AptitudeIQ gives organizations and consulting partners one platform to design, deliver, score, and analyze maturity assessments — with guided responses, immediate dashboards, recommendations, and presentation-ready reports.
Illustrative figures from a sample FAIR assessment.
AptitudeIQ supports organizations measuring their own capabilities and consulting partners productizing specialized assessment expertise.
Invite the right participants, guide them through clearly defined maturity scores, and see results immediately by team, function, business unit, region, role, seniority, or any dimension you configure.
Configure your capabilities, questions, score definitions, maturity statements, and recommendations once. Deliver the assessment to your own clients without rebuilding spreadsheets and reports for every engagement.
AptitudeIQ captures the logic that usually lives in a consultant's workshop notes and spreadsheets. It presents every participant with a guided assessment, calculates results consistently, and turns responses into dashboards and deliverables as soon as the assessment is complete.
Every assessment follows a consistent competency framework, so results are comparable across teams, functions, and review cycles — not one-off opinions.
Competencies are scored 0–5 and averaged into a capability score and maturity level, each backed by written findings that explain the "why" behind the number.
Each report closes with a short- and long-term roadmap plus a financial impact and ROI view — turning a maturity score into a fundable improvement plan.
AptitudeIQ productizes the repeatable parts of an assessment while keeping interpretation, facilitation, and transformation planning in expert hands.
AptitudeIQ ships with ready-to-run assessment packs, and new packs for other capabilities and industries can be built on the same engine. Clients license any number of assessments and run each one for a team, a group, a business function, a business unit, or an entire organization.
Measures how Findable, Accessible, Interoperable, and Reusable your data is. The four sub-scores average into a single FAIR capability score and maturity level.
Evaluates the disciplines behind trusted data. Take the full suite for one rolled-up Data Management score, or run any single area on its own.
Need to measure a capability we don't ship yet? New assessment types for different capabilities and industries can be built and offered on the AptitudeIQ platform.
Whatever the assessment, AptitudeIQ examines the same five dimensions of capability. Looking across all five is what separates "we bought a tool" from "we built a capability."
Skills, roles, training, and data literacy — whether the right people can do the right things with data.
Documented, standardized, and consistently followed ways of working across teams and departments.
The platforms, tools, and integrations that enable data to be managed, shared, and used effectively.
Alignment between data initiatives and business objectives, with leadership support and a long-term plan.
Consistent, well-applied standards for how data is stored, described, managed, and shared organization-wide.
Dimension scores combine into a capability score and an overall maturity level — a shared language leadership can rally around.
A clear path from "where are we?" to "here's what to do, in what order, and what it returns."
Choose your assessments and scope. Structured questions capture evidence across every competency.
Each competency is scored 0–5 and rolled up into capability scores and an overall maturity level.
You receive a detailed report with key findings, dimension insights, and level-by-level analysis.
Short- and long-term recommendations plus financial impact and ROI turn the score into an action plan.
The AptitudeIQ Capability Assessment Framework follows a structured six-level maturity model that measures how well an organization manages its data capabilities — and how deeply those capabilities are embedded into day-to-day operations. Scores map onto named levels so everyone, from analysts to the board, reads the result the same way.
To illustrate the journey of capability maturity, AptitudeIQ uses the analogy of climbing Mount Everest, where each level represents a camp along the climb. The key takeaway: organizations must grow and stabilize at each level before advancing to the next.
The journey itself — all the challenges, adjustments, and growth opportunities encountered along the way — is the true destination.
Data capabilities are not recognized or managed; practices are ad hoc and depend on chance rather than intent.
The organization recognizes the need to improve, but efforts are isolated, undocumented, and reliant on individuals.
Sporadic implementation with some documented practice, but lacking standard frameworks and cross-functional alignment.
Standardized, documented practices are applied consistently across teams and actively followed day to day.
Capabilities are measured, managed, and embedded into operations, with data used proactively across the organization.
A self-reinforcing capability that is integrated into strategy and drives measurable, lasting business advantage.
Run the same assessment for a small team or roll it up across the enterprise — and compare results between them.
A single working team
A group of related teams
A business function
An entire BU or division
The whole enterprise
AptitudeIQ is a product of Xendat Data & Analytics, the same team behind AxiomatIQ, our enterprise semantic intelligence platform. AptitudeIQ tells you where your data capabilities stand today; the broader Xendat practice helps you close the gaps the assessment reveals.
Explore the wider platform and services at xendat.com.
"Be Informed. Be Insightful."
The AptitudeIQ principle: decisions get better when they start from an honest, measured picture of where you are.
AptitudeIQ measures capability maturity. Each assessment scores a set of competencies on a 0–5 scale across five dimensions — People, Process, Technology, Strategy, and Standards — and rolls those into a capability score and an overall maturity level.
Two packs ship today: the FAIR Data assessment (Findability, Accessibility, Interoperability, Reusability) and the Data Management assessment (Data Governance, Data Quality, Master Data Management, Metadata Management, Data Architecture, Reference Data Management, and Information Lifecycle Management). The platform also supports building custom assessments for other capabilities and industries.
Yes. The Data Management assessment can be taken as a full suite for a single rolled-up score, or as an individual single-area assessment — for example, Data Quality on its own.
Any scope you choose: a single team, a group of teams, a business function, a business unit, or an entire organization. Running the same assessment at different scopes lets you compare maturity across the business.
A detailed report with key findings, dimension insights, and an overall maturity level, followed by short- and long-term roadmap recommendations and a financial impact and ROI analysis.
AptitudeIQ is a product of Xendat Data & Analytics, the same practice behind AxiomatIQ. Learn more at xendat.com.
Request a walkthrough and we'll show you how an AptitudeIQ assessment scores your capabilities and turns the result into a plan.