Projects
Confidential OEMPilotIn developmentPilot

Human-Centred Information-Value Measurement Pilot

Client:Confidential technology programme· Engagement:OEM scientific and engineering development

Challenge

Explore whether AI outputs and digital interactions can be evaluated in terms of clarity, cognitive load, emotional regulation, agency, safety and dependency risk, creating a bridge from consumer experience to enterprise human-impact telemetry and governance.

Why the problem is difficult

Human-impact dimensions are subtle, subjective and easy to overclaim; measurement must be careful and privacy-preserving.

DBRF OEM contribution

Scientific framing, information-value methodology, neuroscience-informed dimensions, scoring/model architecture, software prototyping, user-experience logic and pilot design.

Approach

  1. 01Define neuroscience-informed dimensions
  2. 02Design scoring/model architecture
  3. 03Prototype software and UX logic
  4. 04Design a privacy-preserving pilot

Work packages

  • Information-value methodology
  • Scoring/model architecture
  • Software prototyping
  • User-experience logic
  • Pilot design

Outputs

Methods and architecturesPrototype componentsValidation criteriaPilot framework

Skills assembled

NeuroscienceCognitive sciencePsychometricsComputational affectHuman–computer interactionResponsible AIApplied statisticsPrivacy engineeringUX research

Evidence and validation boundary

Performance is described only at the level supported by a named workload and an evidence record. No universal performance transfer is implied.

This is a research and product-development programme. It is not presented as a medical device, clinical diagnostic, treatment or substitute for professional healthcare.

IP / rights statement

Developed as an OEM scientific and engineering contribution. Technology and intellectual-property rights remain with the applicable contracting or rights-holding organisation. DBRF does not claim ownership unless expressly stated in a verified record.