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130 matches for " payroll growth":
Payroll growth in September and October probably won't be materially worse than August's meager 96K increase in private jobs.
The ADP private sector employment number was a bit weaker than we expected in May, and the undershoot relative to our forecast has pulled down our model's estimate for today's official number
Labor demand, as measured by an array of business surveys, clearly slowed from the cycle peak, recorded late last year.
The two big surprises in the September employment report--the drop in the unemployment rate and the flat hourly earnings number--were inconsequential, when set against the sharp and clear slowdown in payroll growth, which has further to run.
The underlying trend in payroll growth probably has not changed significantly from the 228K average monthly gains recorded last year. But the average hides wide variations, some triggered by seasonal adjustment problems and others by one-time weather effects or unavoidable and random sampling error. January's below-trend 151K increase was likely a victim of seasonal problems, because payroll gains in recent years have tended to be soft at the start of the year after outsized fourth quarter increases.
Most of the leading indicators of payroll growth have rebounded in recent months, with the exception of the Help Wanted Online. Our first chart shows that the NFIB's measure of hiring intentions and the ISM non-manufacturing employment index have returned to their cycle highs, while the manufacturing employment index has risen substantially from its late 2015 low. The Help Wanted Online remains very weak, but it might have been depressed by increased prices for job postings on Craigslist.
The 6.4-point rebound in the May ISM non-manufacturing employment index, to a very high 57.8, supports our view that summer payroll growth will be strong. On the face of it, the survey is consistent with job gains in excess of 300K, as our first chart shows, but that's very unlikely to happen.
April payroll growth likely will be reported at close to 200K. Overall, the survey evidence points to a stronger performance, but they don't take account of weather effects, and April was a bit colder and snowier than usual. We're not expecting a big weather hit, but some impact seems a reasonable bet.
We're expecting a strong-looking 225K increase in the May ADP measure of private sector payroll growth, due today. The consensus forecast is 180K.
Payroll growth has slowed, no matter how you slice and dice the numbers.
The dip in payroll growth in September was due to Hurricane Florence. We expect a clear rebound in payrolls in October; our tentative forecast is 250K.
The softening in payroll growth in November appears mostly to be a story about short-term noise, rather than a sign that tariffs are hurting or that the broader economy is slowing.
The November ADP employment report today likely will show private payrolls rose by about 180K. We have no reason to think that the trend in payroll growth has changed much in recent months, though the official data do appear to be biased to the upside in the fourth quarter, probably as a result of seasonal adjustment problems triggered by the crash of 2008. We can't detect any clear seasonal fourth quarter bias in the ADP numbers.
Payroll growth will slow in the first few months of next year, but wages will accelerate. This might seem counter-intuitive after the ballistic December jobs number coupled with sluggish-looking hourly earnings, but the devil, as always, is in the details. On the face of it, the trend in payroll growth is accelerating at a startling pace, captured in our first chart. But we very much doubt this reflects a real shift in the underlying pace of employment growth, for two reasons. First, payroll growth in recent years has tended to accelerate in the fourth quarter, even when indicators of both labor demand and the pace of layoffs--the two sides of the payroll equation--have been flat, as in Q4.
The ADP employment report was on the money in October at the headline level--it undershot the official private payroll number by a trivial 6K--but the BLS's measure was hit by the absence of 46K striking GM workers from the data.
The unemployment rate hit its post-1970 low in April 2000, at the peak of the first internet boom, when it nudged down to just 3.8%. The low in the next cycle, first reached in October 2006, was rather higher, at 4.4%.
The biggest surprise in the revisions to first quarter GDP growth, released yesterday, was in the core PCE deflator.
The May employment report was somewhat overshadowed by the furor over the president's tweet, at 7.15AM, hinting--more than hinting--that the numbers would be good.
Today's December payroll number was a tricky call even before yesterday's remarkably strong ADP report, showing private payrolls soaring by 271K.
We look for a 150K increase in September payrolls, rather better than the August 130K headline number, which was flattered by a 28K increase in federal government jobs, likely due to hiring for the 2020 Census.
Fed Chair Powell yesterday said about as little as he could without appearing to ignore the turmoil in markets since the President announced his intention to apply tariffs to imports from Mexico: "We are closely monitoring the implications of these developments for the U.S. economic outlook and, as always, we will act as appropriate to sustain the expansion, with a strong labor market and inflation near our symmetric 2 percent objective."
