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macroeconomics
fifth edition
N. Gregory Mankiw
PowerPoint®
Slides
by Ron Cronovich
macro
© 2002 Worth Publishers, all rights reserved
CHAPTER SIX
Unemployment
CHAPTER 6 Unemployment slide 1
Chapter objectives
The natural rate of unemployment:
 what it means
 what causes it
 understanding its behavior in the real
world
CHAPTER 6 Unemployment
Natural Rate of Unemployment
 Natural rate of unemployment:
the average rate of unemployment around
which the economy fluctuates.
 In a recession, the actual unemployment rate
rises above the natural rate.
 In a boom, the actual unemployment rate falls
below the natural rate.
CHAPTER 6 Unemployment slide 3
U.S. Unemployment, 1958-2002
2
3
4
5
6
7
8
9
10
11
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000
Percent
of
labor
force
Unemployment rate Natural rate of unemployment
CHAPTER 6 Unemployment slide 4
A first model of the natural rate
Notation:
L = # of workers in labor force
E = # of employed workers
U = # of unemployed
U/L = unemployment rate
CHAPTER 6 Unemployment slide 5
Assumptions:
1. L is exogenously fixed.
2. During any given month,
s = fraction of employed workers
that become separated from their jobs,
f = fraction of unemployed workers
that find jobs.
s = rate of job separations
f = rate of job finding
(both exogenous)
CHAPTER 6 Unemployment slide 6
The transitions between
employment and unemployment
Employed Unemployed
s E
f U
CHAPTER 6 Unemployment slide 7
The steady state condition
 Definition: the labor market is in
steady state, or long-run equilibrium,
if the unemployment rate is constant.
 The steady-state condition is:
s E = f U
# of employed
people who
lose or leave
their jobs
# of unemployed
people who find
jobs
CHAPTER 6 Unemployment slide 8
Solving for the “equilibrium” U rate
f U = s E
= s (L –U )
= s L – s U
Solve for U/L:
(f + s)U = s L
so,
U s
L s f


CHAPTER 6 Unemployment slide 9
Example:
 Each month, 1% of employed workers lose
their jobs (s = 0.01)
 Each month, 19% of unemployed workers
find jobs (f = 0.19)
 Find the natural rate of unemployment:
0.01
0.05, or 5%
0.01 0.19
U s
L s f
  
 
CHAPTER 6 Unemployment slide 10
policy implication
 A policy that aims to reduce the natural
rate of unemployment will succeed only
if it lowers s or increases f.
CHAPTER 6 Unemployment slide 11
Why is there unemployment?
 If job finding were instantaneous (f = 1),
then all spells of unemployment would be
brief, and the natural rate would be
near zero.
 There are two reasons why f < 1:
1. job search
2. wage rigidity
CHAPTER 6 Unemployment slide 12
Job Search & Frictional Unemployment
 frictional unemployment: caused by the
time it takes workers to search for a job
 occurs even when wages are flexible and
there are enough jobs to go around
 occurs because
 workers have different abilities, preferences
 jobs have different skill requirements
 geographic mobility of workers not
instantaneous
 flow of information about vacancies and job
candidates is imperfect
CHAPTER 6 Unemployment slide 13
Sectoral shifts
 def: changes in the composition of demand
among industries or regions
 example: Technological change
increases demand for computer repair persons,
decreases demand for typewriter repair persons
 example: A new international trade agreement
causes greater demand for workers in the export
sectors and less demand for workers in import-
competing sectors.
 It takes time for workers to change sectors,
so sectoral shifts cause frictional unemployment.
CHAPTER 6 Unemployment slide 14
Industry shares in U.S. GDP, 1960
4.2%
28.0%
9.9%
57.9%
Agriculture
Manufacturing
Other industry
Services
CHAPTER 6 Unemployment slide 15
Industry shares in U.S. GDP, 1997
1.7%
17.8%
8.5%
72.0%
Agriculture
Manufacturing
Other industry
Services
CHAPTER 6 Unemployment slide 16
Sectoral shifts abound
 more examples:
 Late 1800s: decline of agriculture, increase in
manufacturing
 Late 1900s: relative decline of manufacturing,
increase in service sector
 1970s energy crisis caused a shift in demand
away from huge gas guzzlers toward smaller
cars.
