Working Session 8: The UN Classification systems in the upcoming 2010 Census round Caribbean Train the Trainers Seminar on UN Classifications for Statistical.

Slides:



Advertisements
Similar presentations
“... providing timely, accurate, and useful statistics in service to U.S. agriculture.” Using Mixed Methods to Evaluate Survey Questionnaires Heather Ridolfo,
Advertisements

Topics  The UN Charter, Flemming and Noblemaire  Local and non-local  Local Salary Surveys  Post Adjustment reviews  Hardship & Mobility  System.
Production of Statistics on Informal Sector Employment and Informal Employment in Namibia By Panduleni C Kali.
Recruitment and Selection. Selection and Engagement of Personnel Formulation and implementation of systematic approaches to Selection The application.
Measuring Ethno-Cultural Characteristics in Population Censuses United Nations Economic Commission for Europe Statistical Division Regional Training Workshop.
Classifications and CASCOT Ritva Ellison Institute for Employment Research University of Warwick.
1 International marketing Session 4- International Marketing Research Ana Colovic.
United Nations Workshop on Revision 3 of Principles and recommendations for Population and Housing Censuses and Census Evaluation Amman, Jordan, 19 – 23.
Minnesota Manual of Accommodations for Students with Disabilities Training Guide
Overview of the International classification of occupations (ISCO) A case for Uganda Ssennono vincent.
United Nations Statistics Division Overview. Overview  Of the many classifications in the Family, five reference classifications will be discussed at.
Census Census of Population, Housing,Buildings,Establishments and Agriculture Huda Ebrahim Al Shrooqi Central Informatics Organization.
United Nations Workshop on Revision 3 of Principles and recommendations for Population and Housing Censuses and Census Evaluation Amman, Jordan, 19 – 23.
Estimating the Labour Force Trinidad and Tobago 28 th May 2014 Sterling Chadee Director of Statistics.
1 Development and Application of Statistical Business Registers in Africa Key findings Besa Muwele Besa Muwele Michael Colledge Michael Colledge 9th African.
Copyright 2010, The World Bank Group. All Rights Reserved. Training and Procedural Manuals Section A 1.
ISCO88, ISCO08 and ESeC Regional Meeting, 9 December 2005 Presentation of Hungary.
USE OF LITHUANIAN CLASSIFICATION OF OCCUPATIONS ISCO 88, ISCO 2008 and the Development of the ESeC Regional Meeting, Oslo, 7 June 2005 Violeta Skamarociene.
Use of survey (LFS) to evaluate the quality of census final data Expert Group Meeting on Censuses Using Registers Geneva, May 2012 Jari Nieminen.
Slide 1 D2.TCS.CL5.04. Subject Elements This unit comprises five Elements: 1.Define the need for tourism product research 2.Develop the research to be.
Central Statistical Office ZIMBABWE DATA ANALYSIS AND INTERPRETATION OF 2004 LFS Lovemore Sungano Ziswa.
ISCO-08 - Current Status and plans to support implementation David Hunter Department of Statistics International Labour Office United Nations Expert Group.
Availability and Quality of Data Angela Me UNECE Statistics Division.
Copyright 2010, The World Bank Group. All Rights Reserved. Data Processing and Tabulation, Part I.
Regional Workshop on GENDER STATISTICS AND HUMAN RIGHTS REPORTING PRESENTATION.
Roundtable Meeting on Programme for the 2010 Round of Censuses of Agriculture Bangkok, Thailand 28 November-2 December, 2005 VILLAGE LEVEL SOCIO-ECONOMIC.
How to use the VSS to design a National Strategy for the Development of Statistics (NSDS) 1.
Copyright 2010, The World Bank Group. All Rights Reserved. Sources of Agricultural Data Section A 1.
Time Use Survey Coding and Processing Time Use Data.
Second International Workshop on Economic Census Seoul, Korea, 6 -9 July 2009 Shanker Lal Shrestha Central Bureau of Statistics Nepal Data Collection and.
1 GENDER ISSUES in Labour Household Surveys TURIN, 9-12 Dec.2008 AHMAD HUSSEIN CONSULTANT BASED ON DOCUMENTS PREPARED.
United Nations Economic Commission for Europe Statistical Division Economic Characteristics in the Census Questionnaire Angela Me, Chief Social and Demographic.
Use of Administrative Data Seminar on Developing a Programme on Integrated Statistics in support of the Implementation of the SNA for CARICOM countries.