The ADP employment report for September showed private payrolls rose by 135K, trivially better than we expected.
We expect to see a 160K increase in June payrolls today, though uncertainty over the extent of the rebound after June's modest 75K increase means that all payroll forecasts should be viewed with even more skepticism than usual.
Our composite index of employment indicators, based on survey data and the official JOLTS report, looks ahead about three months.
We were worried about downside risk to yesterday's ADP employment measure, but the 67K increase in November private payrolls was at the very bottom of our expected range.
The ADP employment report suggests that the hit to payrolls from Hurricane Florence was smaller than we feared, so we're revising up our forecast for the official number tomorrow to 150K, from 100K.
In contrast to surveys of manufacturing activity and sentiment, the Conference Board's measure of consumer confidence rose sharply in August, hitting an 11-month high. People were more upbeat about both the current state of the economy and the outlook, with the improving job market key to their optimism. The proportion of respondent believing that jobs are "plentiful" rose to 26%, the highest level in nine years.
You could be forgiven for being alarmed at the 1.5% decline in the stock of outstanding bank commercial and industrial lending in the fourth quarter, the first dip since the second quarter of 2017.
This is the final Monitor before we head out for our spring break, so we have added a page in order to make room to preview the employment report due next Friday, April 4. We expect a solid but unspectacular 175K increase in payrolls, slowing from February's unsustainable 242K, but still robust.
New home sales have tended to track the path of mortgage applications over the past year or so, with a lag of a few months. The message for today's January sales numbers, show in our next chart, is that sales likely dipped a bit, to about 525K.
The Conference Board's index of leading economic indicators appears to signal that the U.S. economy is plunging headlong into recession.
Back-to-back elevated weekly jobless claims numbers prove nothing, but they have grabbed our attention.
The hawks clearly tried hard to persuade their more nervous colleagues to raise rates yesterday. In the end, though, they had to make do with shifting the language of the FOMC statement, which did not read like it had come after a run of weaker data.
The minutes of the May 2/3 FOMC meeting today should add some color to policymakers' blunt assertion that "The Committee views the slowing in growth during the first quarter as likely to be transitory and continues to expect that, with gradual adjustments in the stance of monetary policy, economic activity will expand at a moderate pace, labor market conditions will strengthen somewhat further, and inflation will stabilize around 2 percent over the medium term."
The flat trend in core capital goods orders continued through May, according to yesterday's durable goods orders report. We are not surprised.
We'd be very surprised to see a material weakening in today's March ISM manufacturing survey. The regional reports released in recent weeks point to another reading in the high 50s, with a further advance from February's 57.7 a real possibility.
The next nine weeks bring three jobs reports, which will determine whether the Fed hikes again in September, as we expect, and will also help shape market expectations for December and beyond.
The third estimate of first quarter GDP growth, due today, will not be the final word on the subject. Indeed, there never will be a final word, because the numbers are revised indefinitely into the future.
October payrolls were stronger than we expected, rising 128K, despite a 46K hit from the GM strike.
We have argued for some time that the revival in nonoil capex represents clear upside risk for GDP growth next year, but it's now time to make this our base case.
We expect today's first estimate of third quarter GDP growth to show that the economy expanded at a 2.4% annualized rate over the summer.
A robust April payroll number today is a good bet, but a gain in line with the 275K ADP reading probably is out of reach.
The pushback from within the President's own party against the proposed tariffs on Mexican imports has been strong; perhaps strong enough either to prevent the tariffs via Congressional action, or by persuading Mr. Trump that the idea is a losing proposition.
The June employment report pretty much killed the idea that the Fed will cut rates by 50bp on July 31.
With the FOMC decision now just seven days away, the forcefulness of recent Fed speakers has led many analysts to argue that only a spectacularly bad payroll report, or an external shock, can prevent a rate hike next week. External shocks are unpredictable, by definition, and we think the chance of a startlingly terrible employment report is low, though substantial sampling error does occasionally throw the numbers off-track.
We're hearing a good deal of speculation about the dotplot after next week's FOMC meeting, with investors wondering whether the median dot will rise in anticipation of the increased inflation threat posed by substantial fiscal loosening under the new administration. We suspect not, though for the record we think that higher rate forecasts could easily be justified simply by the tightening of the labor market even before any stimulus is implemented.
