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___________________________________________________________________________
2019/SOM2/HRDWG/FOR/005
Overview of Labour Market Needs: Building the Case for Improving Data Collection and Sharing
Submitted by: Escuela Superior Politécnica del Litoral
APEC Labour Mobility Statistics ForumViña del Mar, Chile
2-3 May 2019
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Overview of labour market needs:
building the case for improving
data collection and sharing
Sara A. Wong*
APEC Labour Mobility Statistics Forum
Viña del Mar, Chile
May 2, 2019
*Professor, ESPAE-Graduate School of Management , and, Director, Center for Asia Pacific Studies. ESPOL Polytechnic University, Guayaquil, ECUADOR
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Roadmap…
01
OVERVIEW
Labor market (supply and
demand) in the APEC
02
DATA
SOURCESAPEC: Labor market
data & data sources
03
BRIDGING
THE GAP…
…between data
collection and its use
to inform policy
development in APEC
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PART I.- Overview: labour market
(demand and supply) in the APEC region
I. Labour market needs II. Data & data sources III. Bridging the gap
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PART I: Overview: labour market (demand and supply) in the
APEC region
OUTLINE
I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING LABOUR MARKET BALANCE
● Introduction
● Questions
● Traditional indicators
● (Current) Common issues, common needs
I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
I.3.- AND, WHAT DATA WE WOULD LIKE TO HAVE (more/better)?
I.4.- LIMITATIONS TO IDENTIFY LABOR MARKET IMBALANCES
I.5.- IN SUMMMARY…DATA NEEDS AND WORK AHEAD
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I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING
LABOUR MARKET BALANCE: Introduction
● Usual indicator of concern for policymakers: the unemployment rate.
○ But we know that it is not sufficient to address labor market needs.
● It gives only a partial picture of differences in labour market conditions across
sub-regions of APEC, or across regions within a nation.
● It may understate regional labour market imbalances.
● There are also questions concerning the contribution of other factors to
unemployment differences
(OECD, 1990, chapter 3)
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I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING
LABOUR MARKET BALANCE: Questions
● What is the role of the industrial structure of employment in regional unemployment?
● Do regional increases in unemployment reflect a slow pace of employment creation
or, mainly, strong demographic pressures?
● How important have [migration flows] labor mobility been?
● How large have been changes in the level of earnings at the regional level, and what
has been their relationship to local labour market conditions?
(OECD, 1990, chapter 3)
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I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING
LABOUR MARKET BALANCE: “Traditional” indicators
Mostly readily available:
● Population growth
● Labor force participation rates
● Earnings differentials
But: Labor mobility [Migration], not necessarily readily available
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APEC : Different pace of population growth, by nation
Figure 1.-
Population
growth:
Nations of
APEC.
Total.1990
and 2017
-0.50 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00
Japan
Singapore
Russia
Chinese Taipei
Thailand
Korea
PRC
APEC Average
United States
Hong Kong, China
Chile
Vietnam
Indonesia
World average
Canada
Peru
Mexico
Brunei
Malaysia
Philippines
Australia
Papua New Guinea
New Zealand
2017
1990
Source:
APEC-World
Bank, World
Development
Indicators
In most nations
population
growth has
slowed down…
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APEC : Different pace of population growth, by nation
Figure 1.-
Population
growth:
Nations of
APEC.