 In our dynamic economy, smaller (though still
significant) sectoral shifts occur frequently,
contributing to frictional unemployment.
CHAPTER 6 Unemployment
Public Policy and Job Search
Govt programs affecting unemployment
 Govt employment agencies:
disseminate info about job openings to better
match workers & jobs
 Public job training programs:
help workers displaced from declining
industries get skills needed for jobs in
growing industries
CHAPTER 6 Unemployment
 UI pays part of a worker’s former wages for a
limited time after losing his/her job.
 UI increases search unemployment, because it:
– reduces the opportunity cost of being
unemployed
– reduces the urgency of finding work
– hence, reduces f
 Studies: The longer a worker is eligible for UI,
the longer the duration of the average spell of
unemployment.
Unemployment insurance (UI)
CHAPTER 6 Unemployment
 By allowing workers more time to search,
UI may lead to better matches between
jobs and workers,
which would lead to greater productivity
and higher incomes.
Benefits of UI
CHAPTER 6 Unemployment slide 20
Why is there unemployment?
 There are two reasons why f < 1:
1. job search
2. wage rigidity
The natural rate of unemployment:
U s
L s f


DONE 
Next 
CHAPTER 6 Unemployment slide 21
Unemployment from real wage rigidity
Labor
Real
wage
Supply
Demand
Unemployment
Rigid
real
wage
Amount of labor
willing to work
Amount of
labor hired
If the real
wage is
stuck above
the eq’m
level, then
there aren’t
enough jobs
to go
around.
CHAPTER 6 Unemployment slide 22
Unemployment from real wage rigidity
If the real
wage is
stuck above
the eq’m
level, then
there aren’t
enough jobs
to go
around.
Then, firms must ration the
scarce jobs among workers.
Structural unemployment:
the unemployment resulting
from real wage rigidity and
job rationing.
CHAPTER 6 Unemployment slide 23
Reasons for wage rigidity
1. Minimum wage laws
2. Labor unions
3. Efficiency wages
CHAPTER 6 Unemployment slide 24
The minimum wage
 The minimum wage is well below the eq’m
wage for most workers, so it cannot explain
the majority of natural rate unemployment.
 However, the minimum wage may exceed
the eq’m wage of unskilled workers,
especially teenagers.
 If so, then we would expect that increases in
the minimum wage would increase
unemployment among these groups.
CHAPTER 6 Unemployment slide 25
The minimum wage in the real world:
 In Sept 1996, the minimum wage was raised
from $4.25 to $4.75. Here’s what happened:
Unemployment rates, before & after
3rd Q 1996 1st Q 1997
Teenagers 16.6% 17.0%
Single
mothers
8.5% 9.1%
All workers 5.3% 5.3%
 Other studies: A 10% increase in the minimum
wage increases teenage unemployment by 1-3%.
CHAPTER 6 Unemployment slide 26
Labor unions
 Unions exercise monopoly power to secure
higher wages for their members.
 When the union wage exceeds the eq’m
wage, unemployment results.
 Employed union workers are insiders
whose interest is to keep wages high.
 Unemployed non-union workers are
outsiders and would prefer wages to be
lower (so that labor demand would be high
enough for them to get jobs).
Union membership and wage ratios by industry, 2001
118.0
121.1
103.3
90.1
117.8
105.8
104.2
127.8
105.9
151.0
103.4
15.0%
41.8
6.8
2.8
5.0
5.9
23.7
25.4
15.5
19.0
12.9%
13.6%
37.4
5.9
2.1
4.5
5.5
22.6
24.1
14.6
18.4
12.3%
119,092
19,155
34,261
7,648
20,505
4,540
2,981
4,441
18,149
6,881
531
all
government
services
fin, insu, and real est
retail trade
wholesale trade
comm. and pub util
transportation
manufacturing
construction
mining
wage
ratio
RBU %
of total
U % of
total
# employed
(1000s)
industry
RBU = nonunion workers represented by a union
wage ratio = 100(union + RBU wage)/(nonunion wage) slide 27
CHAPTER 6 Unemployment
Efficiency Wage Theory
 Theories in which high wages increase worker
productivity:
– attract higher quality job applicants
– increase worker effort and reduce “shirking”
– reduce turnover, which is costly
– improve health of workers
(in developing countries)
 The increased productivity justifies the cost of
paying above-equilibrium wages.
