{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T17:35:57Z","timestamp":1785605757741,"version":"3.56.0"},"reference-count":50,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2025,8,28]],"date-time":"2025-08-28T00:00:00Z","timestamp":1756339200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"MUR PRIN PNRR 2022","award":["P20227W8ZC"],"award-info":[{"award-number":["P20227W8ZC"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>The selection of Data Lifecycle Models (DLMs) in complex data management scenarios necessitates finding a balance between quantitative and qualitative characteristics to ensure regulation, improve performance, and maintain governance requirements. In this context, an interactive web application based on AHP-Express has been developed as a user-friendly tool to facilitate decision-making processes related to DLM. The application facilitates customized decision matrices, organizes various expert interviews with distinct weights, calculates local and global priorities, and delivers final DLM rankings by consolidating sub-criteria scores into weighted macro-category values, accompanied by graphical representations. Key functions encompass consistency checks, sensitivity analysis for macro-category weight variations, and graphical representations (bar charts, radar maps, sensitivity charts) that emphasize strengths, shortcomings, and the robustness of rankings. In a suggested application for sensor-based artifact monitoring at the Museo del Carbone, the tool swiftly selected the most appropriate DLM as the leading contender, exhibiting consistent performance across diverse weight scenarios. The results of the Museo del Carbone case validate that AHP-Express facilitates rapid, transparent, and reproducible DLM selection, reducing cognitive load while maintaining scientific rigor. The tool\u2019s modular architecture and visualization features enable educated decision making for various data management issues.<\/jats:p>","DOI":"10.3390\/fi17090390","type":"journal-article","created":{"date-parts":[[2025,8,29]],"date-time":"2025-08-29T08:01:01Z","timestamp":1756454461000},"page":"390","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["A Framework for Data Lifecycle Model Selection"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2089-975X","authenticated-orcid":false,"given":"Mauro","family":"Iacono","sequence":"first","affiliation":[{"name":"Dipartimento di Matematica e Fisica, Universit\u00e0 degli Studi della Campania \u201cL. Vanvitelli\u201d, 81100 Caserta, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6415-1180","authenticated-orcid":false,"given":"Michele","family":"Mastroianni","sequence":"additional","affiliation":[{"name":"Dipartimento di Scienze Agrarie, Alimenti, Risorse Naturali e Ingegneria, Universit\u00e0 degli Studi di Foggia, 71122 Foggia, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5867-4281","authenticated-orcid":false,"given":"Christian","family":"Riccio","sequence":"additional","affiliation":[{"name":"Dipartimento di Matematica e Fisica, Universit\u00e0 degli Studi della Campania \u201cL. Vanvitelli\u201d, 81100 Caserta, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bruna","family":"Viscardi","sequence":"additional","affiliation":[{"name":"Independent Researcher, 81100 Caserta, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,8,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Sinaeepourfard, A., Garcia, J., Masip-Bruin, X., and Mar\u00edn-Tordera, E. (2016, January 6\u20139). Towards a Comprehensive Data LifeCycle Model for Big Data Environments. Proceedings of the 2016 IEEE\/ACM 3rd International Conference on Big Data Computing Applications and Technologies (BDCAT), Shanghai, China.","DOI":"10.1145\/3006299.3006311"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40537-021-00481-3","article-title":"DaLiF: A data lifecycle framework for data-driven governments","volume":"8","author":"Shah","year":"2021","journal-title":"J. Big Data"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Faundeen, J., Burley, T.E., Carlino, J.A., Govoni, D.L., Henkel, H.S., Holl, S.L., Hutchison, V.B., Mart\u00edn, E., Montgomery, E.T., and Ladino, C. (2014). The United States Geological Survey Science Data Lifecycle Model, Technical Report.","DOI":"10.3133\/ofr20131265"},{"key":"ref_4","first-page":"3","article-title":"DataONE: Facilitating eScience through collaboration","volume":"1","author":"Allard","year":"2012","journal-title":"J. Escience Librariansh."