United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis for Arabic Speaking Countries, Amman, Jordan May 2011 Identification.
Census of Economic Establishments in Ethiopia Yasin Mossa Central Statistics Agency of Ethiopia July 2009.
Statistical Expertise for Sound Decision Making Quality Assurance for Census Data Processing Jean-Michel Durr 28/1/20111Fourth meeting of the TCG - Lubjana.
Dr. Bea Bourne 1. 2 If you have any troubles in seminar, please do call Tech Support at: They can assist if you get “bumped” from the seminar.
Paolo Valente - UNECE Statistical Division Slide 1 Technology for census data coding, editing and imputation Paolo Valente (UNECE) UNECE Workshop on Census.
United Nations Economic Commission for Europe Statistical Division Availability and Quality of Gender Statistics Angela Me UNECE Statistics Division.
Creating Open Data whilst maintaining confidentiality Philip Lowthian, Caroline Tudor Office for National Statistics 1.
Training on the new occupational classification: the Italian experience Francesca Gallo, Barbara Lorè Istat- Servizio Formazione e Lavoro.
European Socio-economic Classification: Operational Rules David Rose Institute for Social and Economic Research University of Essex.
Use of Mobile Technology for Data Collection in Zimbabwe Experiences Gained and Lessons Learnt By Rodgers M. Sango Zimbabwe National Statistics Agency.
ICCS Marker Training Hamburg July 2008 Final note on marking Reliability marking report from WinDEM will include record of scores for double-marked items,
United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis for Arabic Speaking Countries, Amman, Jordan May 2011 Identification.
United Nations Regional Workshop on the 2010 World Programme on Population and Housing Censuses: Census Evaluation and Post Enumeration Surveys, Asunción,
Sampling Design and Analysis MTH 494 Ossam Chohan Assistant Professor CIIT Abbottabad.
Minnesota Manual of Accommodations for Students with Disabilities Training January 2010.
Session 5: International Standard Classification of Status in Employment, 1993 (ICSE-93) David Hunter International Labour Office Department of Statistics.
Copyright 2010, The World Bank Group. All Rights Reserved. Agricultural Coding and Data Processing Section A 1.
Coding and processing time use Rachid Bouhia Social and Housing Statistics Section United Nations Statistics Division Time Use Statistics workshop for.
Measuring work and economic activity Workshop Title Location and Date.
13-Jul-07 State of the art of the ISCO-08 implementation.
Dr. Bea Bourne 1. 2 If you have any troubles in seminar, please do call Tech Support at: They can assist if you get “bumped” from the seminar.
Survey Training Pack Session 3 – Questionnaire Design.
Defining Key Performance Indicators Learning from international practices Challenges for the UI scheme in Viet Nam By Celine Peyron Bista, 13 December.
- 1 - FINAL_NOScript_JDVerificationTraining pptx Job Titles Examples Used for HISD Nonexempt Jobs Assistant: Using knowledge of a functional area(s),
Recruitment and Selection. Recruitment Procedures WHY do we need to recruit? Promotion – old position becomes available 2. Retirement 3. Death 
Copyright 2010, The World Bank Group. All Rights Reserved. Producer prices, part 2 Measurement issues Business Statistics and Registers 1.
Job Titles Examples Used for HISD Nonexempt Jobs
Annual labour force surveys
Annual labour force surveys
Organization of efficient Economic Surveys
Coding occupations The new coding process Sue Westerman, Marc Houben.
Concepts of industry, occupation and status in employment - Overview
Working Session 8: The UN Classification systems in the upcoming 2010 Census round Caribbean Train the Trainers Seminar on UN Classifications for Statistical.
Implementation of ISCO-08: Bulgarian experience
Integrating Gender into Population and Housing Censuses
Coding and processing time use
Labour Market Surveys.
Presentation transcript:

Working Session 8: The UN Classification systems in the upcoming 2010 Census round Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 1

QUESTIONS, RESPONSE CATEGORIES AND LAYOUT Measuring economic activities in the upcoming 2010 Census round Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 2