 The result: unemployment
slide 28
CHAPTER 6 Unemployment slide 29
Question for Discussion:
• Use the material we’ve just covered
to come up with a policy or policies
to try to reduce the natural rate of
unemployment.
• Note whether your policy targets
frictional or structural unemployment.
CHAPTER 6 Unemployment slide 30
The duration of U.S. unemployment,
average over 1993-2002
# of weeks
unemployed
# of unemployed
persons as % of
total # of
unemployed
amount of time
these workers spent
unemployed
as % of total time
all workers spent
unemployed
1-4 39% 6.5%
5-14 31% 20.5%
15 or more 30% 73.0%
CHAPTER 6 Unemployment slide 31
The duration of unemployment
 The data:
 More spells of unemployment are short-
term than medium-term or long-term.
 Yet, most of the total time spent
unemployed is attributable to the long-
term unemployed.
 This long-term unemployment is probably
structural and/or due to sectoral shifts among
vastly different industries.
 Knowing this is important because it can help
us craft policies that are more likely to
CHAPTER 6 Unemployment slide 32
Actual & natural rates of
unemployment in the U.S.
2
3
4
5
6
7
8
9
10
11
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000
Percent
of
labor
force
Unemployment rate Natural rate of unemployment
CHAPTER 6 Unemployment slide 33
EXPLAINING THE TREND:
The minimum wage
0
1
2
3
4
5
6
7
8
1945 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000
$
per
hour
nominal (in current dollars) real (in today's dollars)
The trend in the
real minimum
wage is similar to
the behavior of
the natural rate of
unemployment.
CHAPTER 6 Unemployment slide 34
EXPLAINING THE TREND:
Union membership
Since the early
1980s, the natural
rate of unemploy-
ment and union
membership have
both fallen.
But, from 1950s
to about 1980,
the natural rate
rose while union
membership fell.
Union membership
selected years
year percent of labor force
1930 12%
1945 35%
1954 35%
1970 27%
1983 20.1%
2001 13.5%
CHAPTER 6 Unemployment slide 35
0
10
20
30
40
50
60
70
80
90
1970 1975 1980 1985 1990 1995 2000
Oil
price
(per
barrel)
in current dollars (nominal)
in today's dollars (real)
Since mid-1980s,
oil prices less
volatile, so fewer
sectoral shifts.
EXPLAINING THE TREND:
Sectoral shifts
CHAPTER 6 Unemployment slide 36
EXPLAINING THE TREND:
Demographics
 1970s:
The Baby Boomers were young.
Young workers change jobs more frequently
(high value of s).
 Late 1980s through today:
Baby Boomers aged. Middle-aged workers
change jobs less often (low s).
CHAPTER 6 Unemployment slide 37
The rise in European Unemployment
0
2
4
6
8
10
12
CHAPTER 6 Unemployment slide 38
The rise in European Unemployment
Two explanations:
1. Most countries in Europe have generous
social insurance programs.
2. Shift in demand from unskilled to skilled
workers, due to technological change.
This demand shift occurred in the U.S., too.
But wage rigidity is less of a problem here,
so the shift caused an increase in the skilled-
to-unskilled wage gap instead of an increase
in unemployment.
