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Uncertainty
and the Slow Labor
Market Recovery
Yi-Hung Peng, Tou-Te Tsai, Yu-Chieh Chiang
2013.11.1
Reporting Process
1

The Beveridge curve: Past and present

2

Measuring shifts in the Beveridge curve

3

Effects of policy uncertainty on shifts in the Beveridge curve

4

Conclusion

3
1

The Beveridge curve:
Past and present
The Beveridge curve: Past and present

The history of Beveridge curve
The Beveridge curve, or UV-curve, was developed in 1958 by
Christopher Dow and Leslie Arthur Dicks-Mireaux.
The Beveridge curve enabled economists to employ an
analytical method for the decomposition of unemployment:
deficient-demand (or cyclical) unemployment
and structural unemployment.

5
The Beveridge curve: Past and present

Likely because the Beveridgecurve enabled economists to
analyze the problems Beveridge
addressed,
the curve was named in the
1980s after William Beveridge.

6
al
y
t is

yed
his

nt
nty

me
e

Figure 1
Figure 1: Actual and fitted Beveridge
Actual and fitted Beveridge curve

curve

Job openings rate (%)
5
Fitted
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

7
Actual and fitted Beveridge curve
Job openings rate (%)
5
Fitted
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

8
Actual and fitted Beveridge curve
Job openings rate (%)
5

v

Fitted
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

8
Actual and fitted Beveridge curve
Job openings rate (%)
5

v

Fitted
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

u

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

8
Actual and fitted Beveridge curve
Job openings rate (%)
5

v

Fitted Beveridge curve
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

u

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

8
Actual and fitted Beveridge curve
Job openings rate (%)
5

v

Fitted Beveridge curve
4

Data
3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

u

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

8
Unemployment typically
fell as job openings rose

v
u
Before 2007
recession
9
Although job openings
rose, unemployment fell
more sluggishly.

v
u

Since 2007
recession

10
Figure 1
Actual and fitted Beveridge curve
Job openings rate (%)
5
Fitted

Since late 2007, the Beveridge
curve has gradually shifted outward

4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

11

11
Job openings rate (%)
5
Fitted

Since late 2007, the Beveridge
curve has gradually shifted outward

4

3

Since 2007
recession
Before 2007
recession

2

What has caused this shift

1
3

5

7
Unemployment rate (%)

9

11

12
The Beveridge curve: Past and present
What has caused this shift Previous Explanation

13
The Beveridge curve: Past and present
What has caused this shift Previous Explanation
1

“Beveridge curve may reflect a mismatch between the
skills unemployed workers have and what employers
are looking for.”

13
The Beveridge curve: Past and present
What has caused this shift Previous Explanation
1

“Beveridge curve may reflect a mismatch between the
skills unemployed workers have and what employers
are looking for.”
Recent research suggests that skill mismatch is
probably not a main driving force

13
The Beveridge curve: Past and present
What has caused this shift Previous Explanation
1

“Beveridge curve may reflect a mismatch between the
skills unemployed workers have and what employers
are looking for.”
Recent research suggests that skill mismatch is
probably not a main driving force

2

“The expansion of unemployment insurance benefits”
EX:the 2008 extension of unemployment compensation.

13
The Beveridge curve: Past and present
What has caused this shift Previous Explanation
1

“Beveridge curve may reflect a mismatch between the
skills unemployed workers have and what employers
are looking for.”
Recent research suggests that skill mismatch is
probably not a main driving force

2

“The expansion of unemployment insurance benefits”
EX:the 2008 extension of unemployment compensation.
Unemployment insurance benefits have been
reduced over the past two years.
13
The Beveridge curve: Past and present
1

“Beveridge curve may reflect a mismatch between the
skills unemployed workers have and what employers
are looking for.”

2

“The expansion of unemployment insurance benefits”
EX:the 2008 extension of unemployment compensation.

Policy Uncertainty

14
2

Measuring shifts
in the Beveridge curve
Measuring shifts in the Beveridge curve
A rise in the level of uncertainty about fiscal and monetary
policy is a third possible explanation for the shift in the
Beveridge curve.

16
Measuring shifts in the Beveridge curve
A rise in the level of uncertainty about fiscal and monetary
policy is a third possible explanation for the shift in the
Beveridge curve.

“

”

We need an economic model of the labor market.

16
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!!!

!! !!

−

!
!!! !!!
!
!

!

!
!=

!
Ω!!!

!

!!

17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

!=

!
Ω!!!

!

!!

−

!
!!! !!!
!
!
17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!=

!
Ω!!!

!

!!

−

!
!!! !!!
!
!
17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!
Ω!!!

job vacancy rate (v)

!=

!

!!

−

!
!!! !!!
!
!
17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!
!
μ is= Ω!!! capturing (true) match!!! !!! !
a scale parameter ! !! − ! efficiency
!
job vacancy rate (v)

17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!
!
μ is= Ω!!! capturing (true) match!!! !!! !
a scale parameter ! !! − ! efficiency
!
job vacancy rate (v)

at denotes firms’ recruiting intensity (for example, advertising)

17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!
!
μ is= Ω!!! capturing (true) match!!! !!! !
a scale parameter ! !! − ! efficiency
!
job vacancy rate (v)

at denotes firms’ recruiting intensity (for example, advertising)
st denotes the search intensity of unemployed workers

17
Measuring shifts in the Beveridge curve

!! = ! !! !!

