DAIN Studios Data & AI Maturity Model
Guidance in the maze of data & AI transformation
It is easy to lose focus in the buzzing world of data & AI, how it impacts modern-day businesses and what you can do to elevate your organisation’s maturity.
To help you avoid the hype and understand where you are on your path to becoming a data-driven company, we have created the DAIN Studios data & AI maturity model.
Together with our expert consultants, you can use our model to gauge your current state across the fundamental building blocks of successful data & AI execution. You can identify key focus areas and build your roadmap with tangible next steps to guide you from discovery to data & AI leadership.
The model successfully links together our experience from consulting and leading data & AI organisations across numerous industries, leveraging the accumulated knowledge of DAIN Studios’ diverse team of engineers, scientists and strategists.
This makes our model uniquely comprehensive, practical and easily tailored to your needs. Because we know that no organisation is the same, and frameworks cannot be one-size fits all solutions in a diverse problem space.
DAIN Data & AI Maturity Model (DAMM)
Strategy & Vision
No documented data & AI strategy
Use Cases & Value Gen.
Ad-hoc generation of data & AI use cases, lacking systematic prioritisation and follow-up
Unclear leadership support for data & AI initiatives
Organization & Culture
Data is not a dominant topic in the organisation, data capabilities are ad-hoc and unorganised
Very few data professionals covering wide range of data topics, expected to drive data & AI transformation
Privacy & Ethics
Focus on basic compliance with GDPR and contractual data requirements, but often with scattered responsibilities
Analytics & AI Portfolio
No advanced analytics deployed, focus primarily on reporting use cases
Data storage is highly siloed, access by ad-hoc request, data quality uncertain
Architecture & Tech
Data processing is primarily a manual task, technology stack is unable to support scalable AI solutions