The NFIB survey of small businesses today will show that July hiring intentions jumped by four points to +19, the highest level since November 2006. The NFIB survey has been running since 1973, and the hiring intentions index has never been sustained above 20.
In the wake of yesterday's ADP report, which showed private payrolls rising by only 163K, we have pulled down our forecast for today's official number to 170K.
The return to normal in the March payroll numbers, with a 196K headline increase, is another nail in the coffin of the "imminent recession" theory.
At their March meeting FOMC members' range of forecasts for the unemployment rate in the fourth quarter of this year ranged from 4.4% to 4.7%, with a median of 4.5%. But Friday's report showed that the unemployment rate hit the bottom of the forecast range in April.
We have argued for a while that China and the U.S. will not reach a comprehensive trade deal until after the next election.
The recent softening in the ISM employment indexes failed to make itself felt in the June payroll numbers, which sailed on serenely even as tariff-induced chaos intensified at the industry and company level.
A third wave of Covid-19 outbreaks is now underway. The first, in China, is now under control, and the rate of increase of cases in South Korea has dropped sharply. The other second wave countries, Italy and Iran, are still struggling.
We already know that the month-to-month movements in the key labor market components of the December NFIB small business survey were mixed; the data were released last week, ahead the official employment report, as usual.
December's payroll numbers were unexciting, exactly matching the 175K consensus when the 19K upward revision to November is taken into account. Some of the details were a bit odd, though, notably the 63K jump in healthcare jobs, well above the 40K trend, and the 19K drop in temporary workers, compared to the typical 15K monthly gain.
We have two competing explanations for the unexpected leap in November payrolls. First, it was a fluke, so it will either be revised down substantially, or will be followed by a hefty downside correction in December.
No single measure of labor demand is always a reliable leading indicator of the official payroll numbers, which is why we track an array of private and official measures.
If our composite index of businesses' hiring plans could speak, it would say: "Told you payrolls were going to go nuts at the end of the year."
We'd be quite surprised if the headline payroll number today turned out to be far from the consensus, 205K, or our forecast, 225K.
We expect August's GDP figures, released on Wednesday, to show that month-to-month growth slowed to 0.1%, from 0.3% in July.
Fed Chair Powell did not specify how many bills the Fed will buy in order boost bank reserves sufficiently to remove the strain in funding markets, but we'd expect to see something of the order of $500B.
Today's June ADP employment report likely will undershoot the 183K consensus, but we then expect the official payroll number tomorrow to surprise to the upside.
Markets over-reacted to the much smaller-than-expected 0.1% increase in January hourly earnings, in our view. We don't have a full explanation for the shortfall against our 0.5% forecast, but that doesn't make it wise to throw out the baby with the bathwater, making the de facto assumption that wage growth now won't accelerate in the future.
We are not concerned by the very modest tightening in business lending standards reported in the Fed's quarterly survey of senior loan officers, published on Monday.
This is the final Monitor before we hit the beach for two weeks, so want to highlight some of the key data and event risks while we're out. First, we're expecting little more from the FOMC statement than an acknowledgment that the labor market data improved in June. After the May jobs report, the FOMC remarked that "...the pace of improvement in the labor market has slowed".
The rebound in the ISM non-manufacturing index in February was in line with our forecast, but behind the strong headline, the employment index dropped to an eight-month low.
According to the official data presented in the JOLTS report, the number of job openings across the U.S. rose gently from 2011-to 13, rocketed in 2014, trended upwards much more slowly from 2015-to-17, and then, finally, unexpectedly jumped to record highs in the spring of this year.
We're sticking to our 220K forecast for today's official payroll number, despite the slightly smaller-than- expected 179K increase in the ADP measure of private employment.
We're nudging up our forecast for today's August payroll number to 180K, in the wake of the ADP report.
Productivity growth reached the dizzy heights of 1.8% year-over-year in the second quarter, following a couple of hefty quarter-on-quarter increases, averaging 2.9%.
It would be astonishing if the May and June payroll numbers looked much like April's strong data, at least in the private sector.
Behind all the talk of slowdowns and Fed pauses, we see no sign that the labor market is loosening beyond a very modest uptick in jobless claims, and even that looks suspicious.
