Most relevant business analytics, data analytics and business intelligence MMs
| ID | Authors | Year | Cit | Model | Object | Method | Dimensions | Levels |
|---|---|---|---|---|---|---|---|---|
| 1 | Arunachalam, Numar and Kawalek | 2018 | 310 | Big Data Analytics (BDA) | BDA capabilities for supply chain management | Systematic literature review | Data generation, Data integration and management, Advanced analytics, Data visualisation and Data-driven culture | Incognizant stage (1), Initiation stage (2), Adoption stage (3) and Routinisation stage (4) |
| 2* | Cosic, Shanks, Maynard | 2012 | 86 | Business Analytics (BA) | BA capabilities | Design science research approach | Governance, Culture, Technology, People | Non-existent (0), Initial (1), Intermediate (2), Advanced (3), Optimised (4) |
| 3* | Lahrmann, Marx, Winter, Wortmann | 2011 | 79 | Business Intelligence (BI) | Impact-oriented BI solutions | Literature review and partial least squares analysis | Deployment; Use; Impact | Likert scale, from 1 to 5 |
| 4 | Carvalho, Rocha, Vasconcelos, Abreu | 2019 | 45 | Data Analytics (DA) | DA for Hospital Information Systems | Systematic literature review and design science research | 33 maturity-influencing dimensions, ranging from data repositories to real-time data analysis | Adhocracy (1), Starting the foundations (2), Centralised dictatorship (3), Democratic cooperation (4), Entrepreneurial opportunity (5), Integrated relationships (6) |
| 5* | Raber, Winter, Wortmann | 2013 | 43 | Business Intelligence (BI) | BI capabilities | Literature review and Rasch algorithm | Strategy; Social System; Technical System; Quality; Use and Impact | Likert scale, from 1 to 5 |
| 6 | Olszak and Mach-Kròl | 2018 | 45 | Temporal Big Data (TBD) | TBD assets and readiness | Critical literature review and multiple case study approach | Data knowledge, Information Technology, Functionalities, Sustainable development | Atemporal (1), Pre-temporal (2), Partly temporal (3), Predominantly temporal (4), Temporal (5) |
| 7 | Lukman, Hackney, Popovic, Jaklic, Irani | 2011 | 40 | Business Intelligence (BI) | BI Maturity in Slovenian organisations | Literature review for dimensions; K-Means for levels | Technological, Information Quality, Business | Immature (1), Technologically advanced (2), Advanced Information Management (3), Mature (4) |
| 8 | Boonsiritomachai, McGrath, Burgess | 2016 | 33 | Business Intelligence (BI) | BI Maturity for small- and medium-sized enterprises | Multinomial regression analysis | Infrastructure, Knowledge process, Human capital, Culture, Application | Operate (1), Consolidate (2), Integrate (3), Optimise (4), Innovate (5) |
| 9 | Gastaldi, Pietrosi, Lessanibahri, Paparella, Scaccianoce, Provenzale, Corso, Gridelli | 2018 | 32 | Business Intelligence (BI) | BI Maturity for healthcare services | Clinical Inquiry Research project | Technological, Organisation, Functional, Diffusion | Initial (1), Managed (2), Systematic (3), Disrupted (4) |
| 10 | Shah | 2022 | 26 | SAMDDC -DAMPPC Model | Analytics maturity in companies | Conceptual literature review | Analytics | Static Analytic Maturity (Descriptive, Diagnostic, Corrective); Dynamic Analytics Maturity (Prescriptive, Predictive, Cognitive) |
| 11 | Gokalp, Gokalp, Kayabay, Kocygit, Eren | 2021 | 26 | Data Science (DS) | DS MM for manufacturing organisations | Systematic literature review and multiple case studies | Organisation; Strategy Management; Data Analytics; Data Governance; Technology Management; Supporting | Not performed (1); Initiated (2); Managed (3); Established (4); Predictable (5); Innovating (6) |
| 12 | O’Donovan, Bruton, O’Sullivan | 2016 | 22 | Industrial Analytics Capabilities (IAC) | IAC in large-scale manufacturing facilities | Maturity Model development approach | Open standard; Operation technology; Information technology; Data analytics; Embedded analytics | Likert scale, from 1 to 10 |
| 13 | Chen, Nath | 2018 | 19 | Business Analytics (BA) | BA capabilities | Systematic literature review | Organisation-focused; Technology-focused; Capability-focused; Impact-focused | Likert scale, from 1 to 10 |
