Accuracy and reliability
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Science, Technology and CultureAnne Vibeke Jacobsen
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The survey is sample-based, and therefore associated with an uncertainty in the form of random variation in relation to industry and company size. The sampling uncertainty is limited. The survey is compulsory to answer and the response rate is therefore above 90. The enumeration of the responses from the sample to the total population partially corrects for missing responses. Some questions are of a technical nature and therefore difficult to understand in companies that do not work with technology.
Overall accuracy
The overall uncertainty relates to both sampling uncertainty or random error as well as non-participation in the statistics and partial responses, where answers are missing to some of the form's questions. Both affect the uncertainty of the study's results only to a limited extent.
Sampling error
The results are based on responses from 1,548 companies out of a total population of 15,080 companies with 5-9 full-time employees. Sample uncertainty calculations are made every year. Examples of variables from 2024, with estimated proportion of enterprises and associated lower and upper limits at 95 per cent. statistical confidence interval:
- The proportion of small enterprises that have access to the internet via a fixed connection is estimated at 94.4 per cent. The standard error is 0.55 per cent. This means that the actual value is with 95 per cent. probability between 93.3 per cent. and 95.5 per cent
- The proportion of employees in small enterprises who have access to a computer with internet access for work purposes is 73.0 per cent. The standard error is 0.83 per cent. This means that the actual value is with 95 per cent. probability between 71.4 per cent. and 74.7 per cent
The uncertainty calculations are available upon contacting the statistics' contact person.
Non-sampling error
The main cause of other uncertainty may be that the population cannot be completely captured, or covers too widely. This happens, for example, when the form is sent to companies with fewer than 5 employees. This typically results in the company not answering the form. The questionnaire can be experienced as a great burden for some companies, who may end up not answering all questions with equal accuracy. Uncertain memory can lead to questions being answered inaccurately, just as technically complex questions can be too difficult to answer accurately. In case of non-response, the weights for the companies that have responded are adjusted so that it is assumed that the companies that have not responded are similar to the companies that have responded.
In 2024, the overall response rate was 94 per cent.
Random sampling as close to the time of datacollection as possible, guidance on technical questions on the form and a limited number of questions are examples of measures aiming to reduce these uncertainties.
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
The relevance of the statistics is considered to be significant as the content is largely developed in collaboration with users. The statistics mainly contain yes-no questions, which are relatively easy to answer. This improves the quality of the statistics by means of more accurate and reliable answers. The statistics are timely because the results are published approx. two months after the end of the data collection and five months after the start of the data collection. The availability of the statistics is ensured by sharing metadata, i.e. uncertainty calculations, method descriptions and the precise formulation of the questions. Statistics Denmark has limited opportunities to influence the quality of the responses. It is not possible for us to check the correctness of the individual answers, e.g. regarding selected technical solutions, such as artificial intelligence, are To give an indication of the data quality, uncertainty calculations have been prepared, see more in section 5.2. Throughout, the response rate in the survey is high and the extent of partially deficient responses limited. The survey method, including random sampling and calculation of weights, is continuously assessed.
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
Not relevant for this statistics.