Total.1990
and 2017
-0.50 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00
Japan
Singapore
Russia
Chinese Taipei
Thailand
Korea
PRC
APEC Average
United States
Hong Kong, China
Chile
Vietnam
Indonesia
World average
Canada
Peru
Mexico
Brunei
Malaysia
Philippines
Australia
Papua New Guinea
New Zealand
2017
1990
Source:
APEC-World
Bank, World
Development
Indicators
…except for
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APEC: (Again) Differences in LFP rates: Total, by nation
Figure 2a.-
Labour Force
Participation
rates in APEC
nations: Total,
1990 & 2017
Source:
APEC-World
Bank, World
Development
Indicators
50 55 60 65 70 75 80 85
Philippines
Mexico
World average
Malaysia
Indonesia
Chile
Korea
Brunei
Papua New Guinea
Hong Kong, China
United States
APEC Average
Russia
Thailand
Singapore
PRC
Australia
Japan
Canada
Peru
New Zealand
Viet Nam
2017
1990
In contrast (but
also in most
cases), LFP
rates have
increased
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APEC: (Again) Differences in LFP rates: Total, by nation
Figure 2a.-
Labour Force
Participation
rates in APEC
nations: Total,
1990 & 2017
Source:
APEC-World
Bank, World
Development
Indicators
50 55 60 65 70 75 80 85
Philippines
Mexico
World average
Malaysia
Indonesia
Chile
Korea
Brunei
Papua New Guinea
Hong Kong, China
United States
APEC Average
Russia
Thailand
Singapore
PRC
Australia
Japan
Canada
Peru
New Zealand
Viet Nam
2017
1990
…and –in a
few cases–
there are huge
changes ↑ or
↓
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Fall in LFP rates VS Increases in school enrollment: the case of PRC
Figure 2c.-
PRC: Labour
force
participation vs
education
enrollment
Source: APEC-World Bank, World Development Indicators
0
10
20
30
40
50
60
70
80
90
100
1990 1995 2000 2005 2010 2015
per
cen
tage
LabourForce
Secondaryenrollment
Tertiaryenrollment
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APEC: (Again) Differences in LFP rates: Female, by nation
Figure 2b.-
Labour Force
Participation
rates in APEC
nations: Total,
1990 & 2017
Source:
APEC-World
Bank, World
Development
Indicators
30 35 40 45 50 55 60 65 70 75
Mexico
World average
Philippines
Japan
Chile
Indonesia
Malaysia
Korea
Hong Kong, China
United States
Russia
APEC Average
Brunei
Australia
Thailand
Singapore
Canada
PRC
New Zealand
Papua New Guinea
Peru
Viet Nam
2017
1990
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APEC: (Again) Differences in LFP rates: Female, by nation
Figure 2b.-
Labour Force
Participation
rates in APEC
nations: Total,
1990 & 2017
Source:
APEC-World
Bank, World
Development
Indicators
30 35 40 45 50 55 60 65 70 75
Mexico
World average
Philippines
Japan
Chile
Indonesia
Malaysia
Korea
Hong Kong, China
United States
Russia
APEC Average
Brunei
Australia
Thailand
Singapore
Canada
PRC
New Zealand
Papua New Guinea
Peru
Viet Nam
2017
1990
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APEC: Net migration shows policies, recipients & sending nations
Figure 3a.-
Net migration
in APEC
countries.
1989-1992,
2013-2017
-5.00 0.00 5.00 10.00 15.00 20.00
Mexico
Peru
Thailand
Philippines
Viet Nam
Indonesia
PRC
Papua New Guinea
Japan
Chile
Korea
Brunei
Malaysia
Russia
United States
Australia
Canada
Hong Kong, China
New Zealand
Singapore
2013-17
1988-92
Source: World Bank,
World Development
Indicators
Note: Net migration
is the net total of
migrants during the
period, that is, the
total number of
immigrants less the
annual number of
emigrants, including
both citizens and
noncitizens. Data
are five-year
estimates.
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Recent international labor migration shows Asia as a destination with the
largest annual change in the number of international migrants
Figure 3b.-
International labour
migration, by
region. Last three
decades
Note: Crude net migration rate:
The ratio of net migration during
the year to the average
population in that year. The
value is expressed per 1 000
inhabitants.
Source: United Nations, DESA-
Population Division and UNICEF
(2014). Migration Profiles -
Common Set of Indicators.
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Recent international labor migration shows Asia-Asia as the most
used corridor by international migrants
Figure 3c.-
International labour
migration, by
region. Last three
decades
Note: Crude net migration rate:
The ratio of net migration during
the year to the average
population in that year. The
value is expressed per 1 000
inhabitants.