We were happy to see the small increase in the March ISM manufacturing index yesterday, following better news from China's PMIs, but none of these reports constitute definitive evidence that the manufacturing slowdown is over.
The 20K increase in February payrolls is not remotely indicative of the underlying trend, and we see no reason to expect similar numbers over the next few months.
Whatever you might think about the state of the U.S. economy, it is not as volatile as implied by the past few months' payroll numbers. Assuming steady productivity growth in line with the recent trend, the payroll data suggest the economy swung from bust to boom in one month, with not even a pause for breath.
If the CPI measure of core consumer goods inflation were currently tracking the same measure in the PPI in the usual way, core CPI inflation would now be at 2.3%, rather than the 1.7% reported in November.
Today's JOLTS survey covers August, which seems like a long time ago. But the report is worth your attention nonetheless.
The single most startling development in the labor market data in recent months is acceleration in labor force growth. The participation rate has risen only marginally, because employment has continued to climb too, but the absolute size of the labor force is now expanding at its fastest pace in nine years, up 1.9% in the year to September.
Chair Yellen has become quite good at not giving much away at her semi-annual Monetary Policy Testimony.
As far as we can tell, most forecasters expect the impact of fiscal stimulus this year to be gradual, with perhaps most of the boost to growth coming next year. At this point, with no concrete proposals either from the new administration or Congress, anything can happen, and we can't rule out the idea of a slow roll-out of tax cuts and spending increases.
We're expecting a hefty increase in February payrolls today, but even a surprise weak number likely wouldn't prevent a rate hike next week. The trends in all the private sector employment surveys are strong and improving, and jobless claims have dropped to new lows too, though we think that's probably less important than it appears.
The gratifyingly strong 222K headline June payroll gain, if repeated through the second half of the year, will put unemployment below 4% by December.
We're expecting a 180K increase in today's May headline payroll number, a bit below the underlying trend--200K or so--for the second straight month.
We're expecting the FOMC to vote unanimously not raise rates today, but we do expect a modestly hawkish tilt in the statement. Specifically, we're expecting an acknowledgment of the upturn in business investment reported in the Q4 GDP data, and of the increase in market-based measures of inflation expectations, given that 10-year TIPS breakevens are now above 2% for the first time since September 2014.
Yesterday's wall of data told us a bit about where the economy likely is going, and a bit about how it started the first quarter. The January trade and inventory data were disappointing, but the February Chicago PMI and consumer confidence reports were positive.
The weather-driven surge in December housing starts, reported last week, is unlikely to be replicated in today's existing home sales numbers for the same month.
The reported 225K jump in payrolls in January was even bigger than we expected, but it is not sustainable. The extraordinarily warm weather last month most obviously boosted job gains in construction, where the 44K increase was the biggest in a year
The monthly survey of small businesses conducted by the National Federation of Independent Business is quite sensitive to short-term movements in the stock market, so we're expecting an increase in the November reading, due today.
If the Phase One trade deal with China is completed, and is accompanied by a significant tariff roll-back, we'll revise up our growth forecasts, but we'll probably lower our near-term inflation forecasts, assuming that the tariff reductions are focused on consumer goods.
We expect to see a 70K increase in October payrolls today.
The Fed won't raise rates today, or substantively change the wording of the post-meeting statement. In September, the FOMC said that "The Committee judges that the case for an increase in the federal funds rate has strengthened but decided, for the time being, to wait for further evidence of continued progress toward its objectives."
The odds of a hike this month have increased in recent days, though the chance probably is not as high as the 82% implied by the fed funds future. The arguments against a March hike are that GDP growth seems likely to be very sluggish in Q1, following a sub-2% Q4, and that a hike this month would be seen as a political act.
We expect the Fed today to shift its dotplot to forecast one rate hike this year, down from two in December and three in September.
Just as we turned more positive on the labor market, following three straight months of payroll gains outstripping the message from an array of surveys, the Labor Department's JOLTS report shows that the number of job openings plunged in November.
The key labor market numbers from the monthly NFIB survey of small businesses are released ahead of the main report, due today.
Consumption and investment spending by state and local government accounts for just over 10% of the U.S. economy, making it more important than exports or consumers' spending on durable goods, and roughly equal to all business investment in equipment and intellectual property.
The GM strike will make itself felt in the September industrial production data, due today.