},{"key":"ref_5","unstructured":"Ragib Hasan, R.B. (2011). The Life and Death of Unwanted Bits: Towards Proactive Waste DataManagement in Digital Ecosystems. arXiv."},{"key":"ref_6","unstructured":"Campanile, L., Iacono, M., Mastroianni, M., and Viscardi, B. (2024, January 5\u20136). Estimating performance costs of enabling privacy-awareness in data lifecycles. Proceedings of the The 1st International Conference on Modeling, Simulation and Computer Technology, Skikda, Algeria."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Thakkar, J.J. (2021). Analytic hierarchy process (AHP). Multi-Criteria Decision Making, Springer.","DOI":"10.1007\/978-981-33-4745-8_3"},{"key":"ref_8","first-page":"33","article-title":"Information Security Risk Assessment Evaluation Applying AHP","volume":"21","author":"Goztepe","year":"2020","journal-title":"JoCI"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"e57010212917","DOI":"10.33448\/rsd-v10i2.12917","article-title":"Criticality assessment of the components of IoT system in health using the AHP method","volume":"10","author":"Kinjo","year":"2021","journal-title":"Res. Soc. Dev."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"124","DOI":"10.17706\/jcp.11.2.124-131","article-title":"Corresponding Security Level with the Risk Factors of Personally Identifiable Information through the Analytic Hierarchy Process","volume":"11","author":"Lin","year":"2016","journal-title":"J. Comput."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1016\/j.ejor.2007.01.004","article-title":"Integrated analytic hierarchy process and its applications\u2013A literature review","volume":"186","author":"Ho","year":"2008","journal-title":"Eur. J. Oper. Res."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Canco, I., Kruja, D., and Iancu, T. (2021). AHP, a reliable method for quality decision making: A case study in business. Sustainability, 13.","DOI":"10.3390\/su132413932"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Stofkova, J., Krejnus, M., Stofkova, K.R., Malega, P., and Binasova, V. (2022). Use of the Analytic Hierarchy Process and Selected Methods in the Managerial Decision-Making Process in the Context of Sustainable Development. Sustainability, 14.","DOI":"10.20944\/preprints202207.0153.v2"},{"key":"ref_14","first-page":"209","article-title":"Analytic Hierarchy Process (AHP) as criteria in business decision making and their implementation in practice","volume":"6","author":"Alshaibi","year":"2016","journal-title":"Int. J. Manag. Bus. Stud."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Schmidt, K., Aumann, I., Hollander, I., Damm, K., and von der Schulenburg, J.M.G. (2015). Applying the Analytic Hierarchy Process in healthcare research: A systematic literature review and evaluation of reporting. BMC Med. Inform. Decis. Mak., 15.","DOI":"10.1186\/s12911-015-0234-7"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Fiore, P., Sicignano, E., and Donnarumma, G. (2020). An AHP-based methodology for the evaluation and choice of integrated interventions on historic buildings. Sustainability, 12.","DOI":"10.3390\/su12145795"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/S0925-5273(00)00077-3","article-title":"A combined AHP\u2013GP model for quality control systems","volume":"72","author":"Badri","year":"2001","journal-title":"Int. J. Prod. Econ."},{"key":"ref_18","unstructured":"Digiesi, S., Mossa, G., Ranieri, L., and Rubino, S. (2011, January 15\u201318). An integrated approach based on balanced scorecard and analytic hierarchy process for strategic evaluation of local healthcare agencies. Proceedings of the International Symposium on the Analytic Hierarchy Process, Sorrento, Italy."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Salehzadeh, R., and Ziaeian, M. (2024). Decision making in human resource management: A systematic review of the applications of analytic hierarchy process. Front. Psychol., 15.","DOI":"10.3389\/fpsyg.2024.1400772"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ejor.2004.04.028","article-title":"Analytic hierarchy process: An overview of applications","volume":"169","author":"Vaidya","year":"2006","journal-title":"Eur. J. Oper. Res."