!

!! !!

!!!

!

! m denotes new matches (hires) being formed
t

unemployment (u)

!
!
μ is= Ω!!! capturing (true) match!!! !!! !
a scale parameter ! !! − ! efficiency
!
job vacancy rate (v)

(variables for the beveridge curve shifter)

at denotes firms’ recruiting intensity (for example, advertising)
st denotes the search intensity of unemployed workers

17
mple, advertising).

Measuring shifts in the Beveridge curve

Imposing the steady-state relation:

hat
where deno
he Beveridge curve
mt denotes new matches (hires) being formed
unemployment (u)
18
mple, advertising).

Measuring shifts in the Beveridge curve

Imposing the steady-state relation:

hat
where deno
he Beveridge curve
δ denotes the job separation rate
mt denotes new matches (hires) being formed
unemployment (u)
18
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! = ! !! !! !! !!
!

!
1−α

a

).

!=

!
Ω!!!

!

!!

−

!
!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! = ! !! !! !! !!
!

!
1−α

a

).

!=

!
Ω!!!

!

!!

−

!
!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! =! ! !! ! ! !! !! !!! !
! !!
!
!
! =
!

!
1−α

a

).

!

!

! !

! !

The expression for the Beveridge curve
!
!

!=

!=

Ω!!!
!

Ω!!!

!

!

!!

!!

−

!!! !!!
!
!
!

−

!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! =! ! !! ! ! !! !! !!! !
! !!
!
!
! =
!

!
1−α

a

).

!

!

! !

! !

The expression for the Beveridge curve
!
!

!=

!=

Ω!!!
!

Ω!!!

!

!

!!

!!

−

!!! !!!
!
!
!

−

!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! =! ! !! ! ! !! !! !!! !
! !!
!
!
! =
!

!
1−α

a

).

!

!

! !

! !

The expression for the Beveridge curve
!
!

!=

!=

Ω!!!
!

Ω!!!

!

!

!!

!!

−

!!! !!!
!
!
!

−

!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).
Measuring shifts in the Beveridge curve

-state relation that
where denotes
xpression for the Beveridge curve
!
!!!
!! =! ! !! ! ! !! !! !!! !
! !!
!
!
! =
!

!
1−α

a

).

!

!

! !

! !

The expression for the Beveridge curve
!
!

!=

!=

Ω!!!
!

Ω!!!

!

!

!!

!!

−

!!! !!!
!
!
!

−

!!! !!!
!
!

uced-form representation of all factors that can shift
19
ensity (for example, advertising).

(1)
Measuring shifts in the Beveridge curve

where mt denotes new matches (hires) being formed,
-state relation that
denotes
match efficiency, st denotes the whereintensity of un
search
xpressionfirms’the Beveridge curveexample, advertising)
for recruiting intensity (for
!

!!!

!! =! ! !! ! ! !! !! !!! !
! !!
!
!
!! =
!! !
! !
Imposing the steady-state relation that
!

1−α

a

).

!rate, The expression forexpression for the Beveridge curv
we obtain the the Beveridge curve!
!
!=

!=
(2)

Ω!!!
!

Ω!!!

!

!

!!

!!

−

!!! !!!
!
!
!

−

!!! !!!
!
!

( of all. factors curve shifter shift
) Beveridge that can
uced-form representation
α 1−α

where Ω ≡ δ / µ s a

19
(2)

Measuring shifts in the Beveridge curve

(

α 1−α

where Ω ≡ δ / µ s a

).

The term is a reduced-form repre
δ denotes the job separation rate
μ a scale
Weis callparameter capturing (true) match efficiency
the “Beveridge curve sh
a denotes firms’ recruiting intensity (for example, advertising)
Beveridge curve. unemployed workers
s denotes the search intensity of
t

t

20
(2)

Measuring shifts in the Beveridge curve

(

α 1−α

where Ω ≡ δ / µ s a

).

Ω is the “Beveridge curve shifter”, the reduced-form
representation of all factors that can shift the Beveridge curve

The term is a reduced-form repre
δ denotes the job separation rate
μ a scale
Weis callparameter capturing (true) match efficiency
the “Beveridge curve sh
a denotes firms’ recruiting intensity (for example, advertising)
Beveridge curve. unemployed workers
s denotes the search intensity of
t

t

20
(2)

Measuring shifts in the Beveridge curve

(

α 1−α

where Ω ≡ δ / µ s a

).

Ω is the “Beveridge curve shifter”, the reduced-form
representation of all factors that can shift the Beveridge curve
Increased Ω leads to an outward shift in the curve.

The term is a reduced-form repre
δ denotes the job separation rate
μ a scale
Weis callparameter capturing (true) match efficiency
the “Beveridge curve sh
a denotes firms’ recruiting intensity (for example, advertising)
Beveridge curve. unemployed workers
s denotes the search intensity of
t

t

20
al
y
t is

yed
his

nt
nty

me
e

Figure 1
Figure 1: Actual and fitted Beveridge
Actual and fitted Beveridge curve

curve

Job openings rate (%)
5
Fitted
4

3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
Unemployment rate (%)

9

Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.

11

21
Imposing the steady-state relation tha
rate, we obtain the expression for the
(2)

Since 200
recessio

Beveridge curve shifter:
Original State

(

α 1−α

where Ω ≡ δ / µ s a

).