Over the past couple of weeks, the number of applications for new mortgages to finance house purchase have reached their highest level since late 2010, when activity was boosted by the impending expiration of a time-limited tax credit for homebuyers.
The November industrial production numbers will be dominated by the rebound in auto production following the end of the GM strike.
Here's the bottom line: U.S. businesses appear to have over-reacted to the impact of the trade war in their responses to most surveys, pointing to a serious downturn in economic growth which has not materialized.
With rates now certain to rise this week, the real importance of the employment picture is what it says about the timing of the next hike. To be clear, we think the Fed will raise rates again in June, and will at that meeting add another dot to the plot, making four hikes this year.
Chair Yellen broke no new ground in her Testimony yesterday, repeating her long-standing view that the tightening labor market requires the Fed to continue normalizing policy at a gradual pace.
Today brings yet another broad array of data, with new information on housing construction, industrial production, consumer sentiment, and job openings.
The Fed will hike by 25 basis points today, but what really matters is what they say about the future, both in the language of the statement and in the dotplot for this year and next.
We're not expecting drama from Chair Yellen's semi-annual Monetary Policy Testimony in the Senate today. Dr. Yellen will want to keep alive the idea of a rate hike next month, but she will not signal that action is likely, given the continuing lack of clarity on the path of fiscal policy.
The odds favor a robust January payroll report today. The key leading indicator--the NIFB hiring intentions index from five months ago--points to a 275K increase, while the coincident NFIB actual employment change index suggests 260K.
Whatever you think is the underlying tr end in payroll growth, you probably should expect a modest undershoot in today's report, thanks to the persistent tendency for the first estimate of September payrolls to undershoot and then be revised higher. The good news is that the initial September error tends not to be as big as in August--the median revision from the first estimate to the third over the past six years has been 49K, compared to 66K--and it has declined recently. Over the past three years, September revisions have ranged from only 18K to 27K. Still, we can't ignore six straight years of initial undershoots.
First things first: Payroll growth likely will be sustained at or close to November's pace.
The core economic narrative in U.S. markets right now seems to run something like this: The pace of growth slowed in Q1, depressing the rate of payroll growth in the spring. As a result, the headline plunge in the unemployment rate is unlikely to persist and, even if it does, the wage pressures aren't a threat to the inflation outlook.
Mean-reversion is a wonderful thing; it's what gives the ADP employment report the wholly unjustified appearance of being a useful leading indicator of payroll growth. Over time, the best single forecast of payroll gains or losses in any particular month is whatever happened last month.
Investors and market observers of a relatively bearish persuasion argued over the weekend that the details of the October employment report were less encouraging than the headline, principally because the household survey showed that all the job growth, net, was among older workers, defined as people aged 55-plus. This, they argue, suggests that most of the increased demand for labor was concentrated in low-paid service sector jobs, where older workers are concentrated, perhaps reflecting retail hiring ahead of the holidays. Such a wave of hiring is unlikely to be repeated over the next few months, so payroll growth won't be sustained at its October pace.
One of the possible explanations for the slowdown in payroll in growth in recent months is that the pool of labor has shrunk to the point where employers can't find the people they want to hire. That's certainly one interpretation of our first chart, which shows that the NFIB survey's measure of jobs-hard-to-fill has risen to near-record levels even as payroll growth has slowed.
The Fed's decisions over the next few months hinge on the relative importance policymakers place on the apparent slowdown in payroll growth and the unambiguous acceleration in wages. We qualify our verdict on the payroll numbers because the January number was very close to our expectation, which in turn was based largely on an analysis of the seasonals, not the underlying economy.
The underlying trend in payroll growth ought to be running at 250K-plus, based on an array of indicators of the pace of both hiring and firing. The past few months' numbers have fallen far short of this pace, though, for reasons which are not yet clear. We are inclined to blame a shortage of suitably qualified staff, not least because that appears to be the message from the NFIB survey, which shows that the proportion of small businesses with unfilled positions is now close to the highs seen in previous cycles. If we're right, payroll growth won't return to the 254K average recorded in 2014 until the next cyclical upturn, but quite what to expect instead is anyone's guess.
Private sector payroll growth has averaged 190K over the past year, but the six-month average has slowed to 150K. The downshift is consistent with the weakening in survey-based measures of hiring intentions, which began to soften at the turn of the year.