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1016\/j.ijpe.2012.03.036","article-title":"A review of applications of Analytic Hierarchy Process in operations management","volume":"138","author":"Subramanian","year":"2012","journal-title":"Int. J. Prod. Econ."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Ram\u00edk, J., and Ram\u00edk, J. (2020). Applications in decision-making: Analytic hierarchy process\u2014AHP revisited. Pairwise Comparisons Method: Theory and Applications in Decision Making, Springer International Publishing.","DOI":"10.1007\/978-3-030-39891-0"},{"key":"ref_23","first-page":"012022","article-title":"The application of analytic hierarchy process for innovative solution: A review","volume":"Volume 1143","author":"Samanaseh","year":"2023","journal-title":"Proceedings of the IOP Conference Series: Earth and Environmental Science"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Ogrodnik, K. (2019). Multi-criteria analysis of design solutions in architecture and engineering: Review of applications and a case study. Buildings, 9.","DOI":"10.3390\/buildings9120244"},{"key":"ref_25","first-page":"012010","article-title":"History of Decision-Making: Development and its Applications","volume":"Volume 1573","author":"Amrozi","year":"2020","journal-title":"Proceedings of the Journal of Physics: Conference Series"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1080\/1331677X.2009.11517393","article-title":"Business process management software selection\u2013two case studies","volume":"22","year":"2009","journal-title":"Econ. Res.-Ekonomska istra\u017eivanja"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1007\/978-3-031-25049-1_14","article-title":"Places, Transitions and Queues: New Proposals for Interconnection Semantics","volume":"13659","author":"Gribaudo","year":"2023","journal-title":"Lect. Notes Comput. Sci."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.cosrev.2015.03.001","article-title":"Fault tree analysis: A survey of the state-of-the-art in modeling, analysis and tools","volume":"15","author":"Ruijters","year":"2015","journal-title":"Comput. Sci. Rev."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1007\/3-540-46029-2_18","article-title":"DrawNET++: Model objects to support performance analysis and simulation of systems","volume":"2324","author":"Franceschinis","year":"2002","journal-title":"Lect. Notes Comput. Sci."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/0270-0255(87)90473-8","article-title":"The analytic hierarchy process\u2014What it is and how it is used","volume":"9","author":"Saaty","year":"1987","journal-title":"Math. Model."},{"key":"ref_31","first-page":"83","article-title":"Decision making with the analytic hierarchy process","volume":"1","author":"Saaty","year":"2008","journal-title":"Int. J. Serv. Sci."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"879","DOI":"10.1007\/s10479-021-04432-2","article-title":"Analytical hierarchy process: Revolution and evolution","volume":"326","author":"Tavana","year":"2023","journal-title":"Ann. Oper. Res."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Pant, S., Kumar, A., Ram, M., Klochkov, Y., and Sharma, H.K. (2022). Consistency indices in analytic hierarchy process: A review. Mathematics, 10.","DOI":"10.3390\/math10081206"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"100748","DOI":"10.1016\/j.mex.2019.11.021","article-title":"AHP-express: A simplified version of the analytical hierarchy process method","volume":"7","author":"Leal","year":"2020","journal-title":"MethodsX"},{"key":"ref_35","unstructured":"Hontoria, E., and Munier, N. (2021). Uses and Limitations of the AHP Method a Non-Mathematical and Rational Analysis, Springer."