From: Automatic transparency evaluation for open knowledge extraction systems
Categories | Dimensions | Attributes |
---|---|---|
Quality | Provenance | 1. An access point to the raw data [45] |
3. The context - location of data collection [62] | ||
4. The data collection agent (applications, sensors, human users) [62] | ||
5. The number of participants, the eligibility criteria, the follow-up times, if there has been participants [63, 64] | ||
8. An access point to the model and algorithm transparency information, if the data/resource is an output of an automatic/semi-automatic process | ||
11. Data usage history, including applications that have processed the data and the purpose of the use [62, 65] | ||
13. Citation details [42] | ||
14. Sources of funding [47] | ||
15. Dataset version history | ||
Understandability | 1. Correlations between different dataset properties [47] | |
2. The stratifications into ordinal, nominal, continuous, and discrete, e.g., least/most entries, min/max, median, mean [47] | ||
Accuracy | 1. Sources of errors and noise in the dataset [45] | |
2. An access point to the erratum, if applicable [45] | ||
Conciseness | 1. Sources of redundancies in the dataset [45] | |
Volatility | 1. Dates of planned updates of the dataset [45] | |
2. Mechanisms for distributing updates [45] | ||
3. Mechanisms to support/host/maintain the older versions of the dataset, if applicable [45] | ||
4. Mechanisms to communicate/distribute the obsolescence of the older versions of the dataset, if applicable [45] | ||
5. Mechanisms to extend/augment/build on/contribute to the dataset [45] | ||
6. Validation/verification procedures for dataset extensions [45] | ||
7. Mechanisms for communicating/distributing dataset extensions [45] | ||
Completeness | 1. Data limitations, e.g., missing information [15, 45, 47, 49, 62] | |
Security and ethics | Security and privacy | 1. Existence of personal or confidential data [15, 45, 47, 66] |
2. Security and privacy management techniques for the data [15, 45, 66] | ||
3. Information about breaches of data over a period of time [62, 65] | ||
Disclosure and Data Provisioning (for data transmitted across organisations) | 1. Contracts and legal agreements concerning the data disclosure [62, 65] | |
2. Limits on the retention of the data, if applicable [45] | ||
1. Availability of laws, regulations, and organisational policies associated with the data of interest to all subjects | ||
Ethical | ||