The term is a reduced-form repres
We call the “Beveridge curve shift
Beveridge curve.

We construct a time series for usin
Beveridge curve relation in equation
job separation rate is taken from th
the U.S. Bureau of Labor Statistics.
22
Imposing the steady-state relation tha
rate, we obtain the expression for the
(2)

Beveridge curve shifter:
Increase Ω→Outward shift

(

α 1−α

where Ω ≡ δ / µ s a

).

Since 2
recess

The term is a reduced-form repres
We call the “Beveridge curve shift
Beveridge curve.

We construct a time series for usin
Beveridge curve relation in equation
job separation rate is taken from th
the U.S. Bureau of Labor Statistics.
23
(2)

(

α 1−α

where Ω ≡ δ / µ s a

).

Increased Ω leads to an
outward shift in the curve.

The term is a reduced-form representat
We call the “Beveridge Since 2007
curve shifter.”
recession
Beveridge curve.

We construct a time series for using da
Beveridge curve relation in equation (2),
job separation rate is taken from the 24
Job
Measuring shifts in the Beveridge curve

Policy Uncertainty

25
Measuring shifts in the Beveridge curve

Policy Uncertainty
Newspaper articles discussing economic policy uncertainty

25
Measuring shifts in the Beveridge curve

Policy Uncertainty
Newspaper articles discussing economic policy uncertainty
Tax code provisions scheduled to expire

25
Measuring shifts in the Beveridge curve

Policy Uncertainty
Newspaper articles discussing economic policy uncertainty
Tax code provisions scheduled to expire
The extent of disagreements among economic forecasters
about such variables as future levels of inflation and
government spending

25
ve
s

on

he

Figure 2
Figure 2: Beveridge curve shifter and policy uncertainty
Beveridge curve shifter and policy uncertainty
Index
3.0
2.5

Percent
7.0

Recruiting intensity
(left axis)

6.5
6.0

2.0
1.5

5.5
Policy uncertainty
(left axis)

5.0
4.5

1.0
0.5

Beveridge curve shifter
(right axis)

0.0
00 01 02 03 04 05 06
Note: Three-month moving average.

4.0
3.5
3.0

07

08

09

10

11

12

26
2.5
2.0

and the job vacancy rate (v), can be derived from a general matc
Recruiting intensity
following form(left axis)
(see Pissarides 2000, chapter 5):
6.5
6.0

(1)

5.5

where mt denotes uncertainty (hires) being formed, µ is a scale
Policy new matches
5.0
1.5 match efficiency, s denotes the search intensity of unemployed
(left axis)
t
firms’ recruiting intensity (for example, advertising).
4.5
1.0

4.0

Beveridge curve shifter
relation that (right axis)
where
3.5

0.5 Imposing

the steady-state
rate, we obtain the expression for the Beveridge curve

0.0

3.0

00 01 02 03 04 05 06
(2)
Note: Three-month moving average.

07

08

09

10

11

12

Beveridge curve shifter

(

α 1−α

)

where Ω ≡ δ / µ s a
.
to a higher unemployment rate for a given number of job

27

d
efficiency is a broad concept that encompasses a range of variables,
from filling vacancies, thereby raising unemployment. An estimate indicates that, without policy
ecruit new employees. If the process of matching workers and jobs
uncertainty, the unemployment rate in late 2012 would have been close to 6.5%, 1.3
curve shifts to the right, meaning that, for a given job vacancy rate,
percentage points lower than the actual rate.
her.

Measuring shifts in the Beveridge curve

loyment rate and the vacancy rate to quantify changes in job match
The U.S. labor market has recovered more slowly following the Great Recession than after previous
t we call the “Beveridge curve shifter.” In Figure 2, the blue line
recessions. Historically, the unemployment rate tends to fall as job openings increase, a relationship
Beveridge curve shifter has increased substantially, consistent with
urve displayed in Figure 1.represented graphically by the Beveridge curve. However, even though the number of job openings in the

economy has been rising during the recovery, the unemployment rate has remained stubbornly high. As
onomic policy uncertaintya result, asby Baker, Bloom, and Davis
developed Figure 1 shows, the Beveridge curve has shifted away from its historical pattern. There are
now more jobless workers for a given number of job openings than in the decade before the downturn.
lume of newspaper articles discussing economic policy uncertainty,

heduled to expire, and the extent of disagreements among economic

Researchers have suggested several
Figure 1
Figure 2
reasons for this shift. Workers may
Actual and fitted Beveridge curve
Beveridge curve shifter and policy uncertainty what is
not have the skills that match
Index
Percent Job openings rate (%)
needed for current job openings. 7.0 5
3.0
Recruiting intensity
Alternatively, more generous
Fitted
(left axis)
6.5
2.5
unemployment benefits may have
n
4
6.0
reduced the pressure on unemployed
2.0
5.5
individuals to search for jobs. In this
Policy uncertainty
Economic Letter, we propose an 5.0 3
1.5
(left axis)
Since 2007
alternative explanation. We present
recession
4.5
1.0
evidence that heightened uncertainty
Before 2007
recession
about economic policy during the 4.0 2
Beveridge curve shifter
0.5
e
(right axis)
recovery made businesses more
3.5
reluctant to hire workers. When
0.0
3.0
1
businesses become
00 01 02 03 uncertainty rises,08 09 10 11 12
04 05 06 07
3
5
7
9
11
Unemployment rate (%)
Note: Three-month moving average.
more hesitant to hire. They reduce
Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.
recruiting efforts by raising hiring
(2012), and authors’ calculations.
ads to a higher unemployment rate for a given number of job
standards, increasing the number of
ge curve outward. The green dashed line in Figure 2 indicates that,
interviews, or simply not filling vacancies. For instance, some businesses may interview candidates

28
efficiency is a broad concept that encompasses a range of variables,
from filling vacancies, thereby raising unemployment. An estimate indicates that, without policy
ecruit new employees. If the process of matching workers and jobs
uncertainty, the unemployment rate in late 2012 would have been close to 6.5%, 1.3
curve shifts to the right, meaning that, for a given job vacancy rate,
percentage points lower than the actual rate.
her.

