Building a Production ML Prediction Engine with Bayesian Evaluation and CLV Tracking

A predictive decision engine project required a robust, production-grade ML system capable of generating probabilistic outputs against real-world outcomes, held to strict commercial performance standards. The system needed to move beyond simple model accuracy metrics to demonstrate genuine predictive edge measured in financial terms.

Skills:

Artificial Intelligence (AI) Artificial intelligence and Machine learning AWS analytics architecture Python SQL Technology Strategy
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Rebuilding a Production ML Forecasting System to Eliminate Data Contamination in B2B Programmatic Advertising

A B2B programmatic advertising platform was operating with a fundamentally compromised audience reach forecasting system. Impression data used to generate forecasts contained significant ISP and non-human traffic contamination, making commercial forecasts unreliable and undermining advertiser confidence.

Skills:

architecture Artificial Intelligence (AI) Artificial intelligence and Machine learning AWS SQL Continuous Integration Data Quality analytics Technology Strategy
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Scaling a £1.3BN Advertising Technology Ecosystem Across a Major Broadcasting Group

A leading UK broadcaster with over £1.3BN in annual advertising revenue needed to modernise and scale its entire advertising technology ecosystem across live TV, streaming, and on-demand platforms. The organisation required a senior technical leader to own strategy, architecture, and delivery across a complex, mission-critical environment.

Skills:

architecture Artificial Intelligence (AI) Artificial intelligence and Machine learning AWS analytics Technology Strategy technology leadership Technology due diligence
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CTO Leadership Through $25M Series B: Building a Global Programmatic Platform

A fast-growing B2B location data and programmatic advertising platform operating across EMEA, US, and APAC needed a CTO to lead technical strategy and provide investor-grade credibility ahead of a major fundraising round.

Skills:

Artificial Intelligence (AI) Artificial intelligence and Machine learning AWS architecture Technology Strategy Fund Raising
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Data and AI Advisory

AIdentity is a specialist Data and AI Advisory Service, predominantly aimed at Startups, Scaleups, and SMEs. We help you prepare your data for AI and data-driven change — providing the expertise, frameworks, and leadership to make transformation real.

Delivery Skills:

Consultancy data Ethical governance
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Integrating 5 disparate businesses into a single effective business .

TiG had already grown by acquiring two Managed IT Services businesses. Then it acquired ThirdSpace, a specialist consulting business, specialising in Microsoft Identity and Security solutions and soon after Mobliciti, a mobile solutions and security and managed networks business. My challenge as Director of Integration was to integrate each of the underlying businesses into a...

Skills:

programme management Strategic Planning culture change facilitator business change Business Change Management & Communication
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Operating Model Assessment, Design & Roadmap Report Generation

Assessment of current mode of operation - identification of problems - creation of high level change roadmap to adjust towards new modes of operation

Delivery Skills