CHAPTER 6 Unemployment slide 39
Chapter summary
1. The natural rate of unemployment
 the long-run average or “steady state” rate of
unemployment
 depends on the rates of job separation and
job finding
2. Frictional unemployment
 due to the time it takes to match workers
with jobs
 may be increased by unemployment
insurance
CHAPTER 6 Unemployment slide 40
Chapter summary
3. Structural unemployment
 results from wage rigidity - the real wage
remains above the equilibrium level
 causes: minimum wage, unions, efficiency
wages
4. Duration of unemployment
 most spells are short term
 but most weeks of unemployment are
attributable to a small number of long-term
unemployed persons
CHAPTER 6 Unemployment slide 41
Chapter summary
5. Behavior of the natural rate in the U.S.
 rose from 1950s to early 1980s, then fell
 possible explanations:
trends in real minimum wage,
union membership, prevalence of sectoral
shifts, and aging of the Baby Boomers
6. European unemployment
 has risen sharply since 1980
 probably due to generous unemployment
insurance there and a technology-driven shift
in demand away from unskilled workers
CHAPTER 6 Unemployment slide 42

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ch06[1].ppt

  • 1. macroeconomics fifth edition N. Gregory Mankiw PowerPoint® Slides by Ron Cronovich macro © 2002 Worth Publishers, all rights reserved CHAPTER SIX Unemployment
  • 2. CHAPTER 6 Unemployment slide 1 Chapter objectives The natural rate of unemployment:  what it means  what causes it  understanding its behavior in the real world
  • 3. CHAPTER 6 Unemployment Natural Rate of Unemployment  Natural rate of unemployment: the average rate of unemployment around which the economy fluctuates.  In a recession, the actual unemployment rate rises above the natural rate.  In a boom, the actual unemployment rate falls below the natural rate.
  • 4. CHAPTER 6 Unemployment slide 3 U.S. Unemployment, 1958-2002 2 3 4 5 6 7 8 9 10 11 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 Percent of labor force Unemployment rate Natural rate of unemployment
  • 5. CHAPTER 6 Unemployment slide 4 A first model of the natural rate Notation: L = # of workers in labor force E = # of employed workers U = # of unemployed U/L = unemployment rate
  • 6. CHAPTER 6 Unemployment slide 5 Assumptions: 1. L is exogenously fixed. 2. During any given month, s = fraction of employed workers that become separated from their jobs, f = fraction of unemployed workers that find jobs. s = rate of job separations f = rate of job finding (both exogenous)
  • 7. CHAPTER 6 Unemployment slide 6 The transitions between employment and unemployment Employed Unemployed s E f U
  • 8. CHAPTER 6 Unemployment slide 7 The steady state condition  Definition: the labor market is in steady state, or long-run equilibrium, if the unemployment rate is constant.  The steady-state condition is: s E = f U # of employed people who lose or leave their jobs # of unemployed people who find jobs
  • 9. CHAPTER 6 Unemployment slide 8 Solving for the “equilibrium” U rate f U = s E = s (L –U ) = s L – s U Solve for U/L: (f + s)U = s L so, U s L s f  
  • 10. CHAPTER 6 Unemployment slide 9 Example:  Each month, 1% of employed workers lose their jobs (s = 0.01)  Each month, 19% of unemployed workers find jobs (f = 0.19)  Find the natural rate of unemployment: 0.01 0.05, or 5% 0.01 0.19 U s L s f     
  • 11. CHAPTER 6 Unemployment slide 10 policy implication  A policy that aims to reduce the natural rate of unemployment will succeed only if it lowers s or increases f.
  • 12. CHAPTER 6 Unemployment slide 11 Why is there unemployment?  If job finding were instantaneous (f = 1), then all spells of unemployment would be brief, and the natural rate would be near zero.  There are two reasons why f < 1: 1. job search 2. wage rigidity
  • 13. CHAPTER 6 Unemployment slide 12 Job Search & Frictional Unemployment  frictional unemployment: caused by the time it takes workers to search for a job  occurs even when wages are flexible and there are enough jobs to go around  occurs because  workers have different abilities, preferences  jobs have different skill requirements  geographic mobility of workers not instantaneous  flow of information about vacancies and job candidates is imperfect
  • 14. CHAPTER 6 Unemployment slide 13 Sectoral shifts  def: changes in the composition of demand among industries or regions  example: Technological change increases demand for computer repair persons, decreases demand for typewriter repair persons  example: A new international trade agreement causes greater demand for workers in the export sectors and less demand for workers in import- competing sectors.  It takes time for workers to change sectors, so sectoral shifts cause frictional unemployment.
  • 15. CHAPTER 6 Unemployment slide 14 Industry shares in U.S. GDP, 1960 4.2% 28.0% 9.9% 57.9% Agriculture Manufacturing Other industry Services
  • 16. CHAPTER 6 Unemployment slide 15 Industry shares in U.S. GDP, 1997 1.7% 17.8% 8.5% 72.0% Agriculture Manufacturing Other industry Services
  • 17. CHAPTER 6 Unemployment slide 16 Sectoral shifts abound  more examples:  Late 1800s: decline of agriculture, increase in manufacturing  Late 1900s: relative decline of manufacturing, increase in service sector  1970s energy crisis caused a shift in demand away from huge gas guzzlers toward smaller cars.  In our dynamic economy, smaller (though still significant) sectoral shifts occur frequently, contributing to frictional unemployment.
