Andrew Cousins

Software Engineer

https://talent.gravityer.com/andrew-cousins

Member since June 9, 2026

https://talent.gravityer.com/andrew-cousins

Key Strengths

Insufficient data to determine key strengths or role match.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate has no projects, education, experience, or certifications listed, making it impossible to assess cultural fit based on diversity or alignment. However, the target role is 'Software Engineer', which is a common and broad role. Without further information, a neutral assessment is given.

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. Psychometric test scores are 0, indicating no data.

AI is analyzing your overall score…

Identifying your key strengths…

Evaluating your skill match against the job requirements…

Assessing your cultural and operational fit

Top Skills

Framing Sensitivitya measurement framework for evaluating configured expected trajectories in model outputsincluding expected-trajectory coverageomission measurementdirectional-imbalance indicatorsprompt-framing sensitivityand controlled recovery through audit and re-audit. The study reports a 6480-output empirical evaluation across multiple language-model providersadvisory domainsand prompt conditions. It examines whether advisory responses omit configured trajectorieswhether framing changes measured decision-space visibilityand whether omitted trajectories can be recovered through controlled intervention. The work is configuration-bound and does not claim to measure advice qualitymodel intentsafety certificationor exhaustive real-world decision coverage. This OSF project is intended to provide a stable public record for the preprint and related research materials.Large Language Models

Skills

Key Strengths

Insufficient data to determine key strengths or role match.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. Psychometric test scores are 0, indicating no data.