HR Hub · 2026

The Science of
Who's Next

Everything we've learned about why some leaders thrive in complexity while others derail. And why we built a measurement system to put 100 years of research into practice.

Why we're here

What we've learned,
and why we built this.

Over the past two years we've been deep in the research and practice of psychometric assessment, specifically around one question: what actually predicts whether someone will succeed when the world around them changes?

What we've learned surprised us, challenged some of our assumptions, and ultimately led us to build a tool we genuinely believe changes how HR can make talent decisions. This is what we want to share with you today.

Three strands of research. One powerful conclusion. And a practical framework you can use regardless of whether you ever work with us on it.

Research strand one
1904
London, England

A puzzle about smart kids.

In the early 1900s, the psychologist Charles Spearman noticed something curious. Children who were good at maths were usually also good at history, music, and language. The correlation was too consistent to be coincidence.

He proposed a radical idea. A single underlying general factor, which he called "g", a universal cognitive engine that drives performance across all mental tasks.

One invisible construct, measurable through many observable tasks, predictive across domains. This became the foundation of modern intelligence research.

Research strand two
1987
Greensboro, North Carolina

A puzzle about rising executives.

Fast forward 80 years. Researchers at the Center for Creative Leadership studied why some middle managers who had been identified as high-potential became successful C-suite executives, while others catastrophically derailed.

The derailed ones often had the most impressive technical track records. The skills that had made them excellent managers (deep expertise, hands-on control, confident decision-making) became fatal at the executive level.

The ones who succeeded shared one trait. They could let go of the old and latch onto the new. In 2000, researchers gave this ability a name: Learning Agility.

Lombardo & Eichinger (2000); McCall, Lombardo & Morrison, The Lessons of Experience (1988)

What we realised

Two centuries.
Same question. Same answer.

In 2022, Kenneth De Meuse published a paper in the Consulting Psychology Journal proposing something bold. That learning agility may function as the g-factor of leadership.

Just as Spearman's "g" is the universal engine that drives cognitive performance across any thinking task, learning agility appears to be the universal engine that predicts leadership success across any unpredictable, complex, or first-time business environment.

"Learning agility is proposed to be the g-factor of leadership. It is the multiplier that determines whether intelligence, experience, and character translate into executive performance, or not." De Meuse (2022). Consulting Psychology Journal, 74(3).
Research strand three

The world shifted.
The academic research was right.

Here's where it gets interesting. Every five years the World Economic Forum surveys over a thousand employers worldwide about what skills will matter most in the coming years.

When we looked at the comparison between their 2020 and 2025 reports, we saw the academic research from De Meuse show up in real-world employer demand. It was the moment we knew this wasn't just theory.

Five years, a fundamental shift

What employers now say they need.

WEF 2020 · Skills for 2025
1Analytical thinking & innovation
2Active learning & learning strategies
3Complex problem-solving
4Critical thinking & analysis
5Creativity, originality & initiative
6Leadership & social influence
7Technology use & monitoring
8Technology design & programming
9Resilience, stress tolerance & flexibility
10Reasoning & ideation
WEF 2025 · Skills for 2030
1Analytical thinking
2Resilience, flexibility & agility
3AI & big data
4Leadership & social influence
5Creative thinking
6Curiosity & lifelong learning
7Technological literacy
8Motivation & self-awareness
9Talent management
10Environmental stewardship
The world went from "we need problem-solvers" to "we need people who can learn, adapt, and stay resilient when the problems keep changing." The WEF is describing learning agility without giving it a name.

World Economic Forum, Future of Jobs Report 2020 & 2025

What De Meuse's research reveals

Leadership potential is
a product, not a sum.

De Meuse identified three factors that together produce leadership potential. The critical insight: they're multiplicative, not additive. If any factor is zero, the whole equation collapses.

The Right Stuff
Intelligence, personality, character, ambition
Select for these
×
Experiences
Stretch assignments, 360s, coaching, mentoring
Provide these
×
Learning Agility
Capacity to extract lessons and apply them to the new
Measure this
Unpacking the first factor

Hired for intelligence.
Fired for personality.

The "Right Stuff" isn't one trait, it's three. All three must be present for leadership potential to exist. And the third one, dark-side traits, is what tends to derail even the brightest executives.

Cognitive
Mental horsepower
General intelligence and the ability to process complex information. Largely innate.
Character
Ethics & ambition
Integrity, values, and the drive to ascend. Hard to develop, easy to destroy.
Dark Side
Derailers
Narcissism, arrogance, volatility. The primary reason executives derail.
"Leaders get hired for intelligence and technical expertise, and fired for their personalities." Hogan, Curphy & Hogan (1994)
The multiplier effect

Performance is not potential.