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Some APEC economies show a gender wage gap above the world
average
Figure 4.- Gender
wage gap in APEC:
Mean and median
hour gender pay gap
(as percentage), 2017
Source:
APEC-World
Bank, World
Development
Indicators
-15 -5 5 15 25 35
Philippines
Thailand
Mexico
Viet Nam
Australia
Chile
APEC average
Peru
World average
Canada
United States
PRC
Indonesia
Russia
Korea
Mean gender pay gap Median gender pay gap
Note: The raw gender pay gap
refers simply to the difference in pay
between women and men at a
specific point in time. Positive
values indicates that men earn more
than women. For example, if
women’s pay is 75 per cent of
men’s, it is said that the gender pay
gap is 25 per cent
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So… what happens with the unemployment rate in APEC
economies?
Figure 5.-
Unemployment rates
in APEC, 1991, 2018
Source: World
Bank, World
Development
Indicators
Coincidently, it is
considerably lower
now in some
economies with
good labor data, and
that use it to inform
policy. No causation
implied.
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I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING
LABOUR MARKET BALANCE: Common issues, common
needsCurrently:
● Labour market shortages and mismatches, dubbed as “a major factor inhibiting investment
and economic development across APEC” (Iradale et al. 2014, APEC): needs to be
addressed. But also:
○ labour market surpluses and
○ Changing aptitudes (e.g. more tech) & attitudes (e.g. value more flexible time) in labor supply
● Migration // international labour mobility: needs an effective governance (ILO, 2018)
● (Other) Gaps: gender gaps // age gaps (ageing working pop.) // minority/ethnic gaps
● Vulnerable labour market segments, e.g. domestic workers, the youth
● Social security (ageing working pop.)
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I.1.- THE ROLES OF SUPPLY AND DEMAND IN CHANGING
LABOUR MARKET BALANCE: note
● As well as others related to SDGs:
○ Forced labour
○ Green jobs
○ Etc…
● Although we see them all as separate, they may be / are interlinked between
them and/or with other important issues in an economy such as informality,
health, education, transportation, national security, etc.
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
a.- On talent shortage and skills mismatches in APEC:
● From private sources, such as MANPOWER, and a few others
● APEC Skills Mapping Power: but not completely populated yet.
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
Labour force surveys
data on talent shortages
& skill mismatches show
an increase in talent
shortages over time –in
most APEC economies
for which data is
available
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
2013 2015 2018
Figure 5.- Percent of
employers in selected
economies having
difficulty filling
vacancies 2013, 2015,
2018
Source: ManPower (“Talent Shortage Survey”), various issues.
a.- On talent shortage and skills mismatches in APEC:
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
Table 1.-
Top ten jobs
employers
have
difficulty
filling
Rank Global Americas Asia-Pacific1 Skilled Trade Workers Skilled Trades Workers Sales Representatives2 Sales Representatives Technicians Engineers3 Engineers Sales Representatives Technicians4 Technicians Secretaries/Adm./Office Support Skilled Trade Workers5 Drivers Drivers It Staff6 Management/Executives Engineers Accounting and Finance Staff7 Accounting and Finance Staff Management/Executives Management/Executives8 Secretaries/Adm./Office Support Production Operators Secretaries/Adm./Office Support9 It Staff Accounting and Finance Staff Sales Managers
10 Production/Operators Laborers Drivers
2015
2013
a.- On talent shortage and skills mismatches in APEC:
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
Table 2.-
APEC:
Sub-regional
trends in skill
Shortage /
surpluses
Sub-region Countries Trends and observations
Industrialized
economies
Australia
Canada
Japan
New Zealand
United States
The problem has worsened in these countries except in Australia and New Zealand. Skilled trades jobs are
the hardest to fill in this sub region, except for Japan. These countries are trying to tackle the problem
through training and migration programs. The former have been well developed. However, migration
responses have been delayed or have not been sufficient, For instance: Japan is just recently starting a
program to attract 345K low-skilled workers from overseas; the current government of the US is reluctant to
friendly immigration policies.
Newly
industrialized
economies
Hong Kong
Korea
Singapore
Chinese Taipei
Hong Kong, Singapore and Chinese Taipei are in the top 5 of the most affected by talent shortage.
