Methodologies: ILOs recommendations on an integrated system of - - PowerPoint PPT Presentation

methodologies ilo s recommendations on an integrated
SMART_READER_LITE
LIVE PREVIEW

Methodologies: ILOs recommendations on an integrated system of - - PowerPoint PPT Presentation

Methodologies: ILOs recommendations on an integrated system of wages and related statistics g y g Monica D. Castillo Chief Decent Work Data Production Unit Chief, Decent Work Data Production Unit ILO Department of Statistics Geneva


slide-1
SLIDE 1

Methodologies: ILO’s recommendations on an integrated system of wages and related statistics g y g

Monica D. Castillo Chief Decent Work Data Production Unit Chief, Decent Work Data Production Unit ILO Department of Statistics – Geneva castillom@ilo.org

National Labour Market Information Training Programme Port of Spain, Trinidad and Tobago 31 October – 11 November 2011

Department of Statistics

slide-2
SLIDE 2

Contents

  • Establishing a statistical programme on sources of information on

wages and employment-related income statistics: An integrated wages and employment related income statistics: An integrated approach

  • Establishment based surveys: (wages statistics)
  • Establishment-based surveys: (wages statistics)

– Current statistics – Structural (non-current) statistics

  • Household surveys: Labour force surveys (employment-related

income statistics) income statistics)

  • Administrative records

International Labour Office Department of Statistics

2

slide-3
SLIDE 3

Establishing a statistical programme

  • f wages and related statistics
  • f wages and related statistics
  • Major goals to be achieved in establishing a programme for the

collection/compilation of basic wages and related statistics: collection/compilation of basic wages and related statistics: – Should be as comprehensive as possible, i.e. cover all major areas of wages & related statistics – Should be done so that resulting data is mutually consistent & reveal inter-relationships Sh ld t t b th t ( h t t ) d d l t – Should target both current (short-term) needs and long-term needs – Should cover all branches of economic activity, geographical Should cover all branches of economic activity, geographical regions, whole employee population (wages) and also self- employed persons (employment-related income)

International Labour Office Department of Statistics

3

slide-4
SLIDE 4

Integrated sources of information on wages statistics and income from employment

th th

12th ICLS (1973) and 16th ICLS (1998)

Current statistics Structural (non-current) Statistics s Current establishment survey on:

Survey on the structure and distribution of earnings (monthly or quarterly)

Statistics

(annually, or 3 to 5 years)

Serves as benchmark

ased surveys nd surveys y

  • earnings and hours

worked (or hours paid for);

  • wage rates and

normal hours of work

and distribution of earnings

Survey on labour cost blishment-ba censuses an normal hours of work Survey on labour cost Agricultural surveys

Current labour cost is estimated with administrative information

Estab Industrial Household based Surveys

(agricultural earnings,

Administrative records

International Labour Office Department of Statistics

4 (agricultural earnings, income from employment)

slide-5
SLIDE 5

Establishment based surveys y

  • Source of information

P ll – Payroll – Other establishments’ registers: attendance, social security and tax payments

  • Units of observation
  • Coverage
  • Data available and outputs
  • Data available and outputs
  • Sample design
  • Data collection reference periods

p

  • Advantages and Limitations
  • Data collection practices

International Labour Office Department of Statistics

5

slide-6
SLIDE 6

Observation units

  • The enterprise
  • The establishment
  • The establishment
  • The kind of activity unit
  • Groups of workers

– Men and women – Blue collar and white collar workers (wage earners, salaried employees) employees) – Permanent and casual workers

  • Groups of occupations

– Specific within industries

  • Individual workers (allows the greatest flexibility in outputs)

All or a subsample of workers – All or a subsample of workers

International Labour Office Department of Statistics

6

slide-7
SLIDE 7

Enterprises p

  • Institutional unit in its capacity as a producer of

goods and services; an enterprise may be a corporation, a quasi- corporation, a non-profit institution, or an unincorporated enterprise.

International Labour Office Bureau of Statistics

7

slide-8
SLIDE 8

Establishments

  • An enterprise, or part of an enterprise, which

engages in productive activity at or from one location

  • It is the preferred unit for sampling

– But not always feasible if the enterprise does not y p maintain separate records

International Labour Office Bureau of Statistics

8

slide-9
SLIDE 9

Kind of activity units y

  • An enterprise, or a part of an enterprise, which

engages in only one kind of (non-ancillary) productive activity or in which the principal productive activity accounts for most of the value added.

