A Data Analytics Capability Maturity Model for Small and Medium Enterprises: An Action Design Research

This research introduces a novel Data Analytics Capability Maturity Model (DACMM) tailored specifically for Small and Medium Enterprises (SMEs). Unlike existing models, the DACMM was developed using the Action Design Research (ADR) methodology, grounded in teleological organizational change theory. Refined through five Build, Intervention, and Evaluation cycles with two real-world organizations, it offers a prescriptive framework with comprehensive dimensions, subdimensions, and elements tailored for SMEs. The DACMM provides clear, actionable steps for enhancing data analytics maturity, including a new self-assessment scoring method, a resource-based self-ranking tool, and a systematic approach to tracking progress. Additionally, it conceptualizes five early design concepts for creating domain-specific CMMs across various industries, with these concepts poised for future refinement and validation into design principles.

Publication Details

Journal
Journal of the Association for Information Systems
Published
2024-12-15
Primary Topic
Ear Surgery and Otitis Media
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Data Analytics Capability Maturity Model for Small and Medium Enterprises: An Action Design Research

Journal of the Association for Information Systems
Ear Surgery and Otitis Media
article

A Data Analytics Capability Maturity Model for Small and Medium Enterprises: An Action Design Research

article en

Abstract

This research introduces a novel Data Analytics Capability Maturity Model (DACMM) tailored specifically for Small and Medium Enterprises (SMEs). Unlike existing models, the DACMM was developed using the Action Design Research (ADR) methodology, grounded in teleological organizational change theory. Refined through five Build, Intervention, and Evaluation cycles with two real-world organizations, it offers a prescriptive framework with comprehensive dimensions, subdimensions, and elements tailored for SMEs. The DACMM provides clear, actionable steps for enhancing data analytics maturity, including a new self-assessment scoring method, a resource-based self-ranking tool, and a systematic approach to tracking progress. Additionally, it conceptualizes five early design concepts for creating domain-specific CMMs across various industries, with these concepts poised for future refinement and validation into design principles.

Journal of the Association for Information Systems
Industry, innovation and infrastructure
Openalex Percentile: Top 41%
Ear Surgery and Otitis Media
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.