Measuring shifts in the Beveridge curve

loyment rate and the vacancy rate to quantify changes in job match
The U.S. labor market has recovered more slowly following the Great Recession than after previous
t we call the “Beveridge curve shifter.” In Figure 2, the blue line
recessions. Historically, the unemployment rate tends to fall as job openings increase, a relationship
Beveridge curve shifter has increased substantially, consistent with
urve displayed in Figure 1.represented graphically by the Beveridge curve. However, even though the number of job openings in the

economy has been rising during the recovery, the unemployment rate has remained stubbornly high. As
onomic policy uncertaintya result, asby Baker, Bloom, and Davis
developed Figure 1 shows, the Beveridge curve has shifted away from its historical pattern. There are
now more jobless workers for a given number of job openings than in the decade before the downturn.
lume of newspaper articles discussing economic policy uncertainty,

Policy Uncertainty & Beveridge curve shifter

heduled to expire, and the extent of disagreements among economic

Researchers have suggested several
Figure 1
Figure 2
reasons for this shift. Workers may
Actual and fitted Beveridge curve
Beveridge curve shifter and policy uncertainty what is
not have the skills that match
Index
Percent Job openings rate (%)
needed for current job openings. 7.0 5
3.0
Recruiting intensity
Alternatively, more generous
Fitted
(left axis)
6.5
2.5
unemployment benefits may have
n
4
6.0
reduced the pressure on unemployed
2.0
5.5
individuals to search for jobs. In this
Policy uncertainty
Economic Letter, we propose an 5.0 3
1.5
(left axis)
Since 2007
alternative explanation. We present
recession
4.5
1.0
evidence that heightened uncertainty
Before 2007
recession
about economic policy during the 4.0 2
Beveridge curve shifter
0.5
e
(right axis)
recovery made businesses more
3.5
reluctant to hire workers. When
0.0
3.0
1
businesses become
00 01 02 03 uncertainty rises,08 09 10 11 12
04 05 06 07
3
5
7
9
11
Unemployment rate (%)
Note: Three-month moving average.
more hesitant to hire. They reduce
Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al.
recruiting efforts by raising hiring
(2012), and authors’ calculations.
ads to a higher unemployment rate for a given number of job
standards, increasing the number of
ge curve outward. The green dashed line in Figure 2 indicates that,
interviews, or simply not filling vacancies. For instance, some businesses may interview candidates

28
3

Effects of policy
uncertainty on shifts
in the Beveridge curve
Effects of policy uncertainty on shifts in the Beveridge curve

“

How much heightened policy uncertainty may
have contributed to this shift?

”

V

U

Ω

Job vacancy rate

Unemployment rate

Beveridge curve shifter

Policy uncertainty
30
s of uncertainty on the unemployment rate in our theoretical model,

ge
cy
e
he
id

ly
n

ty
the

Figure 3
Figure 3: Policy uncertainty and shifts in the Beveridge
Policy uncertainty and shifts in the Beveridge curve

curve

Job openings rate (%)
5
Fitted
4
Since 2007 recession
implied by policy uncertainty
3

Since 2007
recession
Before 2007
recession

2

1
3

5

7
9
Unemployment rate (%)
Sources: JOLTS, Daly et al. (2012), and authors’ calculations.

11

31
7

Part of the Beveridge curve
that has been driven by policy
uncertainty, based on
estimates we put into our
statistical model.

Since 2007 recession
implied by policy uncertainty

Since
rece
32
Part of the Beveridge curve
that has been driven by policy
uncertainty, based on
estimates we put into our
statistical model.

However, beginning in autumn
2009, policy uncertainty
became an increasingly
important factor behind the
shift in the Beveridge curve.

Since 2007 recession
implied by policy uncertainty
Since 2007
recession

33
Effects of policy uncertainty on shifts in the Beveridge curve

Heighted uncertainty may have contributed to the shift
Our results suggests that, in late 2012, if there had been no
policy uncertainty shocks, The unemployment rate would have
been close to 6.5% instead of the reported 7.8%.

34
Effects of policy uncertainty on shifts in the Beveridge curve

Conclusion

35
Effects of policy uncertainty on shifts in the Beveridge curve

Conclusion

All else equal

35
Effects of policy uncertainty on shifts in the Beveridge curve

Conclusion

All else equal

Increase in
policy
uncertainty

35
Effects of policy uncertainty on shifts in the Beveridge curve

Conclusion

All else equal

Increase in
policy
uncertainty

Significant
decline in
recruiting
intensity

35
Conclusion

4
Conclusion

In an uncertain economic environment, businesses reduce
their recruiting intensity.
As the economy recovers and uncertainty recedes, the
Beveridge curve should return to its pre-recession position and
the pace of job recovery should accelerate.