International Labour Office Department of Statistics

9

slide-10
SLIDE 10

Coverage g

  • Of industries

– May exclude agriculture, education, health and public administration and y g , , p defence

  • Of institutional units

– May only include corporations/government

The objective is to cover all sectors that are important in the The objective is to cover all sectors that are important in the

y y g

  • Of establishments

– Establishments above x number

  • f workers

sectors that are important in the country in terms of

  • employment
  • capital intensive production

ti i d t i sectors that are important in the country in terms of

  • employment
  • capital intensive production

ti i d t i

  • Of workers within industries

– Only adult/permanent – Excluding managers and supervisors

  • exporting industries
  • special needs (women

dominated, vocational training related, etc.)

  • exporting industries
  • special needs (women

dominated, vocational training related, etc.)

Excluding managers and supervisors – Excluding apprentices, part-time workers

  • Of geographical areas

– Urban areas only

, ) , )

Urban areas only

International Labour Office Department of Statistics

10

slide-11
SLIDE 11

Data available and outputs Data available and outputs

  • Data available

– Components of wages: basic wages bonuses allowances social security Components of wages: basic wages, bonuses, allowances, social security payments – Contractual hours, overtime hours paid, absence from work (paid and unpaid) Number of jobs held by persons on the payroll – Number of jobs held by persons on the payroll

  • Jobs held by paid employees --- regular, without long absences
  • Jobs held by non paid employees --- working proprietors and family

b members – Information about establishments – Information about workers

  • Outputs

International Labour Office Department of Statistics

11

slide-12
SLIDE 12

Information about establishments

  • Industry or industrial group
  • Institutional sector (corporation, cooperative, government,

non-profit institution) R i

  • Region
  • Size of establishment
  • Wage payment systems (work schedules, shift operations,

incentive bonuses, holidays and vacation practices, etc.) L b

  • Labour-management agreements coverage
  • Turnover (hirings, firings)

International Labour Office Department of Statistics

12

slide-13
SLIDE 13

Information about workers

  • Type of worker

W / l i d l – Wage earner/salaried employee – Blue collar/white collar worker – Skilled/semi skilled/unskilled Skilled/semi skilled/unskilled – Piece rate worker – Adult/non-adult worker

  • Sex, age group
  • Casual/permanent worker
  • Occupation
  • Education level

L th f i /W k i

International Labour Office Department of Statistics

13

  • Length of service/Work experience
slide-14
SLIDE 14

Sample design of an establishment survey survey

  • Sample units

– Establishments (more common) or Establishments (more common) or – Workers

  • Sampling frame: there should be a unique sample frame for multiple
  • Sampling frame: there should be a unique sample frame for multiple

establishment surveys S li th d

  • Sampling method

– List-based sampling – Area sampling for small establishments

  • Coverage

– As complete as possible

International Labour Office Department of Statistics

14

– But usually depends on sample frame

slide-15
SLIDE 15

Reference periods and job coverage p j g

  • Reference periods of data collection:

Depend on survey frequency (monthly quarterly or annually) – Depend on survey frequency (monthly, quarterly, or annually) and topic

  • Job coverage may be any of the following:

– All jobs in the payroll anytime during the month, quarter or year independently of the number of days worked during the given independently of the number of days worked during the given reference period

  • Will include jobs that started or ended in the course of the month, quarter
  • r year

– All jobs in the payroll during the whole month, quarter or year (i.e., employed every day of the month, quarter or year) ( p y y y q y ) – An average number of jobs during the month, quarter or year

International Labour Office Department of Statistics

15

slide-16
SLIDE 16

Outputs p

  • Earnings per hour worked or paid (by components)

W t l h f k

  • Wage rates per normal hour of work
  • Labour cost per hour worked (by components)
  • Number of jobs

Number of jobs

  • Average hours worked or hours paid for
  • Distribution of earnings (median earnings)

g ( g )

  • Gender pay gap
  • Wage indices

– Simple indices of growth for particular industry, occupation – Weighted, aggregative index

International Labour Office Department of Statistics

16

slide-17
SLIDE 17

Advantages of establishment surveys g y

  • Consistent information over time (as long as record keeping

d t h ) does not change)

