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Start with the problem

Difficulty Turning Data into Action

The organization collects data but struggles to convert it into timely understanding, decisions, prioritized actions, or operational change.

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Connected context

Understand Difficulty Turning Data into Action in context.

Ingenuity’s taxonomy is a relationship model. Each term becomes more useful when it is connected to the problems, outcomes, capabilities, contexts, and evidence around it.

Outcomes to pursue

Faster and Better Decisions Better Data and Information Quality Improved Institutional Learning Greater Visibility and Control Increased Team Productivity

Affected audiences

Chief Information Officer Chief Operating Officer Operations Leader Data and AI Leader Enterprise Architect Enterprise Leadership Team

Related challenges

Data Quality Problems Fragmented Information AI Readiness Gaps Manual and Repetitive Work Poor System Visibility Slow Decision-Making

Evidence and thinking

See the relationship model working.

Case studies show application. Insights, frameworks, and resources expose the reasoning and knowledge that support the work.

Knowledge

Insights, frameworks, and resources

Business Challenges

Follow adjacent terms to see how the same services, knowledge, and evidence connect from another angle.

Business challenge Data Quality Problems Data is incomplete, inaccurate, duplicated, stale, inconsistent, poorly structured, or insufficiently governed for reliable use. Business challenge Fragmented Information Important information is distributed across disconnected systems, documents, teams, or formats, making it difficult to find, trust, connect, or reuse. Business challenge AI Readiness Gaps The organization lacks one or more prerequisites for useful and responsible AI adoption, such as quality information, governance, skills, integration,… Business challenge Manual and Repetitive Work People spend significant time on repeatable coordination, data entry, checking, routing, or processing tasks that could be streamlined or automated. Business challenge Poor System Visibility Teams lack timely visibility into system status, operations, performance, risk, or dependencies, limiting their ability to respond effectively. Business challenge Slow Decision-Making Decisions take too long because context, evidence, ownership, or information is unavailable, delayed, inconsistent, or difficult to interpret.

Start with the context

Does this challenge sound familiar?

You do not need to know the technology or implementation approach yet. Start with the challenge and the outcome you want to create.

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