Question order and sequencing - general Questions on status in employment, occupation and industry are asked only of the economically active –Can be asked of both employed and unemployed (by reference to last job) –May be restricted to persons over a certain age –Questions are sequenced from question(s) on Economic activity status (Employed, Unemployed, Economically inactive) Questions on education are asked of all persons (over 5?) and usually precede those on economic characteristics Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 3

Economic activity status: hypothetical questions recommended for testing and use. 1 Did you/… do any work for one hour or more in the last 7 days? 2 Did you/… do any unpaid work in a family business or farm in the last 7 days? 3 Did you/… do any work at all in the last 7 days? Prompts: Any work on your farm or kraal? Any fishing or seafood collecting? Make anything for sale or your own use from farm or natural products? Fetch any water or collect any firewood? Any work in a business of any type? Any type of wage job (full-time or part- time)? 4 Do you … usually work but happened to be absent last week because of leave, sickness, bad weather, industrial troubles or other reasons? Interviewer: If “yes” to any of 1 to 4, skip to next section. Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 4

Unemployment 5 Did you actively look for work sometime during the last four weeks? Yes No – seasonal worker awaiting busy season No – believe no work available No – tired of looking No – don’t know how or where to look No – awaiting appropriate work No – bad weather No – family responsibilities No – own illness No – other reasons (specify ………) 6 If offered a work opportunity could you have started work last week? Yes No Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 5

Population not currently active 7 What were you doing/ what was your situation last week? Studying.....……… Performing housework...….….2 Not working and disabled...….3 Sick ……… Retired/aged....……… Pension, rental or other income recipient Other ………...………7 Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 6

Typical ordering of main questions on economic characteristics 1.Income (if asked) 2.Economic activity status 3.Hours worked/working time (if asked it usually relates to all jobs) 4.Status in employment/institutional sector in main job 5.Occupation a)Title b)Tasks 6.Industry a)Kind of industry/activity b)Name and address of employer Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 7

Were you self-employed or working for someone else in your (main) job last week? Self-employed  With paid help (employer)  Without paid help Owner/manager of incorporated business  With paid help (employer)  Without paid help Worked for someone else  As Government employee  As employee of a foreign Government  As employee of private company/person  As unpaid worker in family business/farm  Not stated Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 8

Occupation: Hypothetical questions recommended for testing and use (part 1) (In the main job held last week) what was (your) work or occupation? Please give full job title and be specific, for example: Fruit picker Legal secretary Restaurant manager Secondary school teacher Cattle farmer Registered nurse Occupation: …………………………………………………………………………………………………… …………………………………………………… Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 9

Occupation: Hypothetical questions recommended for testing and use (part 2) What are your main tasks or duties in that job? Please give details. For example: Picking and carrying oranges and peaches Preparing legal documents Managing the operations of a restaurant Teaching mathematics Managing a cattle farm Caring for the sick and administering medications Main tasks or duties: …………………………………………………………………………………………………… ………………………………………………………………………………………………… ……………………………………………… Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 10

Industry: Hypothetical questions, recommended for testing and use What is the name and address of your employer or business? (a) Name _____________________________________ (b) Address ___________________________________ _____________________________________________ What are the main goods or services produced by your employer or business? _____________________________________________ Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 11

UN CLASSIFICATIONS AND CODING TOOLS AND THE USE OF TECHNOLOGY IN THE CENSUS The UN Classification systems in the upcoming 2010 Census round Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 12

Coding occupation and industry Responses to open ended questions have to be assigned to the appropriate category in an occupation classification and in an industry classification Not a simple process Responses to questions on occupation (title and tasks), industry and name and address of workplace are relevant to both coding processes Coding should be done using indexes of occupations and industry –Mapping directly to the classification is error prone and inefficient Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 13

Information needed before planning occupation and industry coding processes What classifications of occupations and industry are used in other surveys (LFS, employer surveys) and in national employment services? Who is responsible for these classifications? Are these classifications based on ISCO-08 and ISIC Rev 4? Are there plans to update the national classifications? Is there a national index of occupations? Is there a national index of industries? What user needs impact on decisions about coding: –Is there a need for information about small occupational groups for specific small geographic areas? What happened in the last Census? Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 14