  • Information readily available from records

L b d h

  • Low response burden when

– Information requested is easily obtained from registers

  • Accounting software that incorporates statistical component

is recommended (facilitates completing questionnaire) P i i i i h l ’ i d i bl

  • Prior negotiation with employers’ groups is desirable

International Labour Office Department of Statistics

17

slide-18
SLIDE 18

Limitations of establishment surveys y

  • Reduced coverage of establishments and workers

R t l t i l t t ti ti l t t d

  • Responses may not relate precisely to statistical measures targeted

– Measures jobs, not employment – Measures hours paid for not hours actually worked Measures hours paid for, not hours actually worked – Measures regular earnings, not total earnings

  • Limited range of information

g – Characteristics of workers are often missing, especially

  • ccupation
  • Lack of detailed information

– Data by wage components is usually missing

International Labour Office Department of Statistics

18

slide-19
SLIDE 19

Data collection

  • Interview approach

Di t i t i i ll f fi t t t – Direct interview – especially for first contact – Mail or internet – for follow up surveys – Telephone – for follow up clarification questions Telephone for follow up clarification questions

  • Tabulation and calculation of indicators

– Employment, hours and wages by sex, industries and worker groups – Hours per week, per day (overtime hours) – Wages per month, per hour (overtime pay) Distribution of earnings – Distribution of earnings

International Labour Office Department of Statistics

19

slide-20
SLIDE 20

The questionnaire q

  • Should take into account the type of information that

establishments can provide (from payrolls or other registers)

– Avoid requesting averages or distributions – Avoid requesting opinions or judgements, only facts

  • Should reassure respondents of confidentiality
  • Should provide clear and complete instructions and

Should provide clear and complete instructions and definitions

International Labour Office Department of Statistics

20

slide-21
SLIDE 21

Three sections in a questionnaire q

  • 1. Identification of establishment
  • 2. Main data – in tabular form
  • 3. Observation - to describe reasons for large variations in the figures
  • 3. Observation to describe reasons for large variations in the figures

from one period to the next, or variations between their responses and the request of information

International Labour Office Department of Statistics

21

slide-22
SLIDE 22

Sections in a questionnaire Part 1: Identification of establishment Part 1: Identification of establishment

  • ID number, name, address, telephone, etc.
  • Legal status (corporation, unincorporated

enterprise, cooperative)

  • Main activity, ancillary activities
  • Number of days that the establishment operated
  • Number of days that the establishment operated

during reference period, number of days not

  • perated by reason (holidays strike etc )
  • perated by reason (holidays, strike, etc.)
  • Establishment practices and policies

International Labour Office Department of Statistics

22

slide-23
SLIDE 23

Establishment practices and policies and policies

  • Wage and salary payment practices

B i f t

  • Basis of wages payment
  • Frequency of wage payment
  • Percentage of wages paid in kind

Percentage of wages paid in kind

  • Payment of cost of living allowances
  • Overtime compensation

p

  • Remuneration for time not worked
  • Contribution to social security schemes
  • Vocational training programmes in place
  • Welfare services provided

International Labour Office Department of Statistics

23

slide-24
SLIDE 24

Sections in a questionnaire Part 2: Main data Part 2: Main data

  • Reference period clearly stated for each item

D t it

  • Data items:

– Number of jobs – Working time Working time – Wages

  • Separately for groups of workers (or individual workers)

p y g p ( ) – Men and women – Skilled/unskilled – Permanent/casual – Occupational groups Et – Etc.

International Labour Office Department of Statistics

24

slide-25
SLIDE 25

Information about jobs j

  • Number of jobs held by workers on the payroll

– Temporary workers, apprentices, part time workers, etc. I f ti b t j b t

  • Information about job turnover

– New jobs created during the reference period – Jobs suppressed during the reference period – Vacant posts during the reference period, and f h f prospects for the future

  • Information about method of payment (time rate, piece

t ) rate)

International Labour Office Department of Statistics

25

slide-26
SLIDE 26

Information about working time g

  • Depending on local practices, establishments will be able to provide

T t l b f h t ll k d f ll j b – Total number of hours actually worked for all jobs – Total number of hours paid for – Number of days actually worked multiplied by the contractual Number of days actually worked multiplied by the contractual hours per day

