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Where Data Moves From Discussion To Decision 

Fixing pricing, forecasting, and data breakdowns in PE-backed and complex organizations — especially post-acquisition.

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Where numbers stop being debated and enforced.

Fixing pricing, forecasting, and data systems so leadership teams can act decisively under pressure — not argue assumptions.

Most companies don’t lack data. They lack decision credibility.

So organizations ask for more analytics.

What they actually need is fewer numbers — and the discipline to act on them. Value leaks quietly when data informs discussion but never drives decisions.

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01.

Forecasts Exist — not trusted

02.

Prices Exist — not enforced

03.

Dashboards Exist — ignored

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How I Create Value

Focused advisory services designed to improve pricing discipline, data foundations, and revenue predictability.

Improve Forecast Credibility In 60 Days

Stabilize forecasting quickly by fixing data inputs, assumptions, and operating cadence so leadership can trust the numbers and act with confidence.

Enforcing Pricing Discipline That Sticks

Put guardrails, incentives, and systems in place so pricing decisions are consistent, defensible, and maintained beyond the initial rollout.

Get To One Version Of Reality Fast

Unify fragmented data across systems to create a single, reliable view that supports faster, clearer executive decision-making.

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The
Methodology

I don’t deliver decks that hide problems

I build numbers that force decisions

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The Credibility Audit

I identify exactly where data stops being trusted across the organization. This includes examining how data is collected, how it’s modeled, and how it’s interpreted and used by management. The goal is to isolate the specific breakdowns that undermine confidence and decision-making.

Structural Redesign

I rebuild incentives, workflows, and tools so that following the data becomes the natural path of least resistance. This ensures sales and operations teams are aligned around the same objectives, with systems and processes that reinforce disciplined, data-backed behavior rather than work around it.

The Hard Wiring

I integrate new pricing, forecasting, and analytical models into the daily operating cadence of the executive team. Gut feel is replaced with verified indicators that are reviewed consistently, creating a shared language for performance and progress at the leadership level.

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The Continuous Calibration

I continuously refine models, assumptions, and processes to ensure early wins don’t erode over time. As the business evolves, pricing logic and forecasting accuracy are recalibrated so decisions remain reliable, relevant, and resilient under changing conditions.

Trusted by Clients
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+15% EBITDA Growth

SaaS Pricing Overhaul: $5M ARR Expansion

Implementation of value-based pricing tiers for a PE-backed enterprise software portfolio company.

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12% Retention Lift

Predictive Churn Modeling: ROI-Driven Analytics

Leveraged machine learning to identify high-risk accounts 90 days before renewal for a mid-market leader.

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30% Efficiency Gain

Lead-to-Cash Optimization & RevOps

Leveraged machine learning to identify high-risk accounts 90 days before renewal for a mid-market leader.

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Value Creation and Case Studies

Proven impact across the Private Equity lifecycle through clinical data analysis and strategic pricing frameworks.

Insights / Resources

Analyzing Business Data

The 1% Leverage: How Marginal Price Adjustments Compound EBITDA

In a PE-backed environment, the focus is often on volume. However, our analysis of 24 portfolio companies reveals that a 1% improvement in...

Business Discussion

Forecast Credibility: Eliminating the "Fat Finger" in CRM Reporting

Unreliable pipelines are the primary source of investor friction. This briefing outlines the automated sanitation workflows necessary for...

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The 100-Day RevOps Roadmap

Post-acquisition acceleration framework for revenue teams. This roadmap outlines a structured, time-bound approach to stabilizing operations, aligning teams, and driving early impact across pricing, forecasting and...

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Your Data, Pricing & RevOps Advisor

I’m a data, pricing, and forecasting consultant focused on execution — not theory. My background combines a PhD in Economics with hands-on leadership experience building and repairing data platforms, pricing systems, and forecasting models inside large, complex organizations.

 

Most of my work sits where incentives, systems, and operational reality don’t line up — especially after acquisitions. I help leadership teams move from debating numbers to enforcing decisions.

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16+ years in data, analytics, pricing, and forecasting across complex organizations

Former Head of Data & Analytics in a global, multi-billion-dollar business operating at scale

Led pricing, forecasting, and data platform rebuilds across complex operating environments at scale

Independent advisor to investors and operators via GLG and AlphaSights on complex decisions

Worked across US, UK, and EU markets with varying regulatory complexity

Let’s Optimize Your Portfolio’s Growth

Specialized advisory in Data, Pricing, and RevOps for private equity-backed enterprises. I help you unlock hidden value and streamline operations for superior exit multiples.

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