37
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Uncertainty and the slow labor market recovery

  • 1. Uncertainty and the Slow Labor Market Recovery Yi-Hung Peng, Tou-Te Tsai, Yu-Chieh Chiang 2013.11.1
  • 2. Reporting Process 1 The Beveridge curve: Past and present 2 Measuring shifts in the Beveridge curve 3 Effects of policy uncertainty on shifts in the Beveridge curve 4 Conclusion 3
  • 4. The Beveridge curve: Past and present The history of Beveridge curve The Beveridge curve, or UV-curve, was developed in 1958 by Christopher Dow and Leslie Arthur Dicks-Mireaux. The Beveridge curve enabled economists to employ an analytical method for the decomposition of unemployment: deficient-demand (or cyclical) unemployment and structural unemployment. 5
  • 5. The Beveridge curve: Past and present Likely because the Beveridgecurve enabled economists to analyze the problems Beveridge addressed, the curve was named in the 1980s after William Beveridge. 6
  • 6. al y t is yed his nt nty me e Figure 1 Figure 1: Actual and fitted Beveridge Actual and fitted Beveridge curve curve Job openings rate (%) 5 Fitted 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 7
  • 7. Actual and fitted Beveridge curve Job openings rate (%) 5 Fitted 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 8
  • 8. Actual and fitted Beveridge curve Job openings rate (%) 5 v Fitted 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 8
  • 9. Actual and fitted Beveridge curve Job openings rate (%) 5 v Fitted 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 u Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 8
  • 10. Actual and fitted Beveridge curve Job openings rate (%) 5 v Fitted Beveridge curve 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 u Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 8
  • 11. Actual and fitted Beveridge curve Job openings rate (%) 5 v Fitted Beveridge curve 4 Data 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 u Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 8
  • 12. Unemployment typically fell as job openings rose v u Before 2007 recession 9
  • 13. Although job openings rose, unemployment fell more sluggishly. v u Since 2007 recession 10
  • 14. Figure 1 Actual and fitted Beveridge curve Job openings rate (%) 5 Fitted Since late 2007, the Beveridge curve has gradually shifted outward 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 11 11
  • 15. Job openings rate (%) 5 Fitted Since late 2007, the Beveridge curve has gradually shifted outward 4 3 Since 2007 recession Before 2007 recession 2 What has caused this shift 1 3 5 7 Unemployment rate (%) 9 11 12
  • 16. The Beveridge curve: Past and present What has caused this shift Previous Explanation 13
  • 17. The Beveridge curve: Past and present What has caused this shift Previous Explanation 1 “Beveridge curve may reflect a mismatch between the skills unemployed workers have and what employers are looking for.” 13
  • 18. The Beveridge curve: Past and present What has caused this shift Previous Explanation 1 “Beveridge curve may reflect a mismatch between the skills unemployed workers have and what employers are looking for.” Recent research suggests that skill mismatch is probably not a main driving force 13
  • 19. The Beveridge curve: Past and present What has caused this shift Previous Explanation 1 “Beveridge curve may reflect a mismatch between the skills unemployed workers have and what employers are looking for.” Recent research suggests that skill mismatch is probably not a main driving force 2 “The expansion of unemployment insurance benefits” EX:the 2008 extension of unemployment compensation. 13
  • 20. The Beveridge curve: Past and present What has caused this shift Previous Explanation 1 “Beveridge curve may reflect a mismatch between the skills unemployed workers have and what employers are looking for.” Recent research suggests that skill mismatch is probably not a main driving force 2 “The expansion of unemployment insurance benefits” EX:the 2008 extension of unemployment compensation. Unemployment insurance benefits have been reduced over the past two years. 13
  • 21. The Beveridge curve: Past and present 1 “Beveridge curve may reflect a mismatch between the skills unemployed workers have and what employers are looking for.” 2 “The expansion of unemployment insurance benefits” EX:the 2008 extension of unemployment compensation. Policy Uncertainty 14
  • 22. 2 Measuring shifts in the Beveridge curve
  • 23. Measuring shifts in the Beveridge curve A rise in the level of uncertainty about fiscal and monetary policy is a third possible explanation for the shift in the Beveridge curve. 16
  • 24. Measuring shifts in the Beveridge curve A rise in the level of uncertainty about fiscal and monetary policy is a third possible explanation for the shift in the Beveridge curve. “ ” We need an economic model of the labor market. 16
  • 25. Measuring shifts in the Beveridge curve !! = ! !! !! ! !!! !! !! − ! !!! !!! ! ! ! ! != ! Ω!!! ! !! 17
  • 26. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t != ! Ω!!! ! !! − ! !!! !!! ! ! 17
  • 27. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) != ! Ω!!! ! !! − ! !!! !!! ! ! 17
  • 28. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) ! Ω!!! job vacancy rate (v) != ! !! − ! !!! !!! ! ! 17
  • 29. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) ! ! μ is= Ω!!! capturing (true) match!!! !!! ! a scale parameter ! !! − ! efficiency ! job vacancy rate (v) 17