  • Total number of hours of overtime worked in these jobs

– Paid – Unpaid

  • Total number of hours of absence in these jobs

– Unpaid Paid – Paid

International Labour Office Department of Statistics

26

slide-27
SLIDE 27

Information about wages g

  • Gross earnings

– Basic wages

  • Social security benefits from

employer

Basic wages – Allowances – Bonuses

  • Overtime bonuses

employer

  • Employers’ social security

contributions Oth l b t

– Payments in kind – Family allowances

  • Deductions from earnings
  • Other labour costs

– Training – Taxes on employment Oth – Pensions – Health, invalidity – Unemployment – Other

The level of detail requested has to be

– Tax deductions – Union fees – Other

The level of detail requested has to be carefully decided on the basis of data needs and what employers can provide

International Labour Office Department of Statistics

27

slide-28
SLIDE 28

Data processing p g

  • Receipt and control of questionnaires

– Completeness – Non-response – Inconsistencies with previous surveys

  • Coding (assigning a number (code) to survey responses)
  • Data entry and editing

– Invalid and out of range values – Internal inconsistencies

  • Implementation of weighting & estimation procedures

p g g p

International Labour Office Department of Statistics

28

slide-29
SLIDE 29

Current statistics: Surveys

  • f earnings and hours worked
  • f earnings and hours worked
  • Objective:

To measure monthly or quarterly changes in the levels of average – To measure monthly or quarterly changes in the levels of average earnings and hours of work of wage earners and salaried employees in the economy

  • Survey frequency

– Monthly, or at a minimum quarterly

  • Time reference period of data collection:
  • Time reference period of data collection:

– May be a pay period of a calendar week, a fortnight, or monthly – But tabulations of time unit of earnings of wage earners might be per hour, per d k h ( h f d f l i d l ) day, per week or per month (per month preferred for salaried employees) – Reference period should be the same for earnings and hours worked data

  • Reporting unit: establishment

p g

International Labour Office Department of Statistics

29

slide-30
SLIDE 30

Surveys of earnings and hours worked: Information collected worked: Information collected

  • Earnings

– Will tend to include only regular payments, i.e., will exclude end of year bonuses and exclude payments in ki d (b t h ld t t il t t l i ) kind (but survey should try to compile total earnings)

  • Hours actually worked

– Is not readily available (requires records on all overtime and absence from work) – Hours paid for is used as a proxy (values are higher)

  • Number of jobs (held by workers on the payroll)

International Labour Office Department of Statistics

30

slide-31
SLIDE 31

Current statistics: Surveys of wage rates and normal hours of work rates and normal hours of work

  • Objective: to measure changes in the levels of average wage rates and normal hours

j g g g

  • f work of employees in the economy based on information from representative
  • ccupations
  • Survey frequency:

y q y

– If purpose is to update wage indices, should be monthly or quarterly – Or annually covering main occupations in key industries

  • Reference period of data collection

Reference period of data collection

– Usually fixed as a specified normal working period within the month or quarter

  • Time unit

– Wage rate time unit may be fixed per hour day week or month Wage rate time unit may be fixed per hour, day, week or month – Preferable for statistics of wage rate and normal hours time units to be identical, e.g. per day, week, or month

  • Reporting unit: establishment

International Labour Office Department of Statistics

31

slide-32
SLIDE 32

Surveys of wage rates and normal hours of work: Information collected hours of work: Information collected

  • Wage rates actually paid (i.e. in force or according to laws,

regulations collective agreements or arbitral awards) regulations, collective agreements, or arbitral awards) – Time rates of wages (for time-rated wage earners) Piece rates of wages (for piece workers) – Piece rates of wages (for piece workers)

  • Defined as payments for a unit of output
  • For statistics it is calculated as the payments during a
  • For statistics, it is calculated as the payments during a

reference period divided by the hours actually worked during that period

  • Normal hours of work as established in contracts ->

contractual hours

  • Number of jobs

International Labour Office Department of Statistics

32

slide-33
SLIDE 33

Structural (non-current): Wage structure and distribution surveys structure and distribution surveys

Objectives: An in-depth inquiry which aims to reveal the main factors influencing the levels differentials distribution & trends of earnings influencing the levels, differentials, distribution & trends of earnings, wage rates and hours of work

  • Survey frequency: every 3-5 years

Also known as: wage censuses

  • Reference period of data collection:

– Ideally one year

wage censuses,

  • ccupational wage surveys,

wage composition surveys Benchmark for current statistics of

– Or one pay period or one month (representative of the year) Reporting unit: establishment