Moreover, the problem has been aggravated in recent years. These economies have grown rapidly,
undergoing a fast industrial transformation. For this reason, training programs would have focused on
technical roles. Altough engineers are still highly demanded, other soft skills jobs are hardest to fill, e.g.
sales representatives. In Singapore, there is a lack of accounting and finance staff, probably due to the large
development of their financial sector
Economic
emerging from a
largely
agricultural base
China
Indonesia
Malaysia
Thailand
Philippines
Vietnam
China is one of the countries with the lowest rate of managers reporting problems to fill job vacancies. In
fact, the latest survey showed an improvement regarding to talent shortage. However, technicians and soft
skills workers, such as sales representatives, sales managers and executives are difficult to hire. Despite
well noted differences between China and the rest of countries, there seems to be a mismatch between
the industry dynamic and training programs provided by institutions
Spanish speaking
economies
Chile, Mexico,
Peru
As other Latin American economies, the informal sector portion in the labour market is large. Regarding to
talent shortage, Peru have shown the greatest comeback. They cut the percentage of employers having
difficulties to fill positions from 68% to 43%. Mexico improved to a lesser a extent. Skilled trades as well a
secretaries and administrative/office support staff are the hardest workers to hire in both countries.
a.- On talent shortage and skills mismatches in APEC:
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
A word of caution on data available on talent shortages & skill mismatches:
● Data from Manpower -and others sources alike- have received criticisms for not
showing/publishing the methodology of the survey data collection.
● Even when APEC member maintain its own labour info systems, may not meet
objectives of the APEC Skills Mapping Project (APEC 2014):○ May not collect appropriate info to identify skills shortages or surpluses
○ May have potential inaccuracies due to time-lag, quality of data, uneven data sources
○ Soft skills rarely covered
○ No faciilty for sharing data across APEC (APEC 204)
● Thus, APEC economy statistics are unlikey to provide región-wide data in the short-
term (APEC, 2014).
!
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I.2.- THEN, WHAT DATA DO WE HAVE ON THESE ISSUES?
b.- On international labour migration, APEC.
To be discussed later in the forum. Thus, we do not cover it here.
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I.3.- AND, WHAT DATA WE WOULD LIKE TO HAVE
(more/better)?
a.- On labor market talent shortages and skill imbalances in APEC
● Harmonised (definitions, measurements, classifications)
● Representative
● Reliable
● Readily available
--- WHY?
● Valuable for the economy to have an adequate and appropriate supply of human
skills
● Better targeting training programs, incentives, etc. to develop skills needed
● Important to have not just technical skills, but also “soft” skills
● Better tailoring of migration programs (both immigration & emigration)
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I.3.- AND, WHAT DATA WE WOULD LIKE TO HAVE
(more/better)?
b.- On international labour mobility, APEC.
● Data on international / regional / subregional movement patterns of workers (and
domestic, and between domestic regions),
○ in particular need labour mobility patterns across the developing world.
● See ILO (2018), Brooks et al. (2015), ILO 20th ICLS (Guidelines concerning
statistics on international labour migration )
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I.3.- AND, WHAT DATA WE WOULD LIKE TO HAVE
(more/better)?
● On (other) GAPs (SDGs):
- Gender mainstreaming (Gender Mainstreaming in Labour Statistics )
- Time use (Room document 18 - Survey methods to improve measurement of paid and
unpaid work: Country practices in time-use measurement ) (Time-Use Statistics )
- Age gaps
- Minority/ethnic gaps
● On vulnerable labour market segments (SDGs):
- domestic workers,
- youth unemployment(Resolution III: Resolution concerning the methodology of the SDG
Indicator 8.b.1 on youth employment)
● On Social Security (SDGs)
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I.3.- AND, WHAT DATA WE WOULD LIKE TO HAVE
(more/better)?
● On forced labour: see ILO 20th ICLS (Draft guidelines on measurement of forced labour)
● On better work environment
● On other jobs:
- Volunteering (Measurement of volunteer work: progress and challenges)
- Green (Statistics on employment in the environmental sector and green jobs)
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I.4.- LIMITATIONS TO IDENTIFY LABOR MARKET IMBALANCES
● Lack of comparable/transparent common occupation & industry classification systems.
● Lack of comparable National Qualifications Framework (NQFs)
● Concerns on the quality of available labour market data.
○ E.g. weak survey design, low response rates, faulty sampling, etc.
