Abstract
To exploit the company’s data value, employees must be able to find, understand and access it. The process of making corporate data available to the majority of the company’s employees is referred to as data democratization. In this work, we present the current state and challenges of data democratization in companies, derived from a comprehensive literature study and expert interviews we conducted with a manufacturer. In this context a data consumer’s journey is presented that reflects the required steps, tool types and roles for finding, understanding and accessing data in addition to revealing three data democratization challenges. To address these challenges we propose the use of an enterprise data marketplace, a novel type of information system for sharing data within the company. We developed a prototype based on which a suitability assessment of a data marketplace yields an improved consumer journey and demonstrates that the marketplace addresses the data democratization challenges and consequently, shows that the marketplace is suited for realizing data democratization.
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References
Gualtieri, M., et al.: The Forrester Wave: Big Data Hadoop Distributions, Q1 2016. Forrester Res. (2016)
Lefebvre, H., Legner, C., Fadler, M.: Data democratization : toward a deeper understanding. In: Proceedings of the International Conference on Information Systems (ICIS) (2021)
Gröger, C.: There is no AI without data. Commun. ACM. 64, 98–108 (2021)
Awasthi, P., George, J.: A case for data democratization. In: Proceedings of the 26th Americas Conference on Information Systems (AMCIS) (2020)
Lange, J., Stahl, F., Vossen, G.: Datenmarktplätze in verschiedenen Forschungsdisziplinen: Eine Übersicht. Informatik-Spektrum 41(3), 170–180 (2017). https://doi.org/10.1007/s00287-017-1044-3
Meisel, L., Spiekermann, M.: Datenmarktplätze - Plattformen für Datenaustausch und Datenmonetarisierung in der Data Economy. Fraunhofer ISST (2019)
Wells, D.: The rise of the data marketplace: data as a service. Eckerson Gr. (2017)
Eichler, R., Giebler, C., Gröger, C., Hoos, E., Schwarz, H., Mitschang, B.: Enterprise-wide metadata management: an industry case on the current state and challenges. In: Proceedings of the 24th International Conference on Business Information Systems (BIS), pp. 269–279 (2021)
Zeng, J., Glaister, K.W.: Value creation from big data: looking inside the black box. Strateg. Organ. 16, 105–140 (2018)
Labadie, C., Legner, C., Eurich, M., Fadler, M.: FAIR enough? Enhancing the usage of enterprise data with data catalogs. In: Proceedings of the IEEE 22nd Conference on Business Informatics (CBI), pp. 201–210 (2020)
Gröger, C., Hoos, E.: Ganzheitliches Metadatenmanagement im Data Lake: Anforderungen, IT-Werkzeuge und Herausforderungen in der Praxis. In: Proceedings of the 18. Fachtagung für Datenbanksysteme für Business, Technologie und Web (BTW) (2019)
Fernandez, R.C., Subramaniam, P., Franklin, M.J.: Data market platforms: trading data assets to solve data problems. Proc. VLDB Endow. 13, 1933–1947 (2020)
Spiekermann, M., Tebernum, D., Wenzel, S., Otto, B.: A metadata model for data goods. In: Multikonferenz Wirtschaftsinformatik (MKWI), pp. 326–337 (2018)
Eichler, R., Giebler, C., Gröger, C., Schwarz, H., Mitschang, B.: Modeling metadata in data lakes—a generic model. Data Knowl. Eng. 136, 101931 (2021)
Schomm, F., Stahl, F., Vossen, G.: Marketplaces for data: an initial survey. ACM SIGMOD Rec. 42, 15–26 (2013)
Stahl, F., Schomm, F., Vomfell, L., Vossen, G.: Marketplaces for digital data: Quo Vadis? Comput. Inf. Sci. 10, 22 (2017)
Spiekermann, M.: Data marketplaces: trends and monetisation of data goods. Intereconomics 54(4), 208–216 (2019). https://doi.org/10.1007/s10272-019-0826-z
Zheng, Z., Mao, W., Wu, F., Chen, G.: Challenges and opportunities in IoT data markets. In: Proceedings of the 4th International Workshop on Social Sensing (SocialSense), pp. 1–2 (2019)
Ramachandran, G.S., Radhakrishnan, R., Krishnamachari, B.: Towards a decentralized data marketplace for smart cities. In: Proceedings of the IEEE International Smart Cities Conference (ISC2), pp. 1–8 (2018)
Roman, D., Stefano, G.: Towards a reference architecture for trusted data marketplaces: the credit scoring perspective. In: Proceedings of the 2nd International Conference on Open and Big Data (OBD), pp. 95–101. IEEE (2016)
Saxena, S.: Enterprise data marketplace: democratizing data within organizations. Tata Consultancy Services (2018)
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Eichler, R., Gröger, C., Hoos, E., Schwarz, H., Mitschang, B. (2022). Data Shopping — How an Enterprise Data Marketplace Supports Data Democratization in Companies. In: De Weerdt, J., Polyvyanyy, A. (eds) Intelligent Information Systems. CAiSE 2022. Lecture Notes in Business Information Processing, vol 452. Springer, Cham. https://doi.org/10.1007/978-3-031-07481-3_3
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