this will happen....but then again, maybe it won't. In any case, just because the PhD community forecasts it is no guarantee that it will come to pass. Indeed, the empirical evidence would appear to suggest rather the contrary. Macro Man perused the last few years' consensus GDP forecasts, presented here as a time series. Readers are invited to determine whether they can spot a trend.
Now, as any investment disclaimer will tell you, past performance is no guarantee of future results. Just because the strasse has overestimated growth in the past does not mean they are doing it now. The fiscal restraint over the past few years was meaningful, as indeed was the caution engendered by the Flea Circus in Washington. The impact of both should be lower moving forward than they've been in the past. (Lest we rubbish the private sector unfairly, it should be observed that the Fed's track record has been, if anything, even worse:)
At the same time, 2013 saw a decent inventory build, so there could easily be some pushback on that front. That having been said, the latest revisions to the Q4 national accounts data have made the problem look less severe than first imagined. Nevertheless, a little composite leading indicator that Macro Man likes to use is more suggestive of trend (~2.25%) growth than the 3% forecast by the economics crowd.
Given the weight of history and poor seasonals, Macro Man would probably take the "under" on the consensus growth figures for the next few quarters and beyond. While it is probably too early to say with confidence that the bullish consensus is full of lazy sunbathers, the next time someone tells you how strong growth is going to be, you might want to break out the factor 50 just in case.
(Readers are naturally invited to nominate their own group of lazy sunbathers in the comments section.)
15 comments
Click here for commentsAnd meanwhile "Lazy Sunbathers" on Long Kiwi beach have just been drenched by a lactic wave of falling dairy prices.
ReplyRegarding fiscal pull-back and the stuff. What do you think of the causality? The common assumption seems to be that if not for the government then the growth would have been 2pp higher or whatever. But isn't a lazy sunbathers assumption? That is instead of starting with (fake numbers) 6% GDP deficit and going down to 3% deficit with total GDP growth of 2% in the end, why not to start with so to speak underlying natural -4% GDP growth to which government used to add +6% so that we end up with total 2%. Now, the government pushes only 3% of GDP growth and so the new result has to be around -1%.
ReplySo what comes first? Government & fiscal or private sector?
German credit and by transitivity German Banking stocks (see CBK this morning)
ReplyLong GBP when a U.K. property bubble is developing? U.K. house prices rose for 15th month in March -- dragged up by London where values climbed to more than 2x national average.
ReplyTalking about housing bubbles, commentary appears to have gone from "Property doom, we need prices to rise" to "Property bubble we need prices to fall" without passing through the nirvana of "property prices are just right, let's rejoice". Did that happen or was I asleep and missed it?
ReplyOff-topic but anyone else had their Liffe feeds forcefully delayed by ICE as they renegotiate contracts? Unacceptable behaviour you ask me.
ReplyWelcome back MM, and I certainly count myself in the new normal camp of lower growth. I am constantly (altho I should no longer be) amazed at how out of touch the PhD gang seems to be and how much their forecasts continue to be relied on.
JL
Ramapagingruss says:
ReplyI agree with your analysis, but you pick out the PhD crowd as being the lazy sunbathers. My bet would be the lazy shorts in treasuries. Everyone seems to still assume 3.5% on the 10 year - more likely moves to 2% in my view....
Here is my list of current assumptions, some are lazy and others are not
ReplyUS stock market doesnt have a deep correction without a recession. Since there is no imminent recession, buy stocks
Sell all hard commodities on lower China growth, increased production
Abenomics is OK, if you want to blow up your currency we will help by shorting your currency and buying stocks
Buy Modi and Widodo, sell Rousseff
on elections
China will muddle through, and they cant have a big credit event bc the financial system is closed
But I see the real Kool-Aid in the tech /bio tech sector now. For sure there are some great businesses and business models (a new must have app's economics are insane) but there appears to be no focus on sustainable business models anymore. Eyeballs/90's = Users/2010's. Biotech same thing. Assume your drug that treats a rare lung disease will be able to generate $60K per patient. Health care costs are unsustainably high, new technology = price pressure, IMO. The science is real in both fields but the numbers are not
LB's Lazy Sunbathers, at least for the time being:
ReplyDollar Longs
"Great Rotation" merchants
Treasury Shorts and YC Steepeners
Eastern Europe Bears
Muni Bears
ECB QE Cheerleaders
US Small Cap and Growth Stock Pumpers
China Crash Callers
How about a Q2 where "not much happens?". No crashes, no wars, no US escape velocity, no new QE initiatives..... it has been known, you know.
Could it be a Lazy Sunbather's assumption that the market is still on the whole lazily short in tsys and looking for 3.5% - a lot has changed since the beginning of the year and would take particularly deep pockets to wear both the price action and the painful carry... Would imagine a lot of short covering has already been done and positioning is far cleaner than it was a month or two ago.
ReplyVIX term structure...
Replyhttp://www.vixcentral.com/
SoGen "the period of low volatility is coming to an end"
http://tinyurl.com/leug8md
"..widely held belief that growth will accelerate to an above trend 3% and then stay there" -- really? Who thinks that? I'd put good money on trend being closer to 2 than 3, but I am not sure the market isn't also expecting 2.
ReplyAccording to my ECFC function on Bloomberg, the consensus forecast for 2015 is 3% (both mean and median)and close to that in 2016 (median of 3.00% and mean of 2.96%.) 83 observations for the former, 35 for the latter.
ReplyVive la difference between the market and the PhD's!
Yen Bears and it's not even close.
ReplyHaving not been in the markets long enough to have ever seen a economic cycle where the US truly led global growth, I often find myself deferring to the belief (which I think is prevalent amongst said sunbathers), that this is still a realistic possibility in this day and age.
ReplyThere are some very real challenges to growth this year, which are being explained away currently by the aforementioned belief in the primacy of US growth.
I have a great deal of sympathy for El-Erian's view about the uncertainty in the growth hand off from official support to genuine private sector growth.
Perhaps the hand applying sunscreen to the beachgoers is changing and they could find themselves exposed.