DMMM: Data Management Maturity Model

被引:4
|
作者
Zitoun, Cyrine [1 ]
Belghith, Oumaima [1 ]
Ferjaoui, Syrine [1 ]
Gabouje, Sabri Skhiri Dit [1 ]
机构
[1] EURA NOVA Tunisia, EURA NOVA R&D Dept, Tunis, Tunisia
关键词
Maturity Assessment; Data Management; Maturity Model; Maturity Enablers; Data Capabilities; Maturity Roadmap;
D O I
10.1109/AEIS53850.2021.00013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The assessment of the digital transformation progress is essential to understand and undertake in order to evaluate the level of maturity of data-driven companies, and to plan for improvement actions. For this purpose, we developed a maturity model assessment. The value proposition is to evaluate the current maturity state of an enterprise from a data and information management point of view while envisioning an evolution path from the current state to the target state. In this paper, we present a new perspective on how to construct maturity models to assess companies' maturity in terms of data management and advanced analytics with a focus on building a set of tools to ease the application of our model and create a fact-based roadmap for evolution. Our Data Management Maturity Model (DMMM) was designed to support the digital transformation from an initial level to an optimized one. It covers the different aspects that can be encountered such as, the organizational structure, the systems, the data dimensions, and operations. This paper is also a representation of the technical tools we developed to ease their implementation through the DMMM user interface. It depicts the methodologies behind the development of the maturity scoring system, the model architecture, the assessment practice as well as the maturity levels resulting from the evaluation. Additionally, we set forth the technicalities behind the model capabilities, their mapping for a data-centric vision, and their linkage that brings consistency and traceability between the latter.
引用
收藏
页码:33 / 39
页数:7
相关论文
共 50 条
  • [41] Organisational Information Security Management Maturity Model
    Zammani, Mazlina
    Razali, Rozilawati
    Singh, Dalbir
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (09) : 668 - 678
  • [42] Research on group management based on maturity model
    Wang Chengjun
    Xian Yunpeng
    COMPUTER AND INFORMATION TECHNOLOGY, 2014, 519-520 : 1488 - 1491
  • [43] Risk Management Maturity Model for Logistic Processes
    Tubis, Agnieszka A.
    Werbinska-Wojciechowska, Sylwia
    SUSTAINABILITY, 2021, 13 (02) : 1 - 19
  • [44] Maturity model of Knowledge Management in the interpretativist perspective
    Serna M, Edgar
    INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2012, 32 (04) : 365 - 371
  • [45] Knowledge management barriers, practices and maturity model
    Oliva, Fabio Lotti
    JOURNAL OF KNOWLEDGE MANAGEMENT, 2014, 18 (06) : 1053 - 1074
  • [46] Corrective maintenance maturity model: Problem management
    Kajko-Mattsson, M
    INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE, PROCEEDINGS, 2002, : 486 - 490
  • [47] A maturity model for Clinical Trials Management Ecosystem
    Sehgal, Shruti
    Pua, E. Chris
    Rojevsky, Svetlana
    Becich, Michael J.
    Fehrmann, Joshua
    Knosp, Boyd M.
    Wilcox, Adam
    Talbert, Jeffery C.
    Craven, Catherine K.
    Starren, Justin
    JOURNAL OF CLINICAL AND TRANSLATIONAL SCIENCE, 2025, 9 (01)
  • [48] Study of construction project management maturity model
    Liqun, Liu
    Yuhua, An
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON CONSTRUCTION & REAL ESTATE MANAGEMENT, VOLS 1 AND 2, 2007, : 355 - 360
  • [49] A model for assessing maturity of Integrated Management Systems
    Domingues, J. P. T.
    Sampaio, P.
    Arezes, P. M.
    OCCUPATIONAL SAFETY AND HYGIENE II, 2014, : 341 - 346
  • [50] Research on Port Project Management Maturity Model
    Wang, Junmei
    Dong, Peiwu
    Qu, Guohua
    Zhang, XueZhou
    PROCEEDINGS OF 2013 6TH INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT, INNOVATION MANAGEMENT AND INDUSTRIAL ENGINEERING (ICIII 2013) VOL 1, 2013, : 234 - 238