Macro Man would like to thank all who extended such a warm welcome upon his return to the financial blogosphere yesterday. It was nice to see a number of familiar names in the comments section; he can only hope that they bear with him as he settles back into the routine of writing for public consumption again.
Janet Yellen gave a speech yesterday in which she appeared to push back ever so slightly against the apparently hawkish message delivered a couple of weeks ago. That's a nuanced interpretation, and one in which Macro Man may be trying to read too much to confirm prior views. But let's give it a go anyways.
The money line, as far as he could make out, was Yellen's comment that her estimate of NAIRU is "now between 5.2 percent and 5.6 percent." If you need any confirmation that Yellen's on the dovish side of the FOMC, this was it, as the center point of her range (5.4%) was below that of the committee at large (5.6%.) But how realistic is her assessment?
Although the Fed no longer makes public its estimates of NAIRU, the Philly Fed has a plethora of historical data on its website, including historical estimates of NAIRU based on the prevailing models from a given Greenbook. The data is, to be honest, a bit of a mess, and difficult to distill in an elegant fashion. The chart below shows all model datapoints since 1960, with the prevailing unemployment rate on the X axis and the corresponding NAIRU estimate on the y axis. The area approximating Yellen's current forecast is highlighted by the arrow.
![](data:image/png;base64,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)
There are a few interesting points to distill from this analysis:
1) Yellen's NAIRU is very much on the low side of those observations occurring with an unemployment similar to the current one.
2) The model that most closely fits with Yellen's current NAIRU estimate is from August 2006; in other words, she evidently believes that the structure of the labour market has not changed a whit since the crisis. Readers are invited to decide for themselves whether this is a realistic conclusion
3) One thing that Macro Man can say for certain is that NAIRU is not 6.7%. Did you know that the last quarter to average a 6.7% unemployment rate was in 1949? (For reference, the average unemployment rate since 1948 has been 5.82%, above the central tendency of Fed NAIRU estimates.)
Point 2 above is particularly relevant to Monday's speech, as Yellen took pains to point out reasons why much of the current unemployment is cyclical rather than structural. Among the arguments employed were the low level of wage growth. While it is certainly true that wage growth is below long-term norms, it is somewhat disingenuous to suggest that it has been stagnant. Indeed, private sector wage growth (the only type she has any power whatsoever to impact) has accelerated smartly over the past eighteen months, and now rests above the average level that prevailed when the past two Fed tightening cycles commenced.
![](data:image/png;base64,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)
At the same time, Yellen herself noted that payroll growth has risen a resounding 41 months in a row. Indeed, smoothed private sector job growth looks, if anything, a bit stronger than it did during the last expansion:
![](data:image/png;base64,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)
So.....job growth has been solid and wages are accelerating. Friday's payroll figure is widely expected to show robust job growth, partially as a catch-up to the miserable winter-affected results from December and January. How are we left?
With a central banker that is very probably over-estimating the degree of controllable labour market slack in the economy (government jobs, like finance, ain't gonna grow like they used to for quite some time) and suggesting that rates will rise only gradually one they start.
Hmmmm....Macro Man loves the smell of policy error in the morning. But how does one play it now with any degree of safety? Front markets have already repriced to a degree after the March FOMC and have reached a critical layer of support. One could easily make an argument for the next 20 ticks in EDM6 in either direction.
While the market currently has a case of "six month fever", Macro Man would suggest that the risks to the consensus timing of a June lift-off are heavily skewed towards later rather than earlier. Ditching QE was a decision that was fairly easy to rally round, particularly in the context of the guidance that was then in place. Even so, the FOMC looks set to spread it out over the better part of a year to mitigate the negative impact of weaning markets off of monetary methadone.
While the exact definition of "considerable period" is, ahem, inexact, we do of course have the precedent of the previous FOMC tightening cycle. The Greenspan Fed inserted referred to a "considerable period" in August 2003, decided it could be "patient" in January 2004, assumed that policy accommodation could be removed at a "measured" pace in May, and tightened in June. If you're keeping score at home, that's a 10 month "considerable period."
Assuming that QE wraps up in October, that would imply lift-off in August 2015. Somehow, Macro Man could see a Yellen Fed rounding up to September (and then hiking in October and December as well.)