| ID | Authors | Year | Cit | Model | Object | Method | Dimensions | Levels |
|---|---|---|---|---|---|---|---|---|
| 1 | Arunachalam, Numar and Kawalek | 2018 | 310 | Big Data Analytics (BDA) | BDA capabilities for supply chain management | Systematic literature review | Data generation, Data integration and management, Advanced analytics, Data visualisation and Data-driven culture | Incognizant stage (1), Initiation stage (2), Adoption stage (3) and Routinisation stage (4) |
| 2* | Cosic, Shanks, Maynard | 2012 | 86 | Business Analytics (BA) | BA capabilities | Design science research approach | Governance, Culture, Technology, People | Non-existent (0), Initial (1), Intermediate (2), Advanced (3), Optimised (4) |
| 3* | Lahrmann, Marx, Winter, Wortmann | 2011 | 79 | Business Intelligence (BI) | Impact-oriented BI solutions | Literature review and partial least squares analysis | Deployment; Use; Impact | Likert scale, from 1 to 5 |
| 4 | Carvalho, Rocha, Vasconcelos, Abreu | 2019 | 45 | Data Analytics (DA) | DA for Hospital Information Systems | Systematic literature review and design science research | 33 maturity-influencing dimensions, ranging from data repositories to real-time data analysis | Adhocracy (1), Starting the foundations (2), Centralised dictatorship (3), Democratic cooperation (4), Entrepreneurial opportunity (5), Integrated relationships (6) |
| 5* | Raber, Winter, Wortmann | 2013 | 43 | Business Intelligence (BI) | BI capabilities | Literature review and Rasch algorithm | Strategy; Social System; Technical System; Quality; Use and Impact | Likert scale, from 1 to 5 |
| 6 | Olszak and Mach-Kròl | 2018 | 45 | Temporal Big Data (TBD) | TBD assets and readiness | Critical literature review and multiple case study approach | Data knowledge, Information Technology, Functionalities, Sustainable development | Atemporal (1), Pre-temporal (2), Partly temporal (3), Predominantly temporal (4), Temporal (5) |
| 7 | Lukman, Hackney, Popovic, Jaklic, Irani | 2011 | 40 | Business Intelligence (BI) | BI Maturity in Slovenian organisations | Literature review for dimensions; K-Means for levels | Technological, Information Quality, Business | Immature (1), Technologically advanced (2), Advanced Information Management (3), Mature (4) |
| 8 | Boonsiritomachai, McGrath, Burgess | 2016 | 33 | Business Intelligence (BI) | BI Maturity for small- and medium-sized enterprises | Multinomial regression analysis | Infrastructure, Knowledge process, Human capital, Culture, Application | Operate (1), Consolidate (2), Integrate (3), Optimise (4), Innovate (5) |
| 9 | Gastaldi, Pietrosi, Lessanibahri, Paparella, Scaccianoce, Provenzale, Corso, Gridelli | 2018 | 32 | Business Intelligence (BI) | BI Maturity for healthcare services | Clinical Inquiry Research project | Technological, Organisation, Functional, Diffusion | Initial (1), Managed (2), Systematic (3), Disrupted (4) |
| 10 | Shah | 2022 | 26 | SAMDDC -DAMPPC Model | Analytics maturity in companies | Conceptual literature review | Analytics | Static Analytic Maturity (Descriptive, Diagnostic, Corrective); Dynamic Analytics Maturity (Prescriptive, Predictive, Cognitive) |
| 11 | Gokalp, Gokalp, Kayabay, Kocygit, Eren | 2021 | 26 | Data Science (DS) | DS MM for manufacturing organisations | Systematic literature review and multiple case studies | Organisation; Strategy Management; Data Analytics; Data Governance; Technology Management; Supporting | Not performed (1); Initiated (2); Managed (3); Established (4); Predictable (5); Innovating (6) |
| 12 | O’Donovan, Bruton, O’Sullivan | 2016 | 22 | Industrial Analytics Capabilities (IAC) | IAC in large-scale manufacturing facilities | Maturity Model development approach | Open standard; Operation technology; Information technology; Data analytics; Embedded analytics | Likert scale, from 1 to 10 |
| 13 | Chen, Nath | 2018 | 19 | Business Analytics (BA) | BA capabilities | Systematic literature review | Organisation-focused; Technology-focused; Capability-focused; Impact-focused | Likert scale, from 1 to 10 |
Note(s): * MMs published in conference proceedings and not in a peer-reviewed journal
Source(s): Table by authors