In 2012, Dries and colleagues studied managers across seven organisations and asked: what actually distinguishes people classified as high-potential from those who aren't? The results are striking.

more likely to be classified as high-potential with strong performance ratings
Dries et al., 2012
18×
more likely to be classified as high-potential with strong learning agility
Dries et al., 2012
ρ = .74
corrected correlation between learning agility and leader performance
De Meuse meta-analysis, 2019

Performance tells us what someone has done. Learning agility tells us what they'll do when the rules change. The authors called it "the overriding criterion for separating high potentials from non-high potentials."

The finding that stopped us in our tracks

The self-awareness paradox.

Here's one of our favourite findings from this body of research. Tasha Eurich's large-scale study of self-awareness found that:

95%
of people believe they're self-aware
10–15%
actually are, by objective measures
r > .5
correlation with leadership effectiveness when self-awareness is high

Which means that roughly 80% of the leaders we meet believe they see themselves clearly, but don't. And De Meuse identifies self-awareness as the single most important facet of learning agility. He calls it the gatekeeper, because without it, no other development is possible.

The interesting part? The areas where you most need self-awareness are, by definition, the areas you can't yet see. That's why reflection alone doesn't fix it. Structured feedback does.

Eurich (2018). What Self-Awareness Really Is (and How to Cultivate It). Harvard Business Review.

A language you can use on Monday morning

Nine facets. Three questions.

Dai & De Meuse (2021) organised learning agility into a clean 3×3 framework: three domains of learning × three components of agility.

The three questions that matter for every person you lead: Can they do it? (Ability) · Do they want to? (Motivation) · Do they actually do it under pressure? (Application)

AbilityCan I?
MotivationDo I want to?
ApplicationDo I actually?
Cognitive(Thinking)
Mental Agility
Grasping complexity, seeing patterns
Change Agility
Comfort with ambiguity, willingness to experiment
Results Agility
Delivering in first-time conditions
Social(People)
Social Astuteness
Reading the room, navigating politics
Open-Mindedness
Genuine interest in different views
People Agility
Adapting style to influence diverse people
Self(Identity)
Self-Awareness
Knowing your blind spots · the gatekeeper
Intellectual Curiosity
Seeking beyond what's required
Resilience & Composure
Staying effective under pressure

Dai & De Meuse (2021). Learning agility and the changing nature of leadership. Oxford University Press.

Why measurement isn't enough

Culture is the soil.
Agility is the seed.

You can hire the most learning-agile people in the world. But if your culture punishes risk-taking, rewards consensus over candour, and treats failure as career death, then learning agility has nowhere to go.

Culture is the environment in which learning agility either thrives or dies. Which means the real question isn't just "do we have learning-agile people?" It's "does our culture allow learning agility to express itself?"

Enablers & suppressors

Every facet has a cultural condition.

Change Agility
Enabled by normalising experimentation
"Try it, learn from it, iterate" needs to be real.
Suppressed when failure is punished.
Open-Mindedness
Enabled by rewarding dissent
People who challenge the room need to be thanked, not sidelined.
Suppressed when consensus wins over truth.
Self-Awareness
Enabled by making vulnerability safe
"I don't know" should be strength, not weakness.
Suppressed when leaders must project certainty.
Mental Agility
Enabled by valuing thinking time
Pause before deciding = thoughtful, not slow.
Suppressed when speed always beats depth.
Curiosity
Enabled by investing in learning
People who explore adjacent domains are assets.
Suppressed when dev budgets are cut first.
People Agility
Enabled by exposure to difference
Cross-functional work, diverse teams, international.
Suppressed when people stay in silos.
Making culture real

Three levels. Three failure modes.

The Top
Executives
Buy-in starts here, but so does credibility
If the CEO has never publicly said "I was wrong," the whole initiative rings hollow. Leaders who go through the process first become the most powerful advocates.
The test: Is the CEO willing to be assessed first and share their own development areas?
The Middle
Line Managers
This is where culture lives or dies
Middle management quietly suffocates culture initiatives because they have targets to hit. The solution isn't more communication. It's making the framework useful in their daily work.
The test: Can a manager explain what they're doing differently with a specific person?
The Ground
Individuals
People need to experience it, not hear about it
Culture changes through hundreds of small moments. The first time someone admits a gap and gets supported instead of judged. Not through town halls.
The test: After feedback, does the person voluntarily bring it up with their manager?
What to take back to your organisation

Four things to do
with what you've heard.