Given the implication of an underestimated NAIRU, however, he finds the notion that the Fed would engage in an on-again/off-again, hike-every-other-meeting tap dance to be a load of old rubbish. History strongly suggests that monetary policy is highly inertial, meaning that it takes a lot to change the existent policy path.
So a trade that Macro Man quite likes for this combination of circumstances (possible later lift-off in 2015, but a steady skein of hikes thereafter) is a simple EDM5/Z5/M6 butterfly, selling the wings and buying the belly. In doing so, you're essentially betting that LIBOR rates will rise more in 1H16 than in 2H15. At the current retail price of -8, you're not risking a lot, as it seems highly dubious that the market will move to price rates moving more next year than in the first half of 2016.
Meanwhile, this specific fly was in the high teens in late December when EDZ5 was at current levels...and the generic (pictured above) was at -25! Indeed, from current pricing you could probably risk 6 ticks to make close to 20- that's a pretty good ratio, particularly when you consider that it rolls positively about 3 ticks over the quarter.
Obviously things could get a bit spicy come Friday, so retaining some firepower to sell closer to -5 is probably in order. Either way, something tells Macro Man that this trade is more likely to be a winner than Yellen's call on NAIRU.
Janet Yellen gave a speech yesterday in which she appeared to push back ever so slightly against the apparently hawkish message delivered a couple of weeks ago. That's a nuanced interpretation, and one in which Macro Man may be trying to read too much to confirm prior views. But let's give it a go anyways.
The money line, as far as he could make out, was Yellen's comment that her estimate of NAIRU is "now between 5.2 percent and 5.6 percent." If you need any confirmation that Yellen's on the dovish side of the FOMC, this was it, as the center point of her range (5.4%) was below that of the committee at large (5.6%.) But how realistic is her assessment?
Although the Fed no longer makes public its estimates of NAIRU, the Philly Fed has a plethora of historical data on its website, including historical estimates of NAIRU based on the prevailing models from a given Greenbook. The data is, to be honest, a bit of a mess, and difficult to distill in an elegant fashion. The chart below shows all model datapoints since 1960, with the prevailing unemployment rate on the X axis and the corresponding NAIRU estimate on the y axis. The area approximating Yellen's current forecast is highlighted by the arrow.
There are a few interesting points to distill from this analysis:
1) Yellen's NAIRU is very much on the low side of those observations occurring with an unemployment similar to the current one.
2) The model that most closely fits with Yellen's current NAIRU estimate is from August 2006; in other words, she evidently believes that the structure of the labour market has not changed a whit since the crisis. Readers are invited to decide for themselves whether this is a realistic conclusion
3) One thing that Macro Man can say for certain is that NAIRU is not 6.7%. Did you know that the last quarter to average a 6.7% unemployment rate was in 1949? (For reference, the average unemployment rate since 1948 has been 5.82%, above the central tendency of Fed NAIRU estimates.)
Point 2 above is particularly relevant to Monday's speech, as Yellen took pains to point out reasons why much of the current unemployment is cyclical rather than structural. Among the arguments employed were the low level of wage growth. While it is certainly true that wage growth is below long-term norms, it is somewhat disingenuous to suggest that it has been stagnant. Indeed, private sector wage growth (the only type she has any power whatsoever to impact) has accelerated smartly over the past eighteen months, and now rests above the average level that prevailed when the past two Fed tightening cycles commenced.
At the same time, Yellen herself noted that payroll growth has risen a resounding 41 months in a row. Indeed, smoothed private sector job growth looks, if anything, a bit stronger than it did during the last expansion:
So.....job growth has been solid and wages are accelerating. Friday's payroll figure is widely expected to show robust job growth, partially as a catch-up to the miserable winter-affected results from December and January. How are we left?
With a central banker that is very probably over-estimating the degree of controllable labour market slack in the economy (government jobs, like finance, ain't gonna grow like they used to for quite some time) and suggesting that rates will rise only gradually one they start.