Occupation and industry coding as part of the Census processing strategy The main aim of the coding process –To determine and record correctly to which of the categories in the respective classifications the jobs belong at the most detailed level of the classification possible on the basis of the information provided in the responses –task to be completed within an overall processing plan for the census to a pre-specified timetable within pre-specified cost limits or in a fashion that will minimize cost, given the specified data requirements. Important factors to consider The existing data processing capacity and infrastructure The type and format of the information to be processed The volume of data to be processed and the throughput rates required How processing of industry and occupation is embedded within the total data processing task for the census The level of detail required to satisfy important user needs in the national context, as well as for international reporting Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 15

Strategic coding and processing options (1) Process all cases or a sample only –Implementation at collection stage (long and short forms) or at processing stage –Process occupation for only a sample of the data collected Ethical concern about collecting data that are not used –Process a sample for early release –Significant cost and time savings –Data for small areas, small populations and small occupation and industry groups may be severely compromised Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 16

Strategic coding and processing options (2) Field or office coding? –The following choices are available: 1.The respondent codes himself/herself to a predefined category Implies pre-coded questions Inadequate quality but less expensive than other options 2.The enumerator codes in the field, either during the interview or before the questionnaire is forwarded for further processing A variation on pre-coded questions OR Enumerator writes down the response (or keywords) and codes the response after the interview using an index. 3.Specially trained coders code in connection with consistency checks of the questionnaire and data entry Office coding – the preferred option in most cases Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 17

Coding in the field by the enumerator Enumerator writes down the response (or keywords) and codes the response after the interview using an index. –Allows coding to detailed categories –Over time and as part of training enumerators become aware of the type of information required to code correctly BUT –Coding becomes one of many tasks for a large number of enumerators –Enumerators cannot be given the same amount of training, supervision and support as specialized coders –Quality and consistency of coding are likely to be poor This approach can work in a continuous Labour Force or similar survey with a permanent field staff and good training and communication For large-scale infrequent operations such as the Census, coding of occupation and industry as part of the central processing operation is preferred Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 18

Office coding Can be done manually with a paper index, or with computer assistance Can be combined with automatic coding Coders may specialize in the coding of one (or a few) variables or deal with the whole form Coders need to be thoroughly trained and tested before they start coding Quality of coding operations can and should be rigorously controlled Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 19

Office coding – common problems and strategies to avoid them Common problems –Coding teams may become production minded and focus on throughput at the expense of quality –Coders (individuals and groups) may find short cut methods that introduce systematic errors –‘Memory’ coding Training, supervision, quality control (eg. recoding a sample), audits, workshops on coding problems, index updates for common un-codable responses –Boredom with a repetitive process Rotation between processes, good job design –Poor motivation of staff towards end of contract Motivation schemes, offer long term employment to strong performers –Coding centre and organization may be overwhelmed by volume of documents at beginning of process Good planning, dress rehearsal should include coding Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 20

At what level of the classification should responses be coded? In past censuses it was frequently decided that responses should be coded to an aggregate level of the classification structure (Eg 3-digit level of ISCO) Arguments for this include: –Perceived cost of coding to a larger number of categories in terms of errors and staff hours required –It was thought that the responses would not support coding to more detailed categories –When coding only a sample the detailed results may not be publishable Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 21

At what level of the classification should responses be coded? But the experience of statistical agencies has shown –Marginal costs of coding to a larger number of categories are small –Error rate does not significantly increase and may improve for aggregate groups –Many responses support detailed coding, while some do not –Coding to an arbitrary specific level of the classification involves unnecessary loss of information –Some groups at detailed levels of classification may be larger than others at higher levels –Coding at a higher level limits options for tabulation, international reporting, production of flexible non-standard aggregations Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 22

Coding of vague and difficult responses Some responses may be too vague and imprecise to allow the coder to determine to which category the job belongs –These responses should be coded to the level in the classification structure supported by the information contained in them –should not be forced into any particular detailed category where only a small proportion of the jobs would fall if the responses were adequate. For example, in one census 15 per cent of the jobs coded to the major group “clerks” could not be coded to any of the more detailed categories within that major group. –Residual groups (not elsewhere classified) should not be used for vague responses –A common method of dealing with this type of response is to provide entries in the coding index for commonly occurring vague responses –Such responses are assigned the code for the relevant higher category, followed by trailing zeros. responses can be allocated proportionally to the more detailed categories in a transparent manner or they can be released in publications labelled as : ‘Group name not further defined’ Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 23

