Our Principles & Research Foundation

Protu is built on transparency, ethics, and a commitment to helping people and organisations understand how they work. This page covers our principles and the research behind our methodology.

The Governing Principle

Empower, never weaponise.

Behavioural intelligence exists to help people understand themselves and work better together, not to judge, rank, or exclude unfairly. Every feature we build passes this test.

Transparency

No black boxes

Every insight in Protu connects to its source. You can always trace back from what you see to why you’re seeing it.

Click any marker to see contributing submarkers
Click any insight to see the data behind it
Confidence levels show when data is limited
No hidden algorithms or unexplainable scores

If we can’t explain it, we don’t show it.

What we measure

Protu measures behavioural patterns: how people approach work, not what they know or what they’ve achieved.

We measure	We don’t measure
Response patterns	Intelligence or IQ
Working style tendencies	Skills or knowledge
Collaboration approaches	Past performance
Problem-solving orientations	Cultural background
Communication patterns	Values or beliefs

Score visibility

You can always see the numbers behind the narrative:

What you see	What’s behind it
”Standout in Leadership”	Leadership score: 78% (Standout range: 70-95%)
“Enable-level Collaboration”	Collaboration score: 67% (Enable range: 59-74%)
“Team gap in Creativity”	Team average: 34% vs organisation: 52%

Hover or click to reveal the data. The narrative helps interpretation; the numbers provide precision.

Confidence levels

When data is limited, we tell you:

Confidence	What it means	How to use
High (60%+)	Reliable data	Use confidently for decisions
Medium (30-59%)	Partial picture	Use with awareness of gaps
Low (<30%)	Limited data	Directional only

Ethics & Fairness

Behaviour, not personality

We measure observable behavioural patterns, not fixed personality traits.

Behaviour is contextual and can develop. Personality labels are limiting and often self-fulfilling. Protu shows patterns that can be understood, discussed, and developed.

No demographic bias

Our assessment is designed to measure behaviour, not background. We regularly audit for bias across:

Gender and gender identity
Age and generation
Ethnicity and race
Education level and background
Native language and country of origin
Socioeconomic background

How we audit:

Analyse assessment outcomes across demographic groups
Identify any disparate impact in scoring distributions
Investigate and address root causes
Validate fixes don’t introduce new biases
Repeat continuously as our population grows

Guidance, not decisions

Protu informs decisions. It doesn’t make them. Humans always have the final say.

What Protu does:

Surface patterns you might not see yourself
Provide language for discussing working styles
Show how people might affect team dynamics
Highlight considerations for hiring decisions

What Protu doesn’t do:

Rank candidates as “better” or “worse”
Make hiring decisions for you
Predict job performance
Replace human judgment

Clear Limitations

We’re upfront about what Protu can and can’t tell you.

Protu can tell you

How someone tends to approach work
What environments might suit them
How they might affect team dynamics
Areas of strength and development

Protu cannot tell you

Whether someone will succeed in a role
Their skills or technical abilities
Their motivation or commitment
Their values or cultural fit

Rights

Candidate rights

Everyone who takes a Protu assessment has rights:

Right	What it means
Informed consent	Know they’re being assessed and why
Transparency	Understand what’s being measured
Access	View their own insights
Data rights	Request, correct, or delete their data (GDPR)
Questions	Ask about the process and methodology
Fairness	Be assessed without demographic bias

Candidates see the same behavioural information that hiring managers see. This builds trust, helps candidates prepare, and keeps the process fair.

Employee rights

Employees assessed for Team Intelligence have the same rights:

Full access to their own profile
Understanding of how their data is used
Control over their information
Privacy from colleagues (they can’t see each other’s profiles)

Team Intelligence shows aggregate patterns, not individual rankings. No employee is compared unfavourably to teammates.

Responsible Use

We ask our customers to use Protu responsibly:

Do

Use insights as one input among many
Consider team context, not just individual scores
Discuss insights openly with candidates and employees
Focus on fit, not “better” or “worse”

Don’t

Use Protu as the sole basis for hiring decisions
Share individual profiles without consent
Compare employees competitively
Use insights punitively

Continuous Improvement

Our methodology isn’t perfect, and we keep working on it. We:

Monitor outcomes and refine models
Incorporate new research findings
Listen to feedback from users and candidates
Update our approach as we learn

When we improve our methodology, we communicate:

What changed and why
How it affects existing insights
What users should know

Questions or Concerns?

If you have questions about our principles, methodology, or how Protu is being used:

Email: support@protu.io

We’ll get back to you within 24 hours.

Research Foundation

Protu’s behavioural insights draw on established psychological and organisational research.

Multi-Theory Foundation

Most behavioural assessment tools rely on a single framework. DISC measures communication styles, Big Five measures personality traits, Belbin measures team roles. Human behaviour is multi-dimensional, and no single theory captures everything.

Protu draws on 80+ peer-reviewed theories across psychology, organisational behaviour, leadership, learning, and team dynamics. This gives a broader view of how people work: not just what they’re like, but how they contribute, collaborate, and grow.

The Theory-to-Insight Pipeline

Academic theories (80+)
        ↓ inform
Submarkers (80 behavioural dimensions)
        ↓ aggregate into
Markers (10 customer-facing groups)
        ↓ generate
Insights (profiles, team intelligence, comparisons)

Layer	Source	Purpose
Theories	Academic research	Provide validity and predictive power
Submarkers	Theory-derived	Granular behavioural dimensions
Markers	Protu’s design	Customer-friendly groupings

Each submarker maps to one or more theories. Markers group related submarkers into categories that are easier to work with.

Markers and Their Foundations

Each of Protu’s 10 markers draws on multiple research streams:

Marker	Primary Research Foundations
Growth Mindset	Dweck’s mindset research, experiential learning, learning agility
Leadership	Transformational leadership, situational leadership, developmental theory
Creativity	Componential theory, design thinking, flow research
Open-mindedness	Big Five openness, cultural intelligence, tolerance of ambiguity
Accountability	Conscientiousness, goal-setting theory, self-efficacy
Perseverance	Grit research, emotional regulation, resilience studies
Social Awareness	Emotional intelligence, social identity theory, FIRO
Teamwork	Psychological safety, collective intelligence, Belbin roles
Transparency	Moral foundations, organisational justice, trust research
Self-awareness	Emotional intelligence, mindfulness, somatic awareness