Hmmmm....Macro Man loves the smell of policy error in the morning. But how does one play it now with any degree of safety? Front markets have already repriced to a degree after the March FOMC and have reached a critical layer of support. One could easily make an argument for the next 20 ticks in EDM6 in either direction.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhT7cTSt6KyJ5wGCEBMqKzHE_eY7Drff-MZb4x4136eJaxP_nRBHaDVDk3vTi2nArFHyPijNrOZ8voZkntJTEAfs80-aq1FV9sOIWsDa_XPDCXqIgxW4ad2jGDDymUuh_EUGpNp/s1600/sg2014033165721.gif)
While the market currently has a case of "six month fever", Macro Man would suggest that the risks to the consensus timing of a June lift-off are heavily skewed towards later rather than earlier. Ditching QE was a decision that was fairly easy to rally round, particularly in the context of the guidance that was then in place. Even so, the FOMC looks set to spread it out over the better part of a year to mitigate the negative impact of weaning markets off of monetary methadone.
While the exact definition of "considerable period" is, ahem, inexact, we do of course have the precedent of the previous FOMC tightening cycle. The Greenspan Fed inserted referred to a "considerable period" in August 2003, decided it could be "patient" in January 2004, assumed that policy accommodation could be removed at a "measured" pace in May, and tightened in June. If you're keeping score at home, that's a 10 month "considerable period."
Assuming that QE wraps up in October, that would imply lift-off in August 2015. Somehow, Macro Man could see a Yellen Fed rounding up to September (and then hiking in October and December as well.)
Given the implication of an underestimated NAIRU, however, he finds the notion that the Fed would engage in an on-again/off-again, hike-every-other-meeting tap dance to be a load of old rubbish. History strongly suggests that monetary policy is highly inertial, meaning that it takes a lot to change the existent policy path.
So a trade that Macro Man quite likes for this combination of circumstances (possible later lift-off in 2015, but a steady skein of hikes thereafter) is a simple EDM5/Z5/M6 butterfly, selling the wings and buying the belly. In doing so, you're essentially betting that LIBOR rates will rise more in 1H16 than in 2H15. At the current retail price of -8, you're not risking a lot, as it seems highly dubious that the market will move to price rates moving more next year than in the first half of 2016.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgs4cgFpnOHkb9-F9oOtnBq6eON3EM3wLSYFdGHM51-1C0Zx1SOH8qhRrEnxSK4y13bvuwHjVX5oSrV96hCMZUybzokNEzuoRWHGihAAurtr0gFa-xd7p1meZ6CpHVwBgq4TzsS/s1600/ed579.gif)
Meanwhile, this specific fly was in the high teens in late December when EDZ5 was at current levels...and the generic (pictured above) was at -25! Indeed, from current pricing you could probably risk 6 ticks to make close to 20- that's a pretty good ratio, particularly when you consider that it rolls positively about 3 ticks over the quarter.
Obviously things could get a bit spicy come Friday, so retaining some firepower to sell closer to -5 is probably in order. Either way, something tells Macro Man that this trade is more likely to be a winner than Yellen's call on NAIRU.
19 comments
Click here for commentsMM,
Replyso good to have you back.
I mostly stopped reading during the TMM days, but kept it in the rss feedlist out of fondness for its MM past.
So I'm very happy to see your witty self back at the helm.
--Q
To me it seems that this "cycle" so far seems to be driven by corporate investments, if not actual than at least expectations. I definitely do not see it in retail sales or government spending. Investments are good. But them alone ... unsustainable for much longer. So for rates to start pushing ever higher in 2016, what macro story do you have in your pocket besides NAIRU?
ReplyMm, pay attention to your privacy!!! So you're betting on autocorrelation of rate hikes..
ReplyHope you're keeping well. I miss you!!
ReplyMake sure you drop me a line when you're back "home"....or pvt msg when you get a mo'...
Cassie
Welcome back from a long time reader. TMM did a grand job, but good to have you at the helm once more
ReplyCheers MM, I like the idea and have been watching ED for a while. I guess now its time to start paying more attention to Fed speak if you are playing the curve, the short end especially. Finally its become trade-able, the ED spreads, outrights and fly's, though I never really understood the rationale in the fly's, perhaps you can elaborate why you would play the fly this time vs an outright calendar spread. For example, EDZ5M6 is trading at 0.60, so that is assuming a 60bps increase in rates over 3 months. I dunno, to me that seems kinda about right already, if not even on the high side. (assumes 2 meetings of 25bps each, correct)
ReplyAlso of note for the tourist macro is the flattening in the 5-30's, which I think deserves more attention. I think it may have helped to trigger some macro stock timing models and help set off the Momo sell off, thought I had thought 2/5's is a bit more accurate.