  • 30. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) ! ! μ is= Ω!!! capturing (true) match!!! !!! ! a scale parameter ! !! − ! efficiency ! job vacancy rate (v) at denotes firms’ recruiting intensity (for example, advertising) 17
  • 31. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) ! ! μ is= Ω!!! capturing (true) match!!! !!! ! a scale parameter ! !! − ! efficiency ! job vacancy rate (v) at denotes firms’ recruiting intensity (for example, advertising) st denotes the search intensity of unemployed workers 17
  • 32. Measuring shifts in the Beveridge curve !! = ! !! !! ! !! !! !!! ! ! m denotes new matches (hires) being formed t unemployment (u) ! ! μ is= Ω!!! capturing (true) match!!! !!! ! a scale parameter ! !! − ! efficiency ! job vacancy rate (v) (variables for the beveridge curve shifter) at denotes firms’ recruiting intensity (for example, advertising) st denotes the search intensity of unemployed workers 17
  • 33. mple, advertising). Measuring shifts in the Beveridge curve Imposing the steady-state relation: hat where deno he Beveridge curve mt denotes new matches (hires) being formed unemployment (u) 18
  • 34. mple, advertising). Measuring shifts in the Beveridge curve Imposing the steady-state relation: hat where deno he Beveridge curve δ denotes the job separation rate mt denotes new matches (hires) being formed unemployment (u) 18
  • 35. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! = ! !! !! !! !! ! ! 1−α a ). != ! Ω!!! ! !! − ! !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 36. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! = ! !! !! !! !! ! ! 1−α a ). != ! Ω!!! ! !! − ! !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 37. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! =! ! !! ! ! !! !! !!! ! ! !! ! ! ! = ! ! 1−α a ). ! ! ! ! ! ! The expression for the Beveridge curve ! ! != != Ω!!! ! Ω!!! ! ! !! !! − !!! !!! ! ! ! − !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 38. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! =! ! !! ! ! !! !! !!! ! ! !! ! ! ! = ! ! 1−α a ). ! ! ! ! ! ! The expression for the Beveridge curve ! ! != != Ω!!! ! Ω!!! ! ! !! !! − !!! !!! ! ! ! − !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 39. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! =! ! !! ! ! !! !! !!! ! ! !! ! ! ! = ! ! 1−α a ). ! ! ! ! ! ! The expression for the Beveridge curve ! ! != != Ω!!! ! Ω!!! ! ! !! !! − !!! !!! ! ! ! − !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 40. ensity (for example, advertising). Measuring shifts in the Beveridge curve -state relation that where denotes xpression for the Beveridge curve ! !!! !! =! ! !! ! ! !! !! !!! ! ! !! ! ! ! = ! ! 1−α a ). ! ! ! ! ! ! The expression for the Beveridge curve ! ! != != Ω!!! ! Ω!!! ! ! !! !! − !!! !!! ! ! ! − !!! !!! ! ! uced-form representation of all factors that can shift 19
  • 41. ensity (for example, advertising). (1) Measuring shifts in the Beveridge curve where mt denotes new matches (hires) being formed, -state relation that denotes match efficiency, st denotes the whereintensity of un search xpressionfirms’the Beveridge curveexample, advertising) for recruiting intensity (for ! !!! !! =! ! !! ! ! !! !! !!! ! ! !! ! ! !! = !! ! ! ! Imposing the steady-state relation that ! 1−α a ). !rate, The expression forexpression for the Beveridge curv we obtain the the Beveridge curve! ! != != (2) Ω!!! ! Ω!!! ! ! !! !! − !!! !!! ! ! ! − !!! !!! ! ! ( of all. factors curve shifter shift ) Beveridge that can uced-form representation α 1−α where Ω ≡ δ / µ s a 19
  • 42. (2) Measuring shifts in the Beveridge curve ( α 1−α where Ω ≡ δ / µ s a ). The term is a reduced-form repre δ denotes the job separation rate μ a scale Weis callparameter capturing (true) match efficiency the “Beveridge curve sh a denotes firms’ recruiting intensity (for example, advertising) Beveridge curve. unemployed workers s denotes the search intensity of t t 20
  • 43. (2) Measuring shifts in the Beveridge curve ( α 1−α where Ω ≡ δ / µ s a ). Ω is the “Beveridge curve shifter”, the reduced-form representation of all factors that can shift the Beveridge curve The term is a reduced-form repre δ denotes the job separation rate μ a scale Weis callparameter capturing (true) match efficiency the “Beveridge curve sh a denotes firms’ recruiting intensity (for example, advertising) Beveridge curve. unemployed workers s denotes the search intensity of t t 20
  • 44. (2) Measuring shifts in the Beveridge curve ( α 1−α where Ω ≡ δ / µ s a ). Ω is the “Beveridge curve shifter”, the reduced-form representation of all factors that can shift the Beveridge curve Increased Ω leads to an outward shift in the curve. The term is a reduced-form repre δ denotes the job separation rate μ a scale Weis callparameter capturing (true) match efficiency the “Beveridge curve sh a denotes firms’ recruiting intensity (for example, advertising) Beveridge curve. unemployed workers s denotes the search intensity of t t 20
  • 45. al y t is yed his nt nty me e Figure 1 Figure 1: Actual and fitted Beveridge Actual and fitted Beveridge curve curve Job openings rate (%) 5 Fitted 4 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 Unemployment rate (%) 9 Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. 11 21
  • 46. Imposing the steady-state relation tha rate, we obtain the expression for the (2) Since 200 recessio Beveridge curve shifter: Original State ( α 1−α where Ω ≡ δ / µ s a ). The term is a reduced-form repres We call the “Beveridge curve shift Beveridge curve. We construct a time series for usin Beveridge curve relation in equation job separation rate is taken from th the U.S. Bureau of Labor Statistics. 22
