Applied Organizational Conversion Physics

The instrument panel
for your human capital.

Your board sees revenue, burn rate, and customer LTV down to the decimal. But the largest line item on your P&L, your people, has no conversion metric. No efficiency gauge. No signal-to-noise ratio. We built the instruments that make the invisible visible.

<0%
Avg. conversion rate
human capital → enterprise value
Since you opened this page, a 5,000-person company has wasted approximately
$0
Field Outcomes

Short stories. Real numbers.

Each card is a problem, the instrument we deployed, and the outcome. Scroll to explore.

Moonshot Lab / Incentive Misalignment
Teams clinging to failing projects. Cancellation felt like career death. Millions burned monthly on zombies.
Intervention
Engineered a payout for killing failing projects early. Made intellectual honesty profitable.
$40M+sunk costs recovered
Global Tech / Leadership Myth
"Managers are overhead. Engineers should self-organize." The most expensive assumption in tech.
Discovery
Regression on 10K+ data points proved managers are the conversion layer. Isolated the 8 behaviors that matter.
12%global manager effectiveness lift
State Enterprise / Nation-State Scale
Needed to scale from 6 to 35 countries and 70K to 300K people without velocity collapse.
Architecture
Designed the global blueprint. Built an algorithmic innovation funnel across 300K people.
$333.4Mverified savings
$21B Acquisition / Cultural Entropy
Two corporate DNA structures. Conflicting regulatory zones. Standard outcome: value destruction through culture clash.
Integration Protocol
Solved the entropy equation. Merged both structures without value loss.
∆S → 0zero operational downtime
Heavy Industry / 7-Country Labor Crisis
Imminent strikes across 7 countries simultaneously. Standard playbook: negotiate, concede, repeat next year.
Protocol Design
Structural transparency protocol between state, union, and management. Eliminated the cycle.
0 strikes3 consecutive years
Energy / Supply Chain Collapse
12,000 engineers needed across 4 continents. Industry mobilization timeline: 90 days. Penalties: $200K/day.
Talent Logistics Graph
Built just-in-time workforce deployment. Full mobilization at 6.4x industry speed.
14 daysvs 90 industry average
Unicorn SaaS / Matrix Drag
Matrix creating decision latency. Retention strategy hemorrhaging cash through compensation arms race.
Restructure + A/B Test
Mission-based pods. Proved time-off had 2.4x marginal utility of cash. Killed a costly myth.
$5.4Mcombined annual savings
Multiple Orgs / Hiring Signal Failure
Interview-based hiring at r = 0.2 validity. Every second hire is noise. Boards accept this for their largest cost line.
Algorithm Replacement
Work-sample algorithms replaced interviews. Predictive validity nearly tripled.
r = 0.55false positives cut 40%
AI Startup / Competency Decay
Skills decaying faster than L&D could refresh. Static competency models obsolete before deployment.
Half-Life Architecture
Modeled skill half-life at 18 months. Built a learning mesh where refresh exceeded decay.
200%competency refresh overshoot
Advisory / Restructuring Blindness
Planned restructuring ignoring the hidden nodes that actually control information flow.
Topology Mapping
Graph theory deployed pre-restructuring. Bridge nodes identified and protected.
-85%restructuring failure risk
Series C / Post-Funding Talent Bloat
Headcount doubled after funding round. Revenue per employee dropped 38%. Board asking why growth isn't compounding.
Conversion Audit
Mapped talent-to-output conversion by function. Found 3 teams producing 70% of value. Reallocated, not reduced.
+41%revenue per employee recovered
PE Portfolio / Pre-Acquisition Due Diligence
Fund considering $180M acquisition. Financial due diligence clean. No one had audited the human system.
Talent Risk Assessment
Identified 4 single-point-of-failure roles invisible to org chart. Repriced the deal.
$22Mvaluation adjustment justified
C-Suite / Executive Team Dysfunction
CEO spending 30% of time mediating between CTO and CRO. Decision bandwidth consumed by alignment theater.
Decision Load Analysis
Mapped decision fatigue patterns. Redesigned governance structure. CEO recovered 12 hours per week.
-30%executive cognitive overhead
Manufacturing / Safety Culture Failure
Compliance-based safety. Incidents treated as training failures. Injury rate plateaued despite increased spend.
Behavioral Metrics
Shifted from lagging to leading behavioral indicators. Tracked precursor patterns, not just outcomes.
-41.2%lost time injuries
Growth Stage / CEO Succession Deadlock
Board split on internal vs external CEO successor. No objective framework. Decision paralysis entering month 8.
Predictive Assessment
TALOS assessment on both candidates. Data broke the deadlock in 3 weeks. Board voted unanimously.
3 weeks8-month deadlock resolved
Distributed Org / Remote Collaboration Collapse
Post-pandemic. 4 time zones. Cross-functional projects taking 3x longer. "Culture" blamed. No one measured what broke.
Network Analysis
ONA revealed 6 critical connectors had left in 12 months. Rebuilt the bridging layer. Velocity restored.
-62%cross-team cycle time
Consumer Brand / High Performer Toxicity
Top 5 performers by individual metrics. Also top 5 sources of attrition in their teams. HR saw stars. We saw systemic damage.
Narcissism Index
Quantified net value after team damage. Three were net-negative. Replaced two, coached one. Team output rose.
+28%team output post-intervention
Fintech / Compensation Misalignment
Total comp budget up 22% year-over-year. Attrition unchanged. Engagement flat. Throwing money at the wrong variable.
Utility Analysis
A/B tested comp components. Found autonomy and schedule flexibility had 3x the retention utility of cash at senior levels.
$1.8Mannual comp waste eliminated
"The waste isn't in the people. It's in the conversion physics between the people and the work."
The foundational thesis of Prabeer HR Numerics
Conversion Waste Calculator

How much is your organization failing to convert?