  • 18. CHAPTER 6 Unemployment Public Policy and Job Search Govt programs affecting unemployment  Govt employment agencies: disseminate info about job openings to better match workers & jobs  Public job training programs: help workers displaced from declining industries get skills needed for jobs in growing industries
  • 19. CHAPTER 6 Unemployment  UI pays part of a worker’s former wages for a limited time after losing his/her job.  UI increases search unemployment, because it: – reduces the opportunity cost of being unemployed – reduces the urgency of finding work – hence, reduces f  Studies: The longer a worker is eligible for UI, the longer the duration of the average spell of unemployment. Unemployment insurance (UI)
  • 20. CHAPTER 6 Unemployment  By allowing workers more time to search, UI may lead to better matches between jobs and workers, which would lead to greater productivity and higher incomes. Benefits of UI
  • 21. CHAPTER 6 Unemployment slide 20 Why is there unemployment?  There are two reasons why f < 1: 1. job search 2. wage rigidity The natural rate of unemployment: U s L s f   DONE  Next 
  • 22. CHAPTER 6 Unemployment slide 21 Unemployment from real wage rigidity Labor Real wage Supply Demand Unemployment Rigid real wage Amount of labor willing to work Amount of labor hired If the real wage is stuck above the eq’m level, then there aren’t enough jobs to go around.
  • 23. CHAPTER 6 Unemployment slide 22 Unemployment from real wage rigidity If the real wage is stuck above the eq’m level, then there aren’t enough jobs to go around. Then, firms must ration the scarce jobs among workers. Structural unemployment: the unemployment resulting from real wage rigidity and job rationing.
  • 24. CHAPTER 6 Unemployment slide 23 Reasons for wage rigidity 1. Minimum wage laws 2. Labor unions 3. Efficiency wages
  • 25. CHAPTER 6 Unemployment slide 24 The minimum wage  The minimum wage is well below the eq’m wage for most workers, so it cannot explain the majority of natural rate unemployment.  However, the minimum wage may exceed the eq’m wage of unskilled workers, especially teenagers.  If so, then we would expect that increases in the minimum wage would increase unemployment among these groups.
  • 26. CHAPTER 6 Unemployment slide 25 The minimum wage in the real world:  In Sept 1996, the minimum wage was raised from $4.25 to $4.75. Here’s what happened: Unemployment rates, before & after 3rd Q 1996 1st Q 1997 Teenagers 16.6% 17.0% Single mothers 8.5% 9.1% All workers 5.3% 5.3%  Other studies: A 10% increase in the minimum wage increases teenage unemployment by 1-3%.
  • 27. CHAPTER 6 Unemployment slide 26 Labor unions  Unions exercise monopoly power to secure higher wages for their members.  When the union wage exceeds the eq’m wage, unemployment results.  Employed union workers are insiders whose interest is to keep wages high.  Unemployed non-union workers are outsiders and would prefer wages to be lower (so that labor demand would be high enough for them to get jobs).
  • 28. Union membership and wage ratios by industry, 2001 118.0 121.1 103.3 90.1 117.8 105.8 104.2 127.8 105.9 151.0 103.4 15.0% 41.8 6.8 2.8 5.0 5.9 23.7 25.4 15.5 19.0 12.9% 13.6% 37.4 5.9 2.1 4.5 5.5 22.6 24.1 14.6 18.4 12.3% 119,092 19,155 34,261 7,648 20,505 4,540 2,981 4,441 18,149 6,881 531 all government services fin, insu, and real est retail trade wholesale trade comm. and pub util transportation manufacturing construction mining wage ratio RBU % of total U % of total # employed (1000s) industry RBU = nonunion workers represented by a union wage ratio = 100(union + RBU wage)/(nonunion wage) slide 27
  • 29. CHAPTER 6 Unemployment Efficiency Wage Theory  Theories in which high wages increase worker productivity: – attract higher quality job applicants – increase worker effort and reduce “shirking” – reduce turnover, which is costly – improve health of workers (in developing countries)  The increased productivity justifies the cost of paying above-equilibrium wages.  The result: unemployment slide 28
  • 30. CHAPTER 6 Unemployment slide 29 Question for Discussion: • Use the material we’ve just covered to come up with a policy or policies to try to reduce the natural rate of unemployment. • Note whether your policy targets frictional or structural unemployment.