  • 47. Imposing the steady-state relation tha rate, we obtain the expression for the (2) Beveridge curve shifter: Increase Ω→Outward shift ( α 1−α where Ω ≡ δ / µ s a ). Since 2 recess The term is a reduced-form repres We call the “Beveridge curve shift Beveridge curve. We construct a time series for usin Beveridge curve relation in equation job separation rate is taken from th the U.S. Bureau of Labor Statistics. 23
  • 48. (2) ( α 1−α where Ω ≡ δ / µ s a ). Increased Ω leads to an outward shift in the curve. The term is a reduced-form representat We call the “Beveridge Since 2007 curve shifter.” recession Beveridge curve. We construct a time series for using da Beveridge curve relation in equation (2), job separation rate is taken from the 24 Job
  • 49. Measuring shifts in the Beveridge curve Policy Uncertainty 25
  • 50. Measuring shifts in the Beveridge curve Policy Uncertainty Newspaper articles discussing economic policy uncertainty 25
  • 51. Measuring shifts in the Beveridge curve Policy Uncertainty Newspaper articles discussing economic policy uncertainty Tax code provisions scheduled to expire 25
  • 52. Measuring shifts in the Beveridge curve Policy Uncertainty Newspaper articles discussing economic policy uncertainty Tax code provisions scheduled to expire The extent of disagreements among economic forecasters about such variables as future levels of inflation and government spending 25
  • 53. ve s on he Figure 2 Figure 2: Beveridge curve shifter and policy uncertainty Beveridge curve shifter and policy uncertainty Index 3.0 2.5 Percent 7.0 Recruiting intensity (left axis) 6.5 6.0 2.0 1.5 5.5 Policy uncertainty (left axis) 5.0 4.5 1.0 0.5 Beveridge curve shifter (right axis) 0.0 00 01 02 03 04 05 06 Note: Three-month moving average. 4.0 3.5 3.0 07 08 09 10 11 12 26
  • 54. 2.5 2.0 and the job vacancy rate (v), can be derived from a general matc Recruiting intensity following form(left axis) (see Pissarides 2000, chapter 5): 6.5 6.0 (1) 5.5 where mt denotes uncertainty (hires) being formed, µ is a scale Policy new matches 5.0 1.5 match efficiency, s denotes the search intensity of unemployed (left axis) t firms’ recruiting intensity (for example, advertising). 4.5 1.0 4.0 Beveridge curve shifter relation that (right axis) where 3.5 0.5 Imposing the steady-state rate, we obtain the expression for the Beveridge curve 0.0 3.0 00 01 02 03 04 05 06 (2) Note: Three-month moving average. 07 08 09 10 11 12 Beveridge curve shifter ( α 1−α ) where Ω ≡ δ / µ s a . to a higher unemployment rate for a given number of job 27 d
  • 55. efficiency is a broad concept that encompasses a range of variables, from filling vacancies, thereby raising unemployment. An estimate indicates that, without policy ecruit new employees. If the process of matching workers and jobs uncertainty, the unemployment rate in late 2012 would have been close to 6.5%, 1.3 curve shifts to the right, meaning that, for a given job vacancy rate, percentage points lower than the actual rate. her. Measuring shifts in the Beveridge curve loyment rate and the vacancy rate to quantify changes in job match The U.S. labor market has recovered more slowly following the Great Recession than after previous t we call the “Beveridge curve shifter.” In Figure 2, the blue line recessions. Historically, the unemployment rate tends to fall as job openings increase, a relationship Beveridge curve shifter has increased substantially, consistent with urve displayed in Figure 1.represented graphically by the Beveridge curve. However, even though the number of job openings in the economy has been rising during the recovery, the unemployment rate has remained stubbornly high. As onomic policy uncertaintya result, asby Baker, Bloom, and Davis developed Figure 1 shows, the Beveridge curve has shifted away from its historical pattern. There are now more jobless workers for a given number of job openings than in the decade before the downturn. lume of newspaper articles discussing economic policy uncertainty, heduled to expire, and the extent of disagreements among economic Researchers have suggested several Figure 1 Figure 2 reasons for this shift. Workers may Actual and fitted Beveridge curve Beveridge curve shifter and policy uncertainty what is not have the skills that match Index Percent Job openings rate (%) needed for current job openings. 7.0 5 3.0 Recruiting intensity Alternatively, more generous Fitted (left axis) 6.5 2.5 unemployment benefits may have n 4 6.0 reduced the pressure on unemployed 2.0 5.5 individuals to search for jobs. In this Policy uncertainty Economic Letter, we propose an 5.0 3 1.5 (left axis) Since 2007 alternative explanation. We present recession 4.5 1.0 evidence that heightened uncertainty Before 2007 recession about economic policy during the 4.0 2 Beveridge curve shifter 0.5 e (right axis) recovery made businesses more 3.5 reluctant to hire workers. When 0.0 3.0 1 businesses become 00 01 02 03 uncertainty rises,08 09 10 11 12 04 05 06 07 3 5 7 9 11 Unemployment rate (%) Note: Three-month moving average. more hesitant to hire. They reduce Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. recruiting efforts by raising hiring (2012), and authors’ calculations. ads to a higher unemployment rate for a given number of job standards, increasing the number of ge curve outward. The green dashed line in Figure 2 indicates that, interviews, or simply not filling vacancies. For instance, some businesses may interview candidates 28