Enter your numbers. See what the instrument panel reveals.

Full-time employees across the organization
Base + bonus + benefits + equity per employee
Estimated Annual Conversion Waste
$0
Enter your headcount and average comp above
The Method

Three measurement results that break conventional HR assumptions.

These emerged from deploying instruments inside organizations where standard HR frameworks produced no answers. They are not theories. They are field measurements.

Measurement 01

Hiring error is instrumentation failure, not human failure.

Standard interviews yield r = 0.2 predictive validity. That confidence interval would be rejected for any capital allocation of comparable size. Work-sample algorithms achieve r = 0.55, cutting false positives by 40%. The bottleneck was never bad judgment. It was the absence of a measurement instrument. TALOS is that instrument.

Measurement 02

Restructuring fails because of invisible topology, not visible resistance.

85% of restructurings fail. The standard diagnosis: change resistance, culture, leadership buy-in. The actual cause: the nodes controlling information flow are invisible to org charts. ONA identifies bridge nodes before surgery, not after the patient is on the table. Companies that restructure without topology mapping are operating blind.

Measurement 03

Your competency model decays faster than your product roadmap.

Technical skills in AI roles have a measurable half-life of approximately 18 months. Static L&D cannot keep pace. The architecture that works: a just-in-time learning mesh where competency refresh rate is engineered to exceed decay rate. Achieved at 200% overshoot. The question is not what to teach. It is how fast your system metabolizes new knowledge relative to obsolescence.

What inaction costs you
Every false-positive hire at $150K total comp
Costs $450K in replacement, ramp, and lost output
Every restructuring without topology mapping
85% chance of failure at 10x the consulting fee
Every year without conversion measurement
Compounds the waste invisibly into your valuation
Every "high performer" you protect on individual metrics alone
May be net-negative after team attrition damage
Every comp increase thrown at a retention problem
Cash often has 3x less utility than autonomy at senior levels
Engagement Modes

One methodology. Variable depth.

We do not have service lines. We have one thesis and deploy it at the depth the problem requires.

Diagnostic
Organizational Conversion Audit
We measure the real efficiency rate between talent investment and value output. 4 to 8 weeks. Deliverable: the number your board has never seen, with a map of where entropy accumulates.
Embedded
Fractional Chief People Officer
For scale-critical transitions: post-merger, hypergrowth, restructuring. Where conversion physics shift faster than conventional HR can instrument. 6 to 18 months.
Intervention
Targeted Conversion Bottleneck
Hiring signal detection. Network topology mapping. Skill half-life modeling. JIT learning architecture. Scope defined by the diagnostic findings.
Advisory
Board & PE Partnership
For boards and investment partners who need an organizational physicist evaluating the human system. Not another HR consultant presenting engagement survey results.
What we don't do

We don't run engagement surveys. We don't build employer brands. We don't optimize careers pages. We don't deliver workshops. If a workshop can solve your problem, you don't need us.

Selected Engagements

Deployed across every scale regime.

Moonshot labs. State energy enterprises. Unicorn SaaS. Global luxury. Sports franchises. The physics hold because the underlying problem is universal.

Speechify
Meta
Hugging Face
Unilever
Chanel
De Beers Group
Real Madrid FC
Tottenham Hotspur FC
UFC
Alibaba
Gazprom
Petrobras
Banco Itau
Ambev
MoonshotAI
United We Care
Roobo
Emerald Jewelry
Emirates Pool
Proprietary Instruments

Built because they didn't exist.

System
TALOS
Assessment architecture. Work-sample algorithms replacing interview intuition. Bayesian modeling, game-theoretic mapping, topological engagement analysis. Predictive validity: r = 0.55.
Model
The Slope vs. Intercept
Why hiring for learning rate beats hiring for years of experience in deep tech.
Model
The Narcissism Index
Quantifying when individual performance metrics mask systemic value destruction.
OS
HR Numerics OS v3.0
Decision fatigue load-balancing. Sunk cost arbitrage. Signal-to-noise calibration. M&A entropy reduction protocols.
Research & Findings

Dispatches from the measurement frontier.

Field reports, frameworks, and findings from deploying instruments where conventional HR had no answers.

Conversion PhysicsMethodology

The Conversion Rate Your Board Has Never Seen

How we measure organizational conversion efficiency. The four-layer framework, the multiplicative math, and why the number is always lower than anyone expects.

Contact

If your board can't answer "what percentage of our talent converts into value" then that's why we exist.

For boards, founders, PE partners, and operators who suspect the problem isn't the people. It's the system between the people and the work.

Fill out the form. We read every inquiry personally. If there's a fit, we'll respond within 48 hours.

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