The underlying trend in payroll growth is running at about 225K-to-250K, perhaps more, and the leading indicators we follow suggest that's a reasonable starting point for our December forecast. The trend in jobless claims is extraordinarily low and stable--the week-to-week volatility is eye-catching, especially over the holidays, but unimportant--and indicators of hiring remain robust. The unusually warm weather in the eastern half of the country between the November and December survey weeks also likely will give payrolls a small nudge upwards, with construction likely the key beneficiary, as in November.
...The Fed told investors that it now requires only "some further improvement" in labor market conditions before starting to raise rates-- the "some" is new--but did not set out any specific conditions. With the unemployment rate now just a tenth above the top of the Fed's Nairu range, 5.0-to-5.2%, and very likely to dip into it by the time of the decision on September 17, while payroll growth is trending solidly above 200K per month, rates already would have been raised some time ago in previous cycles.
In the wake of the payroll report on Friday, several readers sent us a version of the chart reproduced below, showing the rates of growth of S&P earnings and private sector payrolls. The message from the chart appears to be that the current trend in payroll growth, a bit over 200K per month cannot be sustained.
Over the past six months, payroll growth has averaged exactly 150K. Over the previous six months, the average increase was 230K. And in the six months to August 2015--a fairer comparison, because the fourth quarter numbers enjoy very favorable seasonals, flattering the data--payroll growth averaged 197K.
Any model of payrolls based on the usual indicators--jobless claims, ISM hiring, NFIB hiring, and other sundry surveys--right now points to payroll growth at 250K or better. Indeed, the ISM non-manufacturing report on Wednesday is consistent with payroll growth closer to 400K, and the lagged NFIB hiring intentions number points to 300K. Yet the consensus forecast for today's October report is just 182K. Why so timid?
In the absence of market-moving data today, we want to take a closer look at the labor market, and, specifically, the idea that payroll growth is slowing because firms cannot find staff they consider suitably qualified for the jobs available. Every indicator of labor demand, with the sole exception of manufacturing-specific surveys, is consistent with very rapid payroll growth, well in excess of 200K per month.
We argued in the Monitor yesterday that the NFIB survey's hiring intentions number is the best guide to the trend in payroll growth a few months ahead. But today's November NFIB report will bring no new information on job growth because the key labor market elements of the survey have already been released.
At a stroke, the October payroll report returned the short-term trend in payroll growth to the range in place since 2011, pushed the unemployment rate into the lower part of the Fed's Nairu range, and lifted the year-over-year rate of growth of hourly earnings to a six-year high. The FOMC has never quantitatively defined what it means by "some further improvement in the labor market", its condition for increasing rates, but if the October report does not qualify, it's hard to know what might fit the bill. We expect a 25bp increase in December.
First, a deep breath: June payrolls, with a margin of error of +/-107K, missed the consensus by 10K. Adding in the -60K revisions and the miss is still statistically insignificant. The story, therefore, is that there is no story. Even relative to our more bullish forecast, the miss was just 37K. Nothing bad happened in June. But we hav e to acknowledge that payroll growth has now undershot the pace implied by the NFIB's hiring intentions number--lagged by five months--in each of the past four months. In June, the survey pointed to a 320K jump in private employment, overshooting the actual print by nearly 100K.
We are not worried, at all, by the slowdown in headline payroll growth to 157K in July from an upwardly-revised 248K in June.
We have no reason to think the underlying trend in payroll growth has changed--the 235K average for the past three months is as good a guide as any--but the balance of risks points clearly to a rather lower print for August. Two specific factors, neither of which have any bearing on the trend, are likely to have a significant influence on the numbers, and both will work to push the number below the 217K consensus.
Payroll growth rebounded to 223K in May, after two sub-200K readings, and we're expecting today's June ADP report to signal that labor demand remains strong.
We don't believe that payrolls rose only 138K in May. History strongly suggests that when the May payroll survey is conducted relatively early in the month, payroll growth falls short of the prior trend.
If the underlying trend in payroll growth is about 200K, then a weather-depressed 98K reading needs to be followed by a rebound of about 300K in order fully to reverse the hit. But the consensus for today's April number is only 190K, and our forecast is 225K.
For analysts with a broadly positive view of the U.S. economy, it is tempting to argue that the slowdown in payroll growth this year reflects supply constraints, as the pool of qualified labor dries up.
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