Macro Man has many fans on twitter ..
Replyhint hint
Abee,
ReplyWhile I think EDZ5/M6 is also a decent trade (pricing 60 bps of a possible/likely 100), it is very directional and incurs modest negative carry. Let's just say that ahead of NFP (which has been tough to game the last few months), I prefer the profile of a less directional, positive carry strategy more. As I suggested with the chart of EDM6, the next 20 ticks really could come in either direction, so I like the technical set up of the fly quite a bit more.
Nic, as someone with a twitter account but who has never tweeted nor followed anyone, can I ask you to be a little clearer? My technological "ahead of the curve"-ness peaked when I started a blog in 2006!
Dont worry Nic re twitter.. I'm leading him through social media kindergarten.
ReplyPol
Nice one Polemic.
ReplyHope life is good.
Welcome back to MM Mk 1.
ReplyIf Yellen is truly intent on pursuing ZIRP for perps (http://www.bloomberg.com/news/2014-04-01/yellen-s-real-life-examples-of-unemployed-omit-criminal-records.html), those flies might pay well. On the other hand, it feels as if there's still some overhang in the short end, so maybe I'll look to revisit after Payrolls.
On the other hand, there are similar offerings in Sterling which seem to offer a reasonable punt, even adjusting for the usual Short Sterling randomness. Compare Z4/Z6 between GBP and USD, for example.
Thanks for the clarity MM, much appreciated. The positive carry is a big difference that I have not been paying attention to. I will have to take a deeper dive into that aspect.
ReplyRe the 60bps still attractive. Are you seeing Tombini like 50bps hikes from Yellen. Possible but not sure I wanna bet on that. That would be a real shocker IMO
oh snap, I didnt realize you were using June-Dec-June spreads (mixed up with march). Wow yeah the curve seems behind here, could easily see more than 50bps hike in a 6month period (assuming 4 fed meetings )
ReplyI guess the risk (longer term if held) is that there is a big initial jump in rates and then baby steps afterwards. But I am liking this trade a lot MM, nice one, however historically ED9/7 spread doesnt go much above 0.8 so probably the reward, like you say is around 20
A belated "Welcome Back," MM! The fact that your successors were entirely worthy doesn't lessen the pleasure in seeing you back in harness.
ReplyHi Abee
Replyyeah I realized your were looking at the wrong spread but you caught it before you could point it out. Thing is, this far out, if Z5/M6 were above 80 it would be a great sale, given the amount that could go wrong between now and then.
I see it like this: the next 15 ticks in the Z5/M6 steepener could come in either direction. I am pretty sire which way the next 15 are going in the fly, however.
I'm inclined to think in the same way as Abee for the path of increase, more in the beginning and baby steps later... but seriously, the big if and the only real reason for this bankers to act is a pick-up of inflation.. they' really obsessed about it and it's a big excuse for them to stay firm...
Replywhat could be the starter for a pick-up of inflation, and particularly when??
In Eu after last words from draghi/weidmann stocks and partially bond/fx markets reacted while BEI swaps remained at multi-years lows..
Welcome back MM firstly. Long term reader and after the first post i understand why i miss your writing so much.
ReplyI am going to ask a stupid question here but why are u saying the EDM5/Z5/M6 fly positive carries 3 points in 3 months? The EDH5/U5/H6 fly trades at -13 which puts the slide of the trade at negative 5 pts?
@Anon
ReplyRemember, I am suggesting being short the fly. And so, all else being equal, the 5/7/9 fly ages into the 4/6/8 fly and picks up those 5 ticks as the price drifts down to -13.
Yes i realised that after i typed the question but because the posting was anon i was unable to delete it. Being from a swaps background my first thought was buying gut and hence the confusion. But thanks for clarifying
Reply