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2019 | OriginalPaper | Buchkapitel

DaVe: A Semantic Data Value Vocabulary to Enable Data Value Characterisation

verfasst von : Judie Attard, Rob Brennan

Erschienen in: Enterprise Information Systems

Verlag: Springer International Publishing

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Abstract

While data value and value creation are highly relevant in today’s society, there is as yet no consensus data value models, dynamics, measurement techniques or even methods of categorising and comparing them. In this paper we analyse and categorise existing aspects of data that are used in literature to characterise and/or quantify data value. Based on these data value dimensions, as well as a number of value assessment use cases, we also define the Data Value Vocabulary (DaVe) that allows for the comprehensive representation of data value. This vocabulary can be extended to allow for the representation of data value dimensions as required in the context at hand. This vocabulary will allow users to monitor and asses data value throughout any value creating or data exploitation efforts, therefore laying the basis for effective management of value and efficient value exploitation. It also allows for the integration of diverse metrics that span many data value dimensions and which most likely pertain to a range of different tools in different formats. DaVe is evaluated using Gruber’s ontology design criteria, and by instantiating it in a deployment case study. This paper is an extension of Attard and Brennan (2018) [3].

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Literatur
3.
Zurück zum Zitat Attard, J., Brennan, R.: A semantic data value vocabulary supporting data value assessment and measurement integration. In: ICEIS 2018 - Proceedings of the 20th International Conference on Enterprise Information Systems, vol. 2 (2018) Attard, J., Brennan, R.: A semantic data value vocabulary supporting data value assessment and measurement integration. In: ICEIS 2018 - Proceedings of the 20th International Conference on Enterprise Information Systems, vol. 2 (2018)
4.
Zurück zum Zitat Attard, J., Orlandi, F., Auer, S.: Exploiting the value of data through data value networks. In: Proceedings of the 10th International Conference on Theory and Practice of Electronic Governance, ICEGOV 2017, pp. 475–484 (2017). https://doi.org/10.1145/3047273.3047299 Attard, J., Orlandi, F., Auer, S.: Exploiting the value of data through data value networks. In: Proceedings of the 10th International Conference on Theory and Practice of Electronic Governance, ICEGOV 2017, pp. 475–484 (2017). https://​doi.​org/​10.​1145/​3047273.​3047299
5.
Zurück zum Zitat Brennan, R., Attard, J., Helfert, M.: Management of data value chains, a value monitoring capability maturity model. In: Proceedings of 20th International Conference on Enterprise Information Systems (ICEIS 2018) (2018, to appear) Brennan, R., Attard, J., Helfert, M.: Management of data value chains, a value monitoring capability maturity model. In: Proceedings of 20th International Conference on Enterprise Information Systems (ICEIS 2018) (2018, to appear)
9.
Zurück zum Zitat Cyganiak, R., Reynolds, D., Tennison, J.: The RDF data cube vocabulary. W3C recommendation, World Wide Web Consortium (W3C) (2014) Cyganiak, R., Reynolds, D., Tennison, J.: The RDF data cube vocabulary. W3C recommendation, World Wide Web Consortium (W3C) (2014)
11.
Zurück zum Zitat Debattista, J., Lange, C., Auer, S.: Representing dataset quality metadata using multi-dimensional views. In: Proceedings of the 10th International Conference on Semantic Systems - SEM 2014, pp. 92–99. ACM Press, New York, September 2014. https://doi.org/10.1145/2660517.2660525 Debattista, J., Lange, C., Auer, S.: Representing dataset quality metadata using multi-dimensional views. In: Proceedings of the 10th International Conference on Semantic Systems - SEM 2014, pp. 92–99. ACM Press, New York, September 2014. https://​doi.​org/​10.​1145/​2660517.​2660525
13.
Zurück zum Zitat Engelsman, W.: Information assets and their value, pp. 1–10 (2007) Engelsman, W.: Information assets and their value, pp. 1–10 (2007)
14.
Zurück zum Zitat Even, A., Shankaranarayanan, G.: Value-driven data quality assessment. In: Proceedings of the 2005 International Conference on Information Quality (MIT IQ Conference) (2005) Even, A., Shankaranarayanan, G.: Value-driven data quality assessment. In: Proceedings of the 2005 International Conference on Information Quality (MIT IQ Conference) (2005)
16.
Zurück zum Zitat Francois, P., et al.: A macroscope for global history. Seshat Global History Databank: a methodological overview. Dig. Humanit. Q. 10(4) (2016) Francois, P., et al.: A macroscope for global history. Seshat Global History Databank: a methodological overview. Dig. Humanit. Q. 10(4) (2016)
19.