Benchmark for current statistics of earnings, working time and wage rates

  • Reporting unit: establishment

Most complex survey, very detailed, time consuming and expensive

International Labour Office Department of Statistics

33

slide-34
SLIDE 34

Wage structure and distribution surveys: Information collected surveys: Information collected

  • Wage rates and normal hours of work

E i d h t ll k d id f

  • Earnings and hours actually worked or paid for
  • By industry, geographic regions, occupations, sex,

establishment size establishment size

  • Possibly by age, education level, vocational training
  • Most important outputs:

p p

– Distribution of employees by wage rates, earnings & hours of work – Earnings and wage rates by components and workers’ – Earnings and wage rates by components and workers characteristics – Gender pay gap

International Labour Office Department of Statistics

34

slide-35
SLIDE 35

Structural non-current statistics: Labour cost surveys Labour cost surveys

  • Objective: to provide information on the level, composition and

evolution of the cost incurred by employers in the employment of evolution of the cost incurred by employers in the employment of labour

  • Frequency:

– Intervals not exceeding five years

  • Reference period:

– There can be wide variations in labour cost patterns between different parts of the year. – Comprehensive labour cost surveys should aim at collecting data – Comprehensive labour cost surveys should aim at collecting data relating to a full calendar year, or the usual accounting year

  • Reporting unit: The establishment

International Labour Office Department of Statistics

35

slide-36
SLIDE 36

Labour cost surveys: Information collected Information collected

  • Information collected

Labour cost by components – Labour cost by components – Number of employees (average during the year) – Hours actually worked – Hours paid for – Data should be collected separately for wage earners and salaried employees

  • Most important outputs

Most important outputs

– Level of labour cost

  • By component

P l d th h t ll k d

  • Per employee and per year, per month, per hour actually worked
  • By industry, size of establishment, geographical location, sex
  • By unit of output (problematic)

International Labour Office Department of Statistics

36

slide-37
SLIDE 37

Industrial censuses and surveys y

  • Objectives

– To measure output of industry for study of structure, factors linked to industry growth p y y , y g – They also measure compensation of employees and estimate the share of wages in value added – Basic sources for productivity measures

  • Frequency

– Censuses: very 5-10 years; sample surveys: annually

  • Information collected

Basic source of data for production statistics – Gross and net output, expenditure – Employment and compensation of employees

  • Reporting unit

– the establishment, sometimes the enterprise

  • Limitations

– Measuring compensation of employees is not the main objective of these instruments

International Labour Office Department of Statistics

37

g p p y j – Usually no information on hours of work

slide-38
SLIDE 38

Household surveys: Labour force surveys Labour force surveys

  • Objectives:

T ll t d t i ti it d diti f k f th – To collect data on economic activity and conditions of work of the population, including employment-related income

  • Advantages

g – Full worker and establishment coverage – Information provided is close to statistical measure targeted

  • Limitations

– Response errors

  • On income, hours and industry
  • Due to proxy response and sensitivity

Expensive

International Labour Office Department of Statistics

38

– Expensive

slide-39
SLIDE 39

Labour force surveys: Information collected Information collected

  • Income from paid and self employment

B t – By components

  • Income from non-employment sources
  • Hours actually worked hours usually worked normal hours

Hours actually worked, hours usually worked, normal hours – By components

  • Number of persons employed

p p y

  • Information about workers

– Sex, age, occupation, education level, …

  • Information about establishments

– Industry, size, institutional sector, …

International Labour Office Department of Statistics

39

slide-40
SLIDE 40

Administrative records

  • Advantages

I i – Inexpensive – Consistent in time

  • Limitations

Limitations – Limited worker coverage – Responses may not conform to statistical measure targeted p y g – Difficult to maintain up-to-date, affecting timeliness and reliability

  • Types

– Social security returns – Income tax returns L l d t – Legal documents

International Labour Office Department of Statistics

40

slide-41
SLIDE 41

Data available and outputs of social security returns security returns

  • Social security returns: Forms filled by employers with information about employees

covered by social security system covered by social security system

  • Data available

– Number of employees covered – Employees' characteristics: employment status, sex, age, degree of skills. Sometimes

  • ccupation and duration of work in terms of hours, days or months, etc.

