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December 4, 2018

Defining Job Switchers in the Wage Growth Tracker

Among the questions we receive about the Atlanta Fed's Wage Growth Tracker,
one of the most frequent is about the construction of the job switcher and job
stayer series. These series are derived from data in the Current Population
Survey (CPS) and are intended to show how median wage growth differs for
those who change their job from last year versus those who are in the same job.
However, the monthly CPS does not actually ask if the person has the same job
as a year ago.
So how to proceed? The CPS does contain information about the person's
industry and occupation that we aggregate into consistent categories that can be
compared to the person's industry/occupation reported a year earlier. If someone
is in a different occupation or industry category, then we can reasonably infer
that the person has changed jobs. To illustrate, for 2017, 18.8 percent of people
in the Wage Growth Tracker data are in a different industry category than they
were in 2016, and 28.6 percent are in a different occupation category. Of those
who remain in the same industry, 23.9 percent changed occupation group, and
of those in the same occupation group, 13.5 percent are in a different industry.
However, this information doesn't allow us to identify all job switchers because
being in the same industry and occupation group as a year earlier does not
preclude having changed jobs.
Fortunately, the CPS also has questions based on who a person said their
employer was in the prior month. It asks if that person still works there and if the
employee's activities and job duties are the same as last month. If someone
answers either of these questions in the negative, then it is likely that person is
also in a different job than a year earlier. In 2017, 1.5 percent of people in the
Wage Growth Tracker data said they have a different employer than in the prior
month, and 0.9 percent report having different job responsibilities at the same
employer.
Unfortunately, the dynamic structure of the CPS means that the responses to
these "same employer/activity" questions can only potentially be matched with
an individual's response in the prior two months, and not a year earlier.
Moreover, some responses to those questions are blank, even for people whom
we identify as being employed in the prior month. For those individuals, we
simply don't know if they are in the same job as a month earlier. Of the non-null
responses, the vast majority do not change job duties or employer from one
month to the next. So if we assume the blank responses are randomly
distributed among the employed population, it's reasonable to also treat the
blanks as job stayers.
Previously, we had treated the blank "same employer/activity" observations as
job switchers, but that approach almost certainly misclassified some actual job
stayers as job switchers. Instead, we now define a job switcher as someone in
the Wage Growth Tracker data who is in a different occupation or industry group
than a year earlier, or someone who says no to either of the "same employer/
activity" questions in the current or prior two months. We label everyone else a
job stayer.
Does the definition matter for median wage growth? The following chart shows
the annual time series of the difference between the median wage growth of job
switchers and job stayers based on both the old and new definitions.

A

A

A

Difference in Median Wage Growth of Job Switchers versus
Job Stayers
New definition

Old definition

2
Percentage points

Values

1.5
1
0.5
0
-0.5

20
17

20
15

20
13

20
11

20
09

20
07

20
05

20
03

20
01

19
99

19
97

-1

Source: Current Population Survey, author's calculations

As you can see, the results are not qualitatively different. Job switchers have
higher median wage growth during strong labor market conditions and lower
growth during bad times. Not surprisingly, the gap in median wage growth is
generally lower (more negative) using the old definition.
The next chart shows the annual time series of the share of job switchers in the
Wage Growth Tracker data based on the new and old definitions. A caveat: we
have been unable to construct occupation and industry groupings for 2003 that
are completely consistent with the groupings used in 2002. This results in an
erroneous spike in measured job switching for 2003.

Share of Wage Growth Tracker Sample Classified as Job
Switchers
Old definition

20
17

20
15

20
13

20
11

20
09

20
07

20
05

20
03

20
01

19
99

47
46
45
44
43
42
41
40
39
38
37

19
97

Percentage points

Values

New definition

Source: Current Population Survey, author's calculations

Notice that the share of job switchers under the new definition peaked prior to
the last two recessions, declined during the recessions, and then recovered.
That share is now at a cyclical high. A discrete jump in the number of blank
responses recorded for the "same employer/activity" questions in the CPS
starting in 2009 masked this cyclicality under the old definition.
In about a week from now, the next update of the Wage Growth Tracker data will
implement the new and improved definition of job switchers—I hope you'll check
it out, and I'll be writing about it here as well.
By John Robertson, a senior policy adviser in the Atlanta Fed's
research department
January 3, 2018 in Banking, Financial System, Regulation | Permalink