  • 56. efficiency is a broad concept that encompasses a range of variables, from filling vacancies, thereby raising unemployment. An estimate indicates that, without policy ecruit new employees. If the process of matching workers and jobs uncertainty, the unemployment rate in late 2012 would have been close to 6.5%, 1.3 curve shifts to the right, meaning that, for a given job vacancy rate, percentage points lower than the actual rate. her. Measuring shifts in the Beveridge curve loyment rate and the vacancy rate to quantify changes in job match The U.S. labor market has recovered more slowly following the Great Recession than after previous t we call the “Beveridge curve shifter.” In Figure 2, the blue line recessions. Historically, the unemployment rate tends to fall as job openings increase, a relationship Beveridge curve shifter has increased substantially, consistent with urve displayed in Figure 1.represented graphically by the Beveridge curve. However, even though the number of job openings in the economy has been rising during the recovery, the unemployment rate has remained stubbornly high. As onomic policy uncertaintya result, asby Baker, Bloom, and Davis developed Figure 1 shows, the Beveridge curve has shifted away from its historical pattern. There are now more jobless workers for a given number of job openings than in the decade before the downturn. lume of newspaper articles discussing economic policy uncertainty, Policy Uncertainty & Beveridge curve shifter heduled to expire, and the extent of disagreements among economic Researchers have suggested several Figure 1 Figure 2 reasons for this shift. Workers may Actual and fitted Beveridge curve Beveridge curve shifter and policy uncertainty what is not have the skills that match Index Percent Job openings rate (%) needed for current job openings. 7.0 5 3.0 Recruiting intensity Alternatively, more generous Fitted (left axis) 6.5 2.5 unemployment benefits may have n 4 6.0 reduced the pressure on unemployed 2.0 5.5 individuals to search for jobs. In this Policy uncertainty Economic Letter, we propose an 5.0 3 1.5 (left axis) Since 2007 alternative explanation. We present recession 4.5 1.0 evidence that heightened uncertainty Before 2007 recession about economic policy during the 4.0 2 Beveridge curve shifter 0.5 e (right axis) recovery made businesses more 3.5 reluctant to hire workers. When 0.0 3.0 1 businesses become 00 01 02 03 uncertainty rises,08 09 10 11 12 04 05 06 07 3 5 7 9 11 Unemployment rate (%) Note: Three-month moving average. more hesitant to hire. They reduce Sources: Job Openings and Labor Turnover Survey (JOLTS), Daly et al. recruiting efforts by raising hiring (2012), and authors’ calculations. ads to a higher unemployment rate for a given number of job standards, increasing the number of ge curve outward. The green dashed line in Figure 2 indicates that, interviews, or simply not filling vacancies. For instance, some businesses may interview candidates 28
  • 57. 3 Effects of policy uncertainty on shifts in the Beveridge curve
  • 58. Effects of policy uncertainty on shifts in the Beveridge curve “ How much heightened policy uncertainty may have contributed to this shift? ” V U Ω Job vacancy rate Unemployment rate Beveridge curve shifter Policy uncertainty 30
  • 59. s of uncertainty on the unemployment rate in our theoretical model, ge cy e he id ly n ty the Figure 3 Figure 3: Policy uncertainty and shifts in the Beveridge Policy uncertainty and shifts in the Beveridge curve curve Job openings rate (%) 5 Fitted 4 Since 2007 recession implied by policy uncertainty 3 Since 2007 recession Before 2007 recession 2 1 3 5 7 9 Unemployment rate (%) Sources: JOLTS, Daly et al. (2012), and authors’ calculations. 11 31
  • 60. 7 Part of the Beveridge curve that has been driven by policy uncertainty, based on estimates we put into our statistical model. Since 2007 recession implied by policy uncertainty Since rece 32
  • 61. Part of the Beveridge curve that has been driven by policy uncertainty, based on estimates we put into our statistical model. However, beginning in autumn 2009, policy uncertainty became an increasingly important factor behind the shift in the Beveridge curve. Since 2007 recession implied by policy uncertainty Since 2007 recession 33
  • 62. Effects of policy uncertainty on shifts in the Beveridge curve Heighted uncertainty may have contributed to the shift Our results suggests that, in late 2012, if there had been no policy uncertainty shocks, The unemployment rate would have been close to 6.5% instead of the reported 7.8%. 34
  • 63. Effects of policy uncertainty on shifts in the Beveridge curve Conclusion 35
  • 64. Effects of policy uncertainty on shifts in the Beveridge curve Conclusion All else equal 35
  • 65. Effects of policy uncertainty on shifts in the Beveridge curve Conclusion All else equal Increase in policy uncertainty 35
  • 66. Effects of policy uncertainty on shifts in the Beveridge curve Conclusion All else equal Increase in policy uncertainty Significant decline in recruiting intensity 35
  • 68. Conclusion In an uncertain economic environment, businesses reduce their recruiting intensity. As the economy recovers and uncertainty recedes, the Beveridge curve should return to its pre-recession position and the pace of job recovery should accelerate. 37