– Employers' characteristics: industry, employment size, etc. E l ' i (d fi iti ft diff f th t d i t ti ti – Employees' earnings (definition often differs from that used in wages statistics programmes) – Employees and employers' contributions

  • Outputs:
  • Outputs:

– Average earnings per year or per month – Distribution of employees by level of earnings C b h k d t f if i / dj ti i d t f t bli h t

International Labour Office Department of Statistics

41

– Can serve as benchmark data for verifying/adjusting earnings data from establishment surveys

slide-42
SLIDE 42

Data available and outputs of income tax returns tax returns

  • Data available

Ch t i ti f ll t i f k b – Characteristics of all categories of workers, by sex, age,

  • ccupation, employer / establishment

– Annual earnings of employees g p y – Employees' contributions – Other sources of income: entrepreneurial income, property income, etc. – Duration of work in terms of weeks or months Outputs

  • Outputs

– Average earnings per year or month – Distribution of employed population by levels of earnings / income

International Labour Office Department of Statistics

42

Distribution of employed population by levels of earnings / income

slide-43
SLIDE 43

Data available in legal documents g

  • Minimum or standard wage rates for a normal work

week

– Hourly or daily rates

  • Wage rates specified in wage agreements

– By type (time rates, piece rates) and components, y yp ( , p ) p , – By occupation or trade, industry, level of skill, sex, adult / juvenile, etc. j

  • Normal hours of work (fixed by law, regulations and

practices)

International Labour Office Department of Statistics

43

practices)

slide-44
SLIDE 44

Conclusions

  • Data producers should clearly understand the purpose of wages and related

statistics (stakeholders’ needs) ( )

  • In establishing a programme for the compilation of basic wages and related

statistics, should be comprehensive and consistent

  • Wages and related statistics programme should target both current (short-term)

Wages and related statistics programme should target both current (short term) needs and long-term needs, as defined by priorities and resources

  • Establishment survey is the main data collection instrument for wages statistics of

employees and offers the possibility of current survey statistics and structural employees, and offers the possibility of current survey statistics and structural statistics

  • Labour force survey is the main data collection instrument for employment-related

income statistics (includes self-employed workers) income statistics (includes self employed workers)

  • To the extent possible, data should cover all branches of economic activity,

geographical regions, whole employee population (wages) and also self-employed persons (employment-related income) persons (employment related income)

International Labour Office Department of Statistics

44

slide-45
SLIDE 45

References

  • Mata Greenwood, Adriana, 2010. Power Point presentation “Wages statistics: Sources”, ILO

Department of Statistics, Geneva.

  • International Labour Office, 1979. An Integrated System of Wages Statistics: A Manual on

Methods, Geneva

  • See also:

– Resolution concerning statistics of labour cost, adopted by the Eleventh International Conference of Labour Statisticians(October 1966); web link:

http://www.ilo.org/wcmsp5/groups/public/---dgreports/---stat/documents/normativeinstrument/wcms_087500.pdf

Resolution concerning an integrated system of wages statistics adopted by the Twelfth – Resolution concerning an integrated system of wages statistics, adopted by the Twelfth International Conference of Labour Statisticians (October 1973); web link:

http://www.ilo.org/wcmsp5/groups/public/---dgreports/---stat/documents/normativeinstrument/wcms_087496.pdf

– Resolution concerning the measurement of employment-related income, adopted by the g p y , p y Sixteenth International Conference of Labour Statisticians (October 1998); web link:

http://www.ilo.org/wcmsp5/groups/public/---dgreports/---stat/documents/normativeinstrument/wcms_087490.pdf

– UN-System of National Accounts 2008 (definition of an enterprise, establishment); web link:

htt // t t / d/ ti l t/d /SNA2008 df http://unstats.un.org/unsd/nationalaccount/docs/SNA2008.pdf

Department of Statistics

45

slide-46
SLIDE 46

Questions

  • What are the current statistical needs of data users in Trinidad and Tobago for

wages and related statistics? g

  • What are the resources available?
  • What are the existing statistical sources for wages and related statistics?

Establishment surveys? – Establishment surveys? – Economic census? – Household survey? – Administrative records? – Agricultural census/survey?

  • Do data sources include instruments for short-term and long-term needs?

g

  • Are the existing statistical sources meeting the needs of data users? Why?
  • What are the obstacles to achieving an integrated system of wages statistics?

Department of Statistics

46