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![Page 1: saichon.doc](https://reader035.fdocuments.net/reader035/viewer/2022072009/55cf91b8550346f57b8ffcfc/html5/thumbnails/1.jpg)
What You Tweet Might Tell Janet Yellen It’s Time to Raise Rates
(Bloomberg) --
Your Google
search or a
tweet about
your job is
part of a vast
trove of
private
economic
information that might help Federal Reserve Chair Janet Yellen
and her colleagues get a more complete picture of where the
economy is headed.
Economists at the Fed are looking into whether non-traditional
data could improve the accuracy and timeliness of the forecasts
they put before monetary-policy decision makers about every six
weeks. First, though, they want to be satisfied about the quality
and reliability of the information.
The project comes as digital information about the economy is
exploding. Companies post billions of prices online for everything
from milk to haircuts, and households query Google Inc.’s search
engine for the best mortgage rates or car deals. Retailers also
collect billions of pieces of information about consumer
preferences by capturing data every time a customer swipes a
membership card at a grocery store or shops online.
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For Fed economists, “the aspiration is to be sure we are
aggressively pushing the envelope in putting in front of policy
makers as accurate a picture of the economy as best as we can
understand it,” David Wilcox, director of the Fed Board of
Governors’ Division of Research and Statistics, said in a Feb. 10
interview.
Current forecasting methods have their shortcomings. The
economy is constantly shifting, eluding economic models that
assume fairly predictable responses to low interest rates or low
gasoline prices. Turning points are notoriously hard for
forecasters to identify.Stale Data
And government statistical information is often stale. When Fed
officials meet next week, for example, the most recent report on
their preferred inflation index will be from January.
Data the Fed collects itself, or uses from private sources, is
routinely “anonymized.” The New York Fed, for example,
produces a household debt and credit report from a national
sample drawn from anonymous Equifax credit data.
Fed officials don’t foresee private-sector data replacing their use
of U.S. government statistics on everything from inflation to how
workers flow in and out of the labor force.
The goal is to shorten “the time lag between what is happening
and what your understanding of that is,” said David Stockton, the
Fed’s former chief forecaster who is now a senior fellow at the
Peterson Institute for International Economics in Washington.
Fed economists are reviewing research papers by Google chief
economist Hal Varian on how search terms can be useful as
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spending indicators, and work by University of Michigan
computer scientists and economists who have built a labor-
market indicator from social media posts. Varian and a co-author
showed in a research paper how a Google search index for real
estate agencies tracked house sales.Real-Time Estimates
“Google data seems to be helpful in getting real-time estimates
of initial claims for unemployment benefits, housing sales, and
loan modification, among other things,” Varian told the Atlanta
Fed in an interview published on the Atlanta Fed’s website last
April.
Also under review are labor market data produced by human
resources company ADP Research Institute of Roseland, New
Jersey, and Massachusetts Institute of Technology’s Billion Prices
Project, which collects online data from retailers. An associated
company, called Price Stats, produces daily, monthly and annual
price indexes.
Fed officials also intend to review research that suggests an
estimate of gross domestic product can be constructed from the
financial statements of the largest U.S. companies.
“There is a lot of data out there that could be very valuable in
trying to understand what is happening in the economy in the
real time,” said Mark Zandi, chief economist at Moody’s
Analytics Inc. in West Chester, Pennsylvania, which is assisting
ADP’s research unit with studies of its data on 24 million
employees, whose names are kept confidential.ADP Trove
Zandi calls ADP’s information a “treasure trove” that can shed
light on labor market puzzles such as why wage growth has been
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stagnant. One answer Moody’s has seen in the ADP data: a lot of
the new entrants in the labor force are younger, lower-paid
workers.
The Fed Board’s interest in such data is significant because, with
some 330 Ph.D. economists on staff, it’s one of the nation’s
largest economic research organizations. About every six weeks,
approximately 60 economists in the central bank’s forecasting
unit have to come up with a detailed report on the economic
outlook for policy makers, who vote on interest rates eight times
a year.
Fed officials also have a lot of questions about the quality of
private information. Data projects inside private firms often have
sponsors, such as Varian at Google. What happens if the
sponsors go away?
Also, the samples of people who enter a search term such as
“Iphone 6” on Google may not be representative of the diversity
of consumers in the U.S. economy.
The Fed’s go-slow approach “is entirely justified,” said Stephen
Oliner, a resident scholar at the American Enterprise Institute in
Washington and a former senior adviser at the Fed Board. “You
don’t want to build big models that depend on data that are
potentially unreliable.”Social Media
Mike Cafarella, a computer scientist at the University of
Michigan who helped build its social media tool to predict initial
jobless claims, says concerns about sampling and the
sustainability of data inside private companies are important.
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Still, “social media is a lot more representative of the country
than you might think,” he said.
Michigan researchers
track word sets such as “I
lost my job” in a stream of
tweets the university
receives in an arrangement
with Twitter Inc. From that
information, they produce
an index that aims to track initial claims for unemployment. They
have also had some success at identifying the
demographics of the people posting those messages, Cafarella
said. None of the University of Michigan’s data contains personal
information.
If a private company decided to shut off the supply of data, then
there would probably be other sources, he said. Use of social
media is increasing, not decreasing.Reliability Test
“We would be remiss or worse if we didn’t make an aggressive
effort to catalogue what is available and to try to rigorously test
what is useful and would pass the standard of reliability,” the
Fed’s Wilcox said.
The Fed isn’t the only central bank interested in what the
Internet can tell it about the economy. Central banks from Israel
to the United Kingdom are all looking at ways large data sets can
give them an edge.
Bank of England Chief Economist Andrew Haldane said that in
the run-up to the Scottish independence referendum last year
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the central bank was concerned about possible deposit outflows
from financial institutions.
So the Bank of England set up a word tracker to monitor tweets
that referenced banks and words like “run,” “panic” and
“referenda.”
“This system could not have been put in place as recently as five
years ago,” said Haldane, at a Bank of England seminar on Feb.
25. “We are reasonably in the early throes of what is genuinely a
revolution” in data.
The Fed’s Own Data Show U.S. Manufacturers Don’t Share Its
OptimismFed Officials Stress Data Over Dates as Rate Rise Case Builds
To contact the reporter on this story: Craig Torres in Washington
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To contact the editors responsible for this story: Chris Wellisz
at [email protected] Rohner, Gail DeGeorge