Zurück zum Zitat Higson, C., Waltho, D.: Valuing information as an asset. SAS the Power To Know, pp. 1–17, November 2010 Higson, C., Waltho, D.: Valuing information as an asset. SAS the Power To Know, pp. 1–17, November 2010
20.
Zurück zum Zitat Jin, H., Xiong, M., Wu, S.: Information value evaluation model for ILM. In: 2008 Ninth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, pp. 543–548. IEEE (2008). https://doi.org/10.1109/SNPD.2008.112 Jin, H., Xiong, M., Wu, S.: Information value evaluation model for ILM. In: 2008 Ninth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, pp. 543–548. IEEE (2008). https://​doi.​org/​10.​1109/​SNPD.​2008.​112
21.
Zurück zum Zitat Juran, J.M.: Juran’s Quality Control Handbook, 4th edn. McGraw-Hill, New York (1974) Juran, J.M.: Juran’s Quality Control Handbook, 4th edn. McGraw-Hill, New York (1974)
22.
Zurück zum Zitat Klann, J.G., Schadow, G.: Modeling the information-value decay of medical problems for problem list maintenance. In: Proceedings of the 1st ACM International Health Informatics Symposium, IHI 2010, pp. 371–375. ACM, New York (2010). https://doi.org/10.1145/1882992.1883045 Klann, J.G., Schadow, G.: Modeling the information-value decay of medical problems for problem list maintenance. In: Proceedings of the 1st ACM International Health Informatics Symposium, IHI 2010, pp. 371–375. ACM, New York (2010). https://​doi.​org/​10.​1145/​1882992.​1883045
23.
Zurück zum Zitat Laney, D.: Infonomics: the economics of information and principles of information asset management (2011) Laney, D.: Infonomics: the economics of information and principles of information asset management (2011)
24.
Zurück zum Zitat Laney, D.: Gartner analytic ascendancy model (2012) Laney, D.: Gartner analytic ascendancy model (2012)
25.
Zurück zum Zitat Latif, A., Us Saeed, A., Hoefler, P., Stocker, A., Wagner, C.: The linked data value chain: a lightweight model for business engineers. In: Proceedings of International Conference on Semantic Systems, pp. 568–576 (2009) Latif, A., Us Saeed, A., Hoefler, P., Stocker, A., Wagner, C.: The linked data value chain: a lightweight model for business engineers. In: Proceedings of International Conference on Semantic Systems, pp. 568–576 (2009)
26.
Zurück zum Zitat Lee, C.C., Yang, J.: Knowledge value chain. J. Manage. Dev. 19(9), 783–794 (2000)CrossRef Lee, C.C., Yang, J.: Knowledge value chain. J. Manage. Dev. 19(9), 783–794 (2000)CrossRef
29.
Zurück zum Zitat Maina, C.: Just-in-case or just-in-time library services: the option and usage valuation of libraries and information services (2004) Maina, C.: Just-in-case or just-in-time library services: the option and usage valuation of libraries and information services (2004)
32.
Zurück zum Zitat Noy, N.F., Mcguinness, D.L.: Ontology development 101: a guide to creating your first ontology. Technical report (2001) Noy, N.F., Mcguinness, D.L.: Ontology development 101: a guide to creating your first ontology. Technical report (2001)
35.
Zurück zum Zitat Ren, Y., Parvizi, A., Mellish, C., Pan, J.Z., van Deemter, K., Stevens, R.: Towards competency question-driven ontology authoring. In: Presutti, V., d’Amato, C., Gandon, F., d’Aquin, M., Staab, S., Tordai, A. (eds.) ESWC 2014. LNCS, vol. 8465, pp. 752–767. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-07443-6_50CrossRef Ren, Y., Parvizi, A., Mellish, C., Pan, J.Z., van Deemter, K., Stevens, R.: Towards competency question-driven ontology authoring. In: Presutti, V., d’Amato, C., Gandon, F., d’Aquin, M., Staab, S., Tordai, A. (eds.) ESWC 2014. LNCS, vol. 8465, pp. 752–767. Springer, Cham (2014). https://​doi.​org/​10.​1007/​978-3-319-07443-6_​50CrossRef
36.
Zurück zum Zitat Sajko, M., Rabuzin, K., Bača, M.: How to calculate information value for effective security risk assessment. J. Inf. Organ. Sci. 30(2), 263–278 (2006) Sajko, M., Rabuzin, K., Bača, M.: How to calculate information value for effective security risk assessment. J. Inf. Organ. Sci. 30(2), 263–278 (2006)
37.
39.
Zurück zum Zitat Turczyk, L.A., Heckmann, O., Steinmetz, R.: File valuation in information lifecycle management. In: Proceedings of the Thirteenth Americas Conference on Information Systems, Keystone, Colorado (2007) Turczyk, L.A., Heckmann, O., Steinmetz, R.: File valuation in information lifecycle management. In: Proceedings of the Thirteenth Americas Conference on Information Systems, Keystone, Colorado (2007)
42.
Zurück zum Zitat Zaveri, A., Rula, A., Maurino, A., Pietrobon, R., Lehmann, J., Auer, S.: Quality assessment for linked data: a survey. Semant. Web J. 7, 63–93 (2015)CrossRef Zaveri, A., Rula, A., Maurino, A., Pietrobon, R., Lehmann, J., Auer, S.: Quality assessment for linked data: a survey. Semant. Web J. 7, 63–93 (2015)CrossRef
Metadaten
Titel
DaVe: A Semantic Data Value Vocabulary to Enable Data Value Characterisation
verfasst von
Judie Attard
Rob Brennan
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-26169-6_12