AI assessment design services across recruitment, education

Rob Williams: 30 Years Designing High-Stakes Assessments

Rob Williams has spent three decades designing, validating, and calibrating:

Cognitive ability tests
Leadership judgement assessments
Situational judgement tests
Values and motivational diagnostics
High-stakes entrance examinations
Executive selection assessments

This matters because AI assessments sit at the intersection of:

Strategic reasoning
Ethical judgement
Risk evaluation
Applied problem solving
Behavioural integrity

These are precisely the domains that high-quality psychometric assessment measures reliably.

AI readiness assessment tools

Organisation-wide or role-specific assessments measuring data literacy, AI adoption maturity, governance awareness and operational capability. These typically combine scenario judgement items, behavioural indicators and strategic capability scoring.

Our AI literacy and capability assessments

Designed for schools, universities, employers and leadership teams. These measure understanding of AI tools, ethical use, prompt design skills, interpretation of AI outputs and critical thinking around AI-generated information.

AI-enhanced recruitment assessments

Custom recruitment tests integrating adaptive questioning, AI-generated situational judgement scenarios and automated scoring. Strong psychometric foundations remain central, ensuring reliability, fairness and defensible selection decisions.

Our AI-driven situational judgement tests

Realistic workplace simulations where AI generates dynamic scenarios, candidate responses are analysed using structured scoring frameworks and human oversight ensures validity.

AI Executive assessments design

Senior leader assessments focused on strategic AI understanding, change leadership, risk awareness, data culture and organisational AI readiness. Often used for board-level development and transformation programmes.

Our AI-assisted item generation systems

Building controlled pipelines where AI helps generate large item banks under psychometric supervision. This speeds up test development while maintaining quality control, bias checks and construct alignment.

Audit of AI assessment vendors

Independent psychometric evaluation of existing AI assessment platforms. This covers validity evidence, fairness, technical robustness, candidate experience and regulatory defensibility.

Education sector AI assessments

AI literacy benchmarks for pupils, teacher capability diagnostics and school AI readiness frameworks. Increasing demand here as schools integrate AI into teaching and assessment.

Psychometric test design specialities

Psychometric Assessment Design
• Bespoke personality questionnaires
• Values, drivers, and motivators assessments
• Culture fit and team fit tools

Leadership Assessment
• Leadership capability and potential
• Hi-Po diagnostics
• Leadership beliefs and behavioural frameworks

Ability & Aptitude Testing
• Numerical reasoning (NR)
• Verbal reasoning (VR)
• Abstract reasoning (AR)
• Critical thinking and bespoke cognitive tests

Situational & Behavioural Assessment
• Situational Judgement Tests (SJTs)
• Branched decision-making scenarios
• Video-based and still-image

Practice & Preparation Tests
• LNAT
• UCAT (UKCAT)
• 11+
• CAT4

What Makes My Work Different

• Every assessment is designed from scratch—no recycled models
• Strong focus on psychometric rigour, fairness, and inclusivity
• Extensive experience with validation studies and technical manuals
• Specialist in test localisation across roles, sectors, and markets
• Expert in reviewing, correcting, and validating AI-generated assessment content

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Projects & Clients
• IT team fit and personality-based matching platforms
• Hi-Po and leadership diagnostics (including trade-marked tools)
• Financial attitudes and behaviour assessments (FinTech)
• Sales potential and sales belief psychometrics
• Psychometric input for coaching and people-tech apps
• Numerical and verbal reasoning technical manuals for UK government
• Aviation, leadership, and specialist consultancy solutions

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How I Help Organisations
I help clients to:
• Get better value from their assessment strategies
• Make selection and development processes more inclusive
• Identify more cost-effective psychometric approaches
• Turn innovative ideas into defensible, scalable, and trade-markable tools

Working with Us

RWA supports corporations with AI skills projects, schools with AI Literacy skills training and individuals to self-actualize with individual AI literacy skills training.

Typical engagement areas include AI-enhanced assessment design (SJTs, simulations, structured interviews), validation strategy, fairness monitoring frameworks, and governance playbooks for TA teams.

Contact Rob Williams Assessment Ltd

E: rrussellwilliams@hotmail.co.uk

M: 077915 06395

We help organisations evaluate validity, fairness, and candidate experience across AI-enabled recruitment processes and assessments. If you want a broader introduction to AI-enabled assessment design, you may find these helpful: our ‘psychometrician + AI’ services and our ‘Psychometrician + AI’ governance checklist.