  • 31. CHAPTER 6 Unemployment slide 30 The duration of U.S. unemployment, average over 1993-2002 # of weeks unemployed # of unemployed persons as % of total # of unemployed amount of time these workers spent unemployed as % of total time all workers spent unemployed 1-4 39% 6.5% 5-14 31% 20.5% 15 or more 30% 73.0%
  • 32. CHAPTER 6 Unemployment slide 31 The duration of unemployment  The data:  More spells of unemployment are short- term than medium-term or long-term.  Yet, most of the total time spent unemployed is attributable to the long- term unemployed.  This long-term unemployment is probably structural and/or due to sectoral shifts among vastly different industries.  Knowing this is important because it can help us craft policies that are more likely to
  • 33. CHAPTER 6 Unemployment slide 32 Actual & natural rates of unemployment in the U.S. 2 3 4 5 6 7 8 9 10 11 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 Percent of labor force Unemployment rate Natural rate of unemployment
  • 34. CHAPTER 6 Unemployment slide 33 EXPLAINING THE TREND: The minimum wage 0 1 2 3 4 5 6 7 8 1945 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 $ per hour nominal (in current dollars) real (in today's dollars) The trend in the real minimum wage is similar to the behavior of the natural rate of unemployment.
  • 35. CHAPTER 6 Unemployment slide 34 EXPLAINING THE TREND: Union membership Since the early 1980s, the natural rate of unemploy- ment and union membership have both fallen. But, from 1950s to about 1980, the natural rate rose while union membership fell. Union membership selected years year percent of labor force 1930 12% 1945 35% 1954 35% 1970 27% 1983 20.1% 2001 13.5%
  • 36. CHAPTER 6 Unemployment slide 35 0 10 20 30 40 50 60 70 80 90 1970 1975 1980 1985 1990 1995 2000 Oil price (per barrel) in current dollars (nominal) in today's dollars (real) Since mid-1980s, oil prices less volatile, so fewer sectoral shifts. EXPLAINING THE TREND: Sectoral shifts
  • 37. CHAPTER 6 Unemployment slide 36 EXPLAINING THE TREND: Demographics  1970s: The Baby Boomers were young. Young workers change jobs more frequently (high value of s).  Late 1980s through today: Baby Boomers aged. Middle-aged workers change jobs less often (low s).
  • 38. CHAPTER 6 Unemployment slide 37 The rise in European Unemployment 0 2 4 6 8 10 12
  • 39. CHAPTER 6 Unemployment slide 38 The rise in European Unemployment Two explanations: 1. Most countries in Europe have generous social insurance programs. 2. Shift in demand from unskilled to skilled workers, due to technological change. This demand shift occurred in the U.S., too. But wage rigidity is less of a problem here, so the shift caused an increase in the skilled- to-unskilled wage gap instead of an increase in unemployment.
  • 40. CHAPTER 6 Unemployment slide 39 Chapter summary 1. The natural rate of unemployment  the long-run average or “steady state” rate of unemployment  depends on the rates of job separation and job finding 2. Frictional unemployment  due to the time it takes to match workers with jobs  may be increased by unemployment insurance
  • 41. CHAPTER 6 Unemployment slide 40 Chapter summary 3. Structural unemployment  results from wage rigidity - the real wage remains above the equilibrium level  causes: minimum wage, unions, efficiency wages 4. Duration of unemployment  most spells are short term  but most weeks of unemployment are attributable to a small number of long-term unemployed persons
  • 42. CHAPTER 6 Unemployment slide 41 Chapter summary 5. Behavior of the natural rate in the U.S.  rose from 1950s to early 1980s, then fell  possible explanations: trends in real minimum wage, union membership, prevalence of sectoral shifts, and aging of the Baby Boomers 6. European unemployment  has risen sharply since 1980  probably due to generous unemployment insurance there and a technology-driven shift in demand away from unskilled workers