Accuracy and reliability
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Labour and Income, Social Statistics.Pernille Stender
+45 24 92 12 33
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RAS is a register based total count of the people resident in Denmark, and the statistic uses the Labour Market Account (LMA) as data source. That first of all means that RAS doesn't contains the same uncertainties as statistics based on surveys. Second of all the data foundation for RAS provides a better opportunity to illuminate the labour market than before. RAS consists of a series of data sources which are integrated, corrected, and harmonized, and can therefore illuminate the populations attachment to the labour market significantly better than the single statistics can.
Overall accuracy
RAS is a register-based total count of the people resident in Denmark, and is used to illustrate he populations attachment to the labour market. Regarding sources of uncertainties it's mainly the following:
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Determination of the primary attachment to the labour market for a person with more than one job at the end of November: In these cases the primary job is determined by the number of hours worked. The job with the most hours is defined as the primary. For self-employed and assisting spouses the information about working hours is always imputed, and in some cases that goes for employees as well. For employees the imputed part is though decreased from 14 pct. in 2008 to barely 4 pct. in 2017. The imputation can in some cases mean that the wrong job is pointed out as the primary.
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Number of self-employed and assisting spouses: The period of jobs for self-employed and assisting spouses is more uncertain than for employees. A series of information is used to validate whether the person actually is active in a job as self-employed/assisting spouse. There will however be a more significant uncertainty about the number of self-employed and assisting spouses than with employees.
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Employed distributed by industry: There are some uncertainties concerning which workplace the specific employee job is situated, because a number of reports from the employers are insufficient. The insufficient reports causes a necessary search for and correction of errors regarding the workplaces, but even though the errors are corrected in the best possible way there will continuously be uncertainties about parts of the information about workplaces - especially on a detailed level. The uncertainties are especially linked to the detailed distributions of employment on industries in the public sector, and particularly on the municipal area. In that area the distributions on industries within "residential care activities" (industry 87) and "social work activities without accommodation" (industry 88) are uncertain on a more detailed level, but also between the two industry. Detailed distributions on "Education" (industry 85) are also combined with uncertainties.
Before 2008 the data sources for RAS was more uncertain. Especially the data source for information about employee jobs: the central register for information notes from the tax office (in Danish: det centrale oplysningsseddelregister). The employer should on the note indicate whether the employee has been employed at the end of November. This information was exclusively used for statistical purposes, and Statistics Denmark did not have the chance to control whether the reports where correct or not. The central register did not have information about wage hours. As a replacement an extent of working hours where calculated on the background of the yearly labour market supply (ATP) and the length of the employment, though the length of the employment was considerably uncertain. The calculated extent of working hours was used at the classification - that means when the primary connection to the labour market, for a person with more than one job, is specified. From 2008 the information about working hours are significantly more precise, which has also improved the precision of the classification significantly.
Sampling error
Not relevant for this statistic.
Non-sampling error
Inadequate or conflicting reports are corrected. Among others the information about working hours is imputed for persons with no information reported. The share of imputed hours for employees has fallen from 14% in 2008 to below 4% in 2017 and has subsequently remained around this level.
Quality management
Statistics Denmark follows the recommendations on organisation and management of quality given in the Code of Practice for European Statistics (CoP) and the implementation guidelines given in the Quality Assurance Framework of the European Statistical System (QAF). A Working Group on Quality and a central quality assurance function have been established to continuously carry through control of products and processes.
Quality assurance
Statistics Denmark follows the principles in the Code of Practice for European Statistics (CoP) and uses the Quality Assurance Framework of the European Statistical System (QAF) for the implementation of the principles. This involves continuous decentralized and central control of products and processes based on documentation following international standards. The central quality assurance function reports to the Working Group on Quality. Reports include suggestions for improvement that are assessed, decided and subsequently implemented.
Quality assessment
RAS is a total count of the people resident in Denmark and the data foundation is the Labour Market Account (LMA). In LMA various data sources are integrated, corrected and harmonized in one joined system. With RAS there are thus improved possibilities for studying the labour market compared to the solitary statistics. Since RAS is a total count of the population there is not the same uncertainties as with statistics based on surveys. There are however other uncertainties connected to the statistic:
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Determination of the primary attachment to the labour market for a person with more than one job at the end of November: In these cases the primary job is determined by the number of hours worked. The job with the most hours is defined as the primary. For self-employed and assisting spouses the information about working hours is always imputed, and in some cases that goes for employees as well. For employees the imputed part is though decreased from 14 pct. in 2008 to barely 4 pct. in 2017. The imputation can in some cases mean that the wrong job is pointed out as the primary.
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Number of self-employed and assisting spouses: The period of jobs for self-employed and assisting spouses is more uncertain than for employees. A range of information is used to validate whether the person actually is active in a job as self-employed/assisting spouse. There will however be a more significant uncertainty about the number of self-employed and assisting spouses than with employees.
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Employed distributed by industry: There are some uncertainties concerning which workplace the specific employee job is situated, because a number of reports from the employers are insufficient. The insufficient reports causes a necessary search for and correction of errors regarding the workplaces, but even though the errors are corrected in the best possible way there will continuously be uncertainties about parts of the information about workplaces - especially on a detailed level. The uncertainties are especially linked to the detailed distributions of employment on industries in the public sector, and particularly on the municipal area. In that area the distributions on industries within "residential care activities" (industry 87) and "social work activities without accommodation" (industry 88) are uncertain on a more detailed level, but also between the two industry. Detailed distributions on "Education" (industry 85) are also combined with uncertainties.
The division of employees into level of skills (top managers, employees at upper levels, employees at medium levels, employees at basic levels, other employees and employees not further specified) is done by means of information about work function, which is reported to the wage statistic or otherwise imputed. That happens when the employees work in smaller firms in the private sector (less than 10 full-time employed), which are not obliged to rapport to Statistic Denmark’s wage statistic. In these cases the quality of information about the skill level is of lower quality.
The selection of self-employed and assisting spouses is based on a set of requirements related to the job and the person (e.g. turnover, profit, age, etc.).
Data revision - policy
Statistics Denmark revises published figures in accordance with the Revision Policy for Statistics Denmark. The common procedures and principles of the Revision Policy are for some statistics supplemented by a specific revision practice.
Data revision practice
When RAS is published data is considered final. However data can be revised as a result of changes in methods or new information available. Since the data foundation for RAS changes to the labour market account (LMA) following changes have been made:
- When publishing figures for the end of November 2013, data for 2008-2012 was revised because RAS from then is using LMA as data source. Overall, it is estimated that there is a downward level shift in employment of 35,000-50,000 persons between November 2007 and November 2008 as a result of the transition to the LMA as a data source for employee employment.
- At the publication in April 2016 the data was again revised back to 2008, because more updated information about the population is available at the time. The revision reduced the number of persons the the socioeconomic group "Others outside the labour force" with 12,000-14,000 (in 2013 the number is about 24,000). The reduction was partly due to knowledge about more emigrations, which reduced the population with 5.000-8.000. In addition to that au pairs from then are considered employed, while foreign students are considered enrolled in education. Furthermore the group of people receiving early retirement pay is increased with 3.000-4.000 because of changes in the processing of data. Beside these changes smaller corrections of industries, work places and sector codes for employees was also made.
No further revisions are planned.