Title	Authors	Year	Journal	Paper methodology
Data Monetization: Lessons from a retailer's journey	Najjar, M.S., Kettinger, W.J	2013	MIS Quarterly Executive	Case study
A review of data monetization: Strategic use of big data	Liu, C.-H.; Chen, C.-L	2015	International Conference on Electronic Business (ICEB)	Literature review
Designing viable multi-sided data platforms: The case of context-aware mobile travel applications	de Reuver, M; Haaker, T; Nikayin, F; Kosman, R	2015	Lecture Notes in Computer Science	Case study with survey
How much is your information worth—A method for revenue generation for your information	Rao, D; Ng, W K	2015	IEEE International Conference on Big Data	Deductive: Markovian decision process
SensorHUB: An IoT driver framework for supporting sensor networks and data analysis	Lengyel, L; Ekler, P; Ujj, T; Balogh, T; Charaf, H	2015	International Journal of Distributed Sensor Networks	Descriptive and case study
Utilization and Monetization of Healthcare Data in Developing Countries	Bram, J T; Warwick-Clark, B; Obeysekare, E; Mehta, K	2015	Big Data	Exploratory
A User-Centric Approach to Pricing Information	Rao, D; Ng, W K	2016	IEEE 2nd International Conference on Big Data Computing Service and Applications	Shannons information theory
Big data business models: Challenges and opportunities	Ralph Schroeder	2016	Cogent Social Sciences	Interview
Big data commercialization	Thomas, L D W; Leiponen, A	2016	IEEE Engineering Management Review	Systematic literature review
Capturing value from big data—a taxonomy of data-driven business models used by start-up firms	Hartmann, P.M., Zaki, M., Feldmann, N., Neely, A	2016	International Journal of Operations and Production Management	DDBM frawework with clustering algorithm on 100 companies
Monetizing Personal Data: A Two-Sided Market Approach	Bataineh, A S; Mizouni, R; El Barachi, M; Bentahar, J	2016	Procedia Computer Science	Experimental analysis
Monetizing the user's information asset in internet information market	Rao, D; Ng, W K	2016	IEEE International Congress on Big Data	Mathematical analysis: Information pricing model
Some remarks and ideas about monetization of sensitive data	Piotrowska, A M; Klonowski, M	2016	Lecture Notes in Computer Science	Analyze monetization protocol developed by Bilogrevic et al
Data commercialisation: Extracting value from smart buildings	Säynäjoki, A; Pulkka, L; Säynäjoki, E.-S.; Junnila, S	2017	Buildings	Exploratory: Literature and qualitative analysis
Decentralizing the Semantic Web: Who will pay to realize it?	Grubenmann, T; Dell'Aglio, D; Bernstein, A; Moor, D; Seuken, S	2017	CEUR Workshop Proceedings	Exploratory
Pay-per-tracking: A collaborative masking model for web browsing	Parra-Arnau, J	2017	Information Sciences	Experimental analysis
A Peer-to-Peer Architecture for Distributed Data Monetization in Fog Computing Scenarios	De La Vega, F; Soriano, J; Jimenez, M; Lizcano, D	2018	Wireless Communications and Mobile Computing	Case study
Emerging Revenue Models for Personal Data Platform Operators: When Individuals are in Control of Their Data	Kemppainen, Laura; Koivumäki, Timo; Pikkarainen, Minna; Poikola, Antti	2018	Journal of Business Models	Qualitative questionnaire
A marketplace for data: An algorithmic solution	Agarwal, A; Dahleh, M; Sarkar, T	2019	2019 ACM Conference on Economics and Computation	Descriptive: Mathematical model
BBVA's data monetization journey	Alfaro, E; Bressan, M; Girardin, F; Murillo, J; Someh, I; Wixom, B H	2019	MIS Quarterly Executive	Case study
Data Marketplaces: Trends and Monetisation of Data Goods	Spiekermann, M	2019	Intereconomics	Exploratory and qualitative
A Fully Decentralized Infrastructure for Subscription-based IoT Data Trading	Lin, C.-H.V.; Huang, C.-C.J.; Yuan, Y.-H.; Yuan, Z.-S.S	2020	IEEE International Conference on Blockchain	Exploratory
Advancing data monetization and the creation of data-based business models	Parvinen, P; Pöyry, E; Gustafsson, R; Laitila, M; Rossi, M	2020	Communications of the Association for Information Systems	Qualitative: Exploratory and descriptive
An adaptable Big Data Value Chain (BDVC) framework for end-to-end big data monetization	Faroukhi, A Z; Alaoui, I E; Gahi, Y; Amine, A	2020	Big Data and Cognitive Computing	Systematic literature review
An Intelligent Game based Offloading Scheme for Maximizing Benefits of IoT-Edge-Cloud Ecosystems	Yu, M; Liu, A; Xiong, N N; Wang, T	2020	IEEE Internet of Things Journal	Mathematical analysis
Big data monetization throughout Big Data Value Chain: a comprehensive review	Faroukhi, A Z; El Alaoui, I; Gahi, Y; Amine, A	2020	Journal of Big Data	Systematic literature review
Data-driven business model development †“ insights from the facility management industry	Marcinkowski, B; Gawin, B	2020	Journal of Facilities Management	Qualitative case study
Monetizing Mobile Data via Data Rewards	Yu, H; Wei, E; Berry, R A	2020	IEEE Journal on Selected Areas in Communications	2 stage Sackelberg game
Reputation System for IoT Data Monetization Using Blockchain	Javaid, A; Zahid, M; Ali, I; Khan, R.J.U.H.; Noshad, Z; Javaid, N	2020	Lecture Notes in Networks and Systems	Exploratory
