R&D prioritization matrix

Worked example · prioritization matrix

Score candidate initiatives on impact, effort, confidence and strategic fit, then sequence them.

An illustrative worked example from the Citizen Development Governance Model demo. Reuse the columns for your own list; the value is in writing the sequencing recommendation, not just the scores.

Matrix

Initiative Impact Effort Confidence Strategic fit
Automated code-review assistant High Medium High High
Internal knowledge-base chatbot Medium Low High Medium
Computer-vision QA tool for hardware testing High High Medium High
Exploratory agent framework for R&D scripting Unknown High Low Medium

Recommendation

Prioritize the code-review assistant first, high impact, high confidence, manageable effort. Keep the computer-vision QA tool on the roadmap but staged behind it, given the higher effort and only medium confidence. Treat the exploratory agent framework as a small, time-boxed research spike rather than a committed initiative until confidence improves.

Blank version

Initiative Impact Effort Confidence Strategic fit

Recommendation:

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