Providing Data With High Utility And No Disclosure Risk For The Public and Researchers: An Evaluation By Advanced Statistical Disclosure Risk Methods
نویسنده
چکیده
The demand of data from surveys, registers or other data sets containing sensible information on people or enterprises have been increased significantly over the last years. However, before providing data to the public or to researchers, confidentiality has to be respected for any data set containing sensible individual information. Confidentiality can be achieved by applying statistical disclosure control (SDC) methods to the data. The research on SDC methods becomes more and more important in the last years because of an increase of the awareness on data privacy and because of the fact that more and more data are provided to the public or to researchers. However, for legal reasons this is only visible when the released data has (very) low disclosure risk. In this contribution existing disclosure risk methods are review and summarized. These methods are finally applied on a popular real-world data set the Structural Earnings Survey (SES) of Austria. It is shown that the application of few selected anonymisation methods leads to well-protected anonymised data with high data utility and low information loss.
منابع مشابه
domestic and international regulations and standards for risk disclosure in banks
Reporting by stakeholder groups, especially shareholders, has always been a demand And reporting and disclosure for the banking network is important. In Iran, banks require disclosing and reporting information and financial and economic events, but there are many international rules and standards for this disclosure. In addition, domestic regulations and requirements are also unclear due to the...
متن کاملSome Factors that Influence the Quality of Voluntary Disclosure
The purpose of this study is to investigate the factors affecting the evaluation of the quality of voluntary disclosure, given that the factors used in internal research due to having an external source and focusing on the number of disclosures may not be an appropriate criterion for measuring the quality of information disclosure, so, it is necessary to provide new influencing factors on the e...
متن کاملStatistical Disclosure Control Methods for Census Frequency Tables
This paper provides a review of common statistical disclosure control (SDC) methods implemented at Statistical Agencies for standard tabular outputs containing whole population counts from a Census (either enumerated or based on a register). These methods include record swapping on the microdata prior to its tabulation and rounding of entries in the tables after they are produced. The approach ...
متن کاملThe Impact of Conservatism in Risk Disclosure on Investment Efficiency considering Information Asymmetry
In firms with conservative risk disclosure more validity is needed to disclose good risk news and a lower standard of validity is needed to disclose bad risk news. Conservatism in risk disclosure(CRD) as a regulatory mechanism can be effective in reducing the investment inefficiency. The aim of this research is to investigate the effect of CRD on investment efficiency. The research period from ...
متن کاملStatistical Disclosure Control for Microdata Using the R-Package sdcMicro
The demand for data from surveys, censuses or registers containing sensible information on people or enterprises has increased significantly over the last years. However, before data can be provided to the public or to researchers, confidentiality has to be respected for any data set possibly containing sensible information about individual units. Confidentiality can be achieved by applying sta...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013