Occupation title: Sales Tasks performed: Selling 52Sales workers 5200 Sales workers not further defined 521Street and market salespersons 5211Stall and market salespersons 5212Street food salespersons 522Shop salespersons 5221Shop keepers 5222Shop supervisors 5223Shop sales assistants 523Cashiers and ticket clerks 5230Cashiers and ticket clerks 524Other sales workers 5241Fashion and other models 5242Sales demonstrators 5243Door to door salespersons 5244Contact centre salespersons 5245Service station attendants 5246Food service counter attendants 5249Sales workers not elsewhere classified Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 24

Other difficult responses Indicate that the establishment (or job) in question produces a combination of goods or services (or the job involves tasks and duties) that cut across the distinctions made in the industry or occupation classification Represent a type of production or work not covered by the classification or not listed in the coding index Should be referred as queries to expert coders and ultimately to those responsible for maintaining the classification and index Strategies to deal quickly with commonly occurring difficult responses and update the coding index or procedures are essential Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 25

Key decisions to make and questions to answer in planning the coding operation Which classifications will be used? Do you need to update the classification or index before the Census process? Level of coding? Field or centralized coding? Specialized teams for each topic? Manual, computer assisted or automatic coding What levels of error can you tolerate? Coding throughput rates? How many coders do you need and for how long? How much will it cost? Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 26

Types of industry coding index Most census coding operations will find it useful to have two coding indices for the coding of industry, as follows: A list of as many as possible of the establishments operational in the geographical region covered by the coding operation –each establishment has been given the correct industry code by specialists in establishment surveys and in the coding of establishment activity. –usually cover only large, formal sector establishments as they have been created from lists kept in tax offices, licensing offices and/or chambers of industry and commerce –may nevertheless cover significant proportions of the work force, and their use for census coding will eliminate one possible source of inconsistency in employment statistics between the census results and the results of establishment surveys; A list of significant word combinations reflecting the answers given in response to industry questions –an index of the same type as that created for the coding of occupation. Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 27

Industry coding index and process The industry coding process will usually attempt first to match the name and address of the person’s employer with those in the list or register of establishments. If a match cannot be made using the register of establishments, then an attempt is made to match the description of the industry with the index of type (b) above. The process of updating the coding indices for industry responses should be viewed as part of the general process required to maintain the industry classification Both types of index will need to be updated in advance of the Census and modified for coding of responses given in household based surveys Experience shows that only a minority of census responses will be coded successfully using a list of establishments Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 28

Sources of information for developing an industry index Reviews of responses from recent survey operations and census tests Business registers and directories Notices and advertisements in newspapers, journals, and on the internet ISIC index may be a good starting point in the absence of any national index or a useful source to assess completeness of a national index Do neighbouring countries with similar languages have indexes you could share or adapt? Index needs to reflect language as used in the country Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 29

Organization and structure of the industry index As with occupation the index may be all inclusive or structured Response: Keyword/first qualifying word/second qualifying word: Sheep farm:sheep/farm Car rental agency:car/rental Youth club:club/youth Tax assessment office:tax/assessment office Cleaning service:cleaning/services Cleaning products production:cleaning/products/production Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 30

Structure of the industry coding index The keyword is the word in the relevant response that alone can serve as a designation of a service, a product or a function, however imprecise. The qualifying words will usually indicate some special form or variety and/or the type of activity associated with the product or service. That sequence has been chosen because the number of different designations for activities is much smaller than the number of designations for different products, services and functions. Sometimes the keyword may be precise and in itself suffice as an index entry, such as “abattoir”. However, the keyword may also be very ambiguous, such as ‘advertising’. Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 31

Automatic and computer assisted coding Both approaches use computing power to speed up process of searching an index, identifying matching responses, following coding rules and recording the correct code In Computer assisted coding (CAC) the coder enters a small number of characters from key and qualifying words –Matching index entries are displayed and coder selects matching entry –Correct code is recorded by coder or the computer or a query is raised In automatic coding (AC) responses are key entered or captured photographically, then matched automatically by the computer –Match rates of up to 70% have been achieved –Remaining entries are coded using CAC –Requires a high degree of sophistication and a very well designed index Software solutions are available at low cost but cost of integration into larger processing systems may be high Caribbean Train the Trainers Seminar on UN Classifications for Statistical and other Labour Market Information, 2 – 13 November 2009, Port-of-Spain. 32