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Nasution, S.M., Husni, E., Kuspriyanto, K., and Yusuf, R. (2022). Personalized Route Recommendation Using F-AHP-Express. Sustainability, 14.","DOI":"10.3390\/su141710831"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Iacono, M., Mastroianni, M., Riccio, C., and Viscardi, B. (2025, January 24\u201327). A Blockchain\/Cloud Privacy Performance Comparison Using AHP Methodology: A Smart Road Case Study. Proceedings of the Communications of the ECMS. European Council for Modelling and Simulation, Catania, Italy.","DOI":"10.7148\/2025-0584"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1007\/s12583-014-0408-8","article-title":"Ontology Dynamics in a Data Life Cycle: Challenges and Recommendations from a Geoscience Perspective","volume":"25","author":"Ma","year":"2014","journal-title":"J. Earth Sci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"712826","DOI":"10.1155\/2014\/712826","article-title":"Big Data: Survey, Technologies, Opportunities, and Challenges","volume":"2014","author":"Khan","year":"2014","journal-title":"Sci. World J."},{"key":"ref_40","unstructured":"CIGREF (2025, July 08). Data & Analytics Governance and Architecture, Developing and Implementing a data Strategy. Available online: https:\/\/www.cigref.fr\/wp\/wp-content\/uploads\/2023\/03\/Data-Analytics-Governance-and-Architecture_January_2023_EN.pdf."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"134","DOI":"10.2218\/ijdc.v3i1.48","article-title":"The DCC curation lifecycle model","volume":"3","author":"Higgins","year":"2008","journal-title":"Int. J. Digit. Curation"},{"key":"ref_42","unstructured":"IBM Software (2013). Wrangling Big Data: Fundamentals of Data Lifecycle Management, IBM. Technical Report."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Michota, A., and Katsikas, S. (2015, January 1\u20133). Designing a seamless privacy policy for social networks. Proceedings of the 19th Panhellenic Conference on Informatics, New York, NY, USA. PCI \u201915.","DOI":"10.1145\/2801948.2801998"},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Yu, X., and Wen, Q. (2010, January 23\u201324). A View about Cloud Data Security from Data Life Cycle. Proceedings of the 2010 International Conference on Computational Intelligence and Software Engineering, Sanya, China.","DOI":"10.1109\/CISE.2010.5676895"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Chaki, S. (2015). The Lifecycle of Enterprise Information Management. Enterprise Information Management in Practice: Managing Data and Leveraging Profits in Today\u2019s Complex Business Environment, Apress.","DOI":"10.1007\/978-1-4842-1218-9_2"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"El Arass, M., Tikito, I., and Souissi, N. (2017). Data lifecycles analysis: Towards intelligent cycle 2017. 2017 Intelligent Systems and Computer Vision (ISCV) (pp. 1\u20138), IEEE.","DOI":"10.1109\/ISACV.2017.8054938"},{"key":"ref_47","unstructured":"Wen, L., Zhang, L., and Li, J. (December, January 30). Application of blockchain technology in data management: Advantages and solutions. Proceedings of the International Conference on Big Scientific Data Management, Beijing, China."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1109\/MCOM.2019.1800718","article-title":"A Blockchain-Based Data Life Cycle Protection Framework for Information-Centric Networks","volume":"57","author":"Li","year":"2019","journal-title":"IEEE Commun. Mag."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1007\/s11036-020-01646-9","article-title":"An analysis of blockchain and GDPR under the data lifecycle perspective","volume":"26","author":"Freund","year":"2021","journal-title":"Mob. Netw. Appl."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"102511","DOI":"10.1016\/j.ipm.2021.102511","article-title":"Designing a GDPR compliant blockchain-based IoV distributed information tracking system","volume":"58","author":"Campanile","year":"2021","journal-title":"Inf. Process. Manag."}],"container-title":["Future Internet"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-5903\/17\/9\/390\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:34:51Z","timestamp":1760034891000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-5903\/17\/9\/390"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,28]]},"references-count":50,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2025,9]]}},"alternative-id":["fi17090390"],"URL":"https:\/\/doi.org\/10.3390\/fi17090390","relation":{},"ISSN":["1999-5903"],"issn-type":[{"value":"1999-5903","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,28]]}}}