○ Other shortcomings: changed definitions and concepts applied to the same survey, or different definitions in different surveys
by different data producers but pertaining to the same subject.
● Uncertainty of non-official labour market studies.
● Not collecting adequate information to identify shortages or surpluses.
○ There may not be motivation to identify shortages and surpluses
● Inadequate data on ‘soft’ skills.
● No protocol for sharing economy-specific data
● Changing nation context (gov, culture, laws, interests, shocks, etc diverse & different data priorities)
(Iradale et al, 2014, APEC Report)
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I.5.- IN SUMMARY, REASONS TO INVEST IN IMPROVING THE
QUALITY OF DATA, ACCESS TO DATA
● For evidence-based labour policies & other related policies
○ E.g. skilled-biased migration polices
○ Informed social policies using labour data and other related data: CCT (e.g. Ecuador case: using survey data, point
of service data from financial institutions)
○ Labour data and educational and training policies
● To gauge and address the common issues (that impact labor markets) listed above:
vulnerable workers, youth unemployment, gender gaps, better work environment.
● To respond/seize Globalization challenges (international labor mobility)
● APEC’s prevalence of FTA and RTAs:
○ trade impacts on labor market
○ labor market chapter
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PART II.- APEC labour market: data and
data sources
I. Labour market needs II. Data & data sources III. Bridging the gap
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PART II.- APEC LABOUR MARKETS: DATA and DATA
SOURCESFrom:
● Multilateral institutions
● APEC
● National sources
● Think tanks
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II.- APEC LABOUR MARKETS: DATA and DATA SOURCES :
introduction
● ….MANY initiatives !!!
Broadly speaking:
● There are clear differences, by nation, in access, availability, quality, timeliness, use to
inform policy; tiers of economies
● Need to improve data collection (How? To be addressed later by other speakers)
● Need to build capacity (How? To be addressed later by other speakers)
● Need to prioritize issues
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II.- APEC LABOUR MARKETS: DATA and DATA SOURCES :
Multilateral institutions
● …MANY initiatives (ILO, WB, OECD, IADB, etc.)
● …MANY initiatives within ILO, here we have already mentioned ILO – 20th ICLS
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II.- APEC LABOUR MARKETS, DATA and DATA SOURCES :
ILO
Also within ILO:
● ILO Stats
● “Traditional”
○ Household Surveys. (See 20th International Conference on Labour Statisticians, Inter-secretariat Working Group
on Household Surveys )
○ Censuses Perhaps opportunity to address migration issues in next wave of censuses
● Nontraditional
○ Big data. (See 20th International Conference on Labour Statisticians, Big Data and the Future of Labor Market
Statistics )
○ Admin. data
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II.- APEC LABOUR MARKETS: DATA and DATA SOURCES :
APEC
● ….SEVERAL initiatives, here we summarize only:
● National sources
● APEC Skills Mapping Project.
● Also: there are many APEC, or APEC related reports on labour market data
issues (APEC, 2012; APEC, 2014; Brooks et al. 2015; etc, etc., etc.)
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II.- APEC LABOUR MARKETS DATA and DATA SOURCES :
National sources
● ….MANY initiatives, here we highlight only government sources, in particular
labour force surveys
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Table.- Labour Force Survey data in APEC economiies
Source: ILO (https://www.ilo.org/surveydata/index.php/catalog/history) and various official websites of the APEC economies.
Note: If the survey is not released periodically, the latest time span between surveys is reported as frequency of data collection
Nationality/
citizenshipBirthplace
Previous
residence
Household
members
Labor force
statusEducation Occupation
Status in
employment
Monthly
wages
Hours
worked
Australia Monthly
Brunei 3-year
Canada Monthly
Chile Quarterly
Chinese Taipei Monthly
Hong Kong, China Quarterly
Indonesia Biannual
Japan Monthly/Quarterly
Korea Monthly
Malaysia Monthly
Mexico Quarterly
New Zealand Quarterly
Papua New Guinea 2009-2010*
Peru Quarterly
Philippines Quarterly
PRC
Russia Quarterly
Singapore Monthly
Thailand Quarterly
United States Monthly
Vietnam Quarterly
Key questions on migration Key labour market variables5
CountryKey Labour Market variables
Frequency of
data collection
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II.- APEC LABOUR MARKETS: DATA and DATA SOURCES :
THINK TANKS, private sector, universities, FTAs…
● ….MAY BE MANY initiatives, here we summarize only
○ MANPOWER, talent shortage report: based on a nation survey
○ WEF, Labor market efficiency pillar: most indicators based on Executive Opinion
Survey (EOS), just a few from secondary data (e.g. labor force participation).