Whether or not you ever formally measure learning agility, four actions turn this research into practice:

01
Start observing nine things instead of one
Next time you're tempted to label someone "high-potential," stop and ask which of the nine facets you're actually seeing. The vocabulary changes the conversation.
02
Audit your culture against the six conditions
Which facets does your culture enable? Which does it suppress? You can't develop people in environments that punish what you're asking them to build.
03
Ask your CEO the uncomfortable question
"Would you be willing to go first?" If the answer is yes, you have real buy-in. If it's "let's roll it out to the next level down," you have sponsorship, which evaporates.
04
Design for the self-awareness gap
80% of leaders think they're self-aware and aren't. Build structured feedback into every development conversation, not just the annual review. That's where growth actually happens.
Why we built this

Research without a tool
is just interesting reading.

Everything we've shared with you today is research you can use regardless of whether you ever work with us. But after two years of being deep in it, we came to a simple conclusion.

Knowing the framework isn't the same as having a way to measure it. And without measurement, "high-potential" stays an unlabelled feeling in the room, which research consistently shows is biased, inconsistent, and often wrong.

So we built the Agility Quotient: a psychometric assessment system that measures all nine facets, identifies derailment risks, and produces three different reports tailored to three different audiences. That's what the appendix on the next few slides covers, if you're curious.

Appendix · How the research comes to life

One assessment. Three reports. Three audiences.

The same underlying assessment produces three distinct outputs. Each designed for a specific reader and a specific decision.

Report Type 1
Candidate Development
For the individual · 16 pages
Written in second person, directly to the person assessed. Includes agility signature, working style, stress patterns, and a personal workbook.
What makes it special Ends with a "Where am I now?" workbook with Start / Stop / Continue prompts. The report isn't a verdict, it's a working document.
Report Type 2
Manager Development
For the line manager & coach · 15 pages
Leadership G-Factor readiness classification, integrated agility profile, derailment risk interpretation, and a sequenced 90-day development architecture.
What makes it special Ends with a Coaching Blueprint. Three concrete rules for the manager to follow in the first 90 days. Not theory, actions.
Report Type 3
Selection / Hiring
For the hiring panel · 14 pages
Traffic-light hire recommendation, Selection Readiness Score calibrated to seniority, interview validation questions, and a psychometrically informed 90-day onboarding plan.
What makes it special Interview questions tailored to the candidate's actual profile, with "what to listen for" guidance for the interviewer.
Candidate report · Sample extract

Written for the individual, not about them.

The candidate report is designed to be given directly to the person, including a personal workbook. Here's a sample page from Anna Berger's report.

01
People Agility
Your score: 4.5/10 · Constraining
Where am I now?

Circle the answer that best describes you today. Be honest, not aspirational.

  • I adjust my communication style depending on who I'm talking to · Rarely / Sometimes / Often / Always
  • Before a difficult conversation, I think about what the other person needs · Rarely / Sometimes / Often / Always
  • When a relationship feels "difficult," I look at my own approach first · Rarely / Sometimes / Often / Always
Start
☐ Take 60 seconds before important conversations
☐ Ask "what would make this easier?"
Stop
☐ Using the same approach with everyone
☐ Assuming it's the other person's problem
Continue
☐ Using your social awareness to read the room
☐ Being direct when clarity is needed
Development report · Sample extract

The 9-facet dashboard.

The heart of every report: nine facets, three domains, banded scores. This is what a manager, coach, or HR lead sees first.

Integrated Agility Profile
Anna Berger
Senior Business Development Manager · Adapt-g + PVQ
6.6
G-Factor · Supportive
Limiting Constraining Neutral Supportive Enhancing
COGNITIVE · HOW YOU THINK
Mental Agility
7.8
Enhancing
Change Agility
7.6
Enhancing
Results Agility
6.8
Supportive
SOCIAL · HOW YOU CONNECT
Social Astuteness
7.2
Supportive
Open-Mindedness
5.8
Neutral
People Agility
4.5
Constraining
SELF · HOW YOU KNOW YOURSELF
Self-Awareness
6.1
Neutral
Intellectual Curiosity
6.9
Supportive
Resilience & Composure
4.8
Constraining
Selection report · Sample extract

The hiring panel sees a clear recommendation.

Selection reports add a cognitive-weighted Readiness Score and a traffic-light recommendation calibrated to the seniority of the role.

Candidate Snapshot · Anna Berger · Mid-Level Leadership
5.8/10
Selection Readiness Score
At riskDevelopingModerateElite
Leadership G-Factor 6.6/10
Recommend
Proceed with Conditions
Do Not Recommend
Derailer alert: 2 elevated patterns (Confrontational, Arrogant). Likely to intensify in first 90 days.

The report then walks the hiring panel through targeted interview questions ("Tell me about a time you needed to influence without formal authority") with "what to listen for" guidance, and a 90-day onboarding plan tailored to this candidate's specific profile.

The research is settled.
The tools are built.
The conversation starts with you.

Thank you for spending the hour with us.

Alex Lawrence
alexlawrence@hydrogengroup.com
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