Subscription-Based Data-Sharing Model Using Blockchain and Data as a Service	Al-Zahrani, F A	2020	IEEE Access	Inductive: Model creation
Toward monetizing personal data: A two-sided market analysis	Bataineh, A S; Mizouni, R; Bentahar, J; El Barachi, M	2020	Future Generation Computer Systems	Mathematical analysis
A Novel Approach for Big Data Monetization as a Service	Faroukhi, A Z; El Alaoui, I; Gahi, Y; Amine, A	2021	Advances in Intelligent Systems and Computing	Systematic literature review
Big Data Monetization: Platforms and Business Models	Monteiro, D.S.M.P., Meira, S.R.L., Ferraz, F.S	2021	Iberian Conference on Information Systems and Technologies, CISTI	Systematic literature review
Cloud as platform for monetizing complementary data for AI-driven services: A two-sided cooperative game	Bataineh, A.S., Bentahar, J., Wahab, O.A., Mizouni, R., Rjoub, G	2021	IEEE International Conference on Services Computing, SCC	Modelling
Conceptualizing Data Ecosystems for Industrial Food Production	Calvin, R., Hannah, S., Qiang, C., Jana, F., Wolfgang, M	2021	IEEE 23rd Conference on Business Informatics, CBI	Design data ecosystem and Case study
Data-driven secure, resilient and sustainable supply chains: gaps, opportunities, and a new generalised data sharing and data monetisation framework	Bechtsis, D., Tsolakis, N., Iakovou, E., Vlachos, D	2021	International Journal of Production Research	Literature review and case studies
From Qualitative to Quantitative Data Valuation in Manufacturing Companies	Stein, H., Holst, L., Stich, V., Maass, W	2021	IFIP Advances in Information and Communication Technology	Case study & exploratory action research
Ideation is Fine, but Execution is Key': How Incumbent Companies Realize Data-Driven Business Models	Lange, H.E., Drews, P., Hoft, M	2021	IEEE 23rd Conference on Business Informatics, CBI	19 experts interviews and literature review
Insight monetization intermediary platform using recommender systems	Hanafizadeh, P; Barkhordari Firouzabadi, M; Vu, K M	2021	Electronic Markets	Design science: Literature review and model creation
Pricing Models for Data Products in the Industrial Food Production	Rix, C., Frank, J., Stich, V., Urban, D	2021	IFIP Advances in Information and Communication Technology	Exploratory following the procedure of typology formation by Welter
Towards data markets in renewable energy forecasting	Goncalves, C; Pinson, P; Bessa, R J	2021	IEEE Transactions on Sustainable Energy	Mathematical analysis
Untangling the Open Data Value Paradox: How Organizations Benefit from Revealing Data	Enders, T., Benz, C., Satzger, G	2021	Lecture Notes in Information Systems and Organisation	Semi structured experts interviews
Blockchains and the disruption of the sharing economy value chains	Kolade, O., Adepoju, D., Adegbile, A	2022	Strategic Change	Conceptual paper
Data-driven value extraction and human well-being under EU law	Trzaskowski, Jan	2022	Electronic Markets	Exploratory
Cloud Computing as a Platform for Monetizing Data Services: A Two-Sided Game Business Model	Bataineh, Ahmed Saleh, Jamal Bentahar, Rabeb Mizouni, Omar Abdel Wahab, Gaith Rjoub, and May El Barachi	2021	IEEE Transactions on Network and Service Management	Modelling
AI-Driven Data Monetization: The Other Face of Data in IoT-Based Smart and Connected Health	Firouzi, Farshad, Bahar Farahani, Mojtaba Barzegari, and Mahmoud Daneshmand	2020	IEEE Internet of Things Journal	Conceptual, reference architecture and case study
A Scalable, Standards-Based Approach for IoT Data Sharing and Ecosystem Monetization	Figueredo, Ken, Dale Seed, and Chonggang Wang	2020	IEEE Internet of Things Journal	Conceptual, reference architecture and case study
User incentives for blockchain-based data sharing platforms	Jaiman, Vikas, Leonard Pernice, and Visara Urovi	2022	Plos one 17	Architecture proposal and evalution
Trustful data trading through monetizing IoT data using BlockChain based review system	Abubaker, Zain, Asad Ullah Khan, Ahmad Almogren, Shahid Abbas, Atia Javaid, Ayman Radwan, and Nadeem Javaid	2022	Concurrency and Computation: Practice and Experience	Exploratory
Blockchain and NFTs for Time-bound Access and Monetization of Private Data	Madine, Mohammad, Khaled Salah, Raja Jayaraman, Ammar Battah, Haya Hasan, and Ibrar Yaqoob	2022	IEEE Access	Exploratory
Towards a secure and dependable IoT data monetization using blockchain and fog computing	Khezr, Seyednima, Abdulsalam Yassine, and Rachid Benlamri	2022	Cluster Computing	Exploratory and evaluation
An Edge Intelligent Blockchain-based Reputation System for IIoT Data Ecosystem	Khezr, Seyednima, Abdulsalam Yassine, Rachid Benlamri, and M. Shamim Hossain	2022	IEEE Transactions on Industrial Informatics	Exploratory and evaluation
A General Approach on Privacy and its Implications in the Digital Economy	Sánchez, Mariola	2022	Journal of Economic Issues	Exploratory
Digital technologies: tensions in privacy and data	Quach, Sara, Park Thaichon, Kelly D. Martin, Scott Weaven, and Robert W. Palmatier	2022	Journal of the Academy of Marketing Science	Exploratory