○ FTAs, RTAs from APEC members: Under-collected, under-utilized. What
developments, what information?
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PART III.- Bridging the gap between
data collection and its use to inform policy
development
I. Labour market needs II. Data & data sources III. Bridging the gap
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PART III: Bridging the gap between data collection and its
use to inform policy development
OUTLINE
III.1.- GLOBAL DATA ISSUES IN LABOR MARKETS
III.2.- REGIONAL EFFORTS, APEC
III.3.- COMMON PRINCIPLES FOR GREAT LABOR MARKET DATA
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III.1.- GLOBAL DATA ISSUES IN LABOR MARKETS
● Work global data issues together with multilateral organizations with expertise
on labor data collections, such as ILO.
○ Clearly: on talent shortages, skills imbalances, and
○ International labour migration
● Pending issues/data needs summarized in:
○ ILO report on 20th ILO ICLS (Oct. 2018)
○ ILO report on 19th ILO ICLS (Oct. 2013): what has been done, what remains to be done.
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III.2.- REGIONAL EFFORTS
● Pursue regional efforts to reduce asymmetries between APEC economies in data
collection and its use to inform policy development
● ON IMPROVING DATA COLLECTION
○ Data harmonisation / transparency
○ Technological adoption
○ Surveys VS admin data
This implies efforts on building capacity (where?, to whom?, how?)
● FOR CAPACITY BUILDING
○ Educational and Training Institutions (private/public? Which workers?) APEC (2012)
○ Disseminating good practices.- APEC (2012)
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III.3.- COMMON PRINCIPLES FOR GREAT (Good, Reliable,
Available, Timely) LABOR MARKET DATA
● Coordination between different agencies that collect data
● Not just about labor market (supply and demand) but also about training, education,
migration.
● TICs to gather, process, and make it available.
● Simplified and customized information for individuals.
● Continuous research to improve data service.
● Use of data on academic research.
● Common practices in data harmonisation./ transparency / dissemination
● Application of surveys VS admin data, or rather surveys & admin data.
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III.3.- COMMON PRINCIPLES FOR GREAT (Good, Reliable,
Available, Timely) LABOR MARKET DATA: new data /methods
● Application of new data collection methods and new data:
○ e.g. GIS data for certain issues like mapping vulnerable labor population (work places)
● Big data for certain issues
○ e.g. on work commuting for solving/avoiding transport congestion (see case of Hanzhou, China)
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III.3.- COMMON PRINCIPLES FOR GREAT (Good, Reliable,
Available, Timely) LABOR MARKET DATA: what about policy
● Keeping in mind: data to inform policy development…What policies? Which programs?
● Global issues ?
● Regional issues ? (within APEC?, within economies?)
● National / local issues
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III.3.- COMMON PRINCIPLES FOR GREAT (Good, Reliable,
Available, Timely) LABOR MARKET DATA: what about policy
● “…skilled-biased migration policies in developed nations. …very limited empirical evidence on the
nexus between the skill intensity of foreign labour and wider economic benefits.” “…to formulate
better policies, APEC and member economies should comprehensively analyse the costs and
benefits of skilled and unskilled labour mobility policies.”
● “However, other factors, such as educational opportunities, health services, political stability and the
availability of social protection programs are also important pull or push factors for mobile workers.
In this sense, economies aiming to attract more workers can look beyond the labour market for
policy responses.”
● “However, considering evidence that some social protection programs can increase hiring costs and
therefore reduce demand for certain type of labour, further work is needed to understand which
programs are more beneficial to retain and attract labour. Again, better data can help researchers
breach this gap.”
E.g.- On international labour migration, APEC. Report on Enhancing Labour Mobility in the APEC Region” Brooks et al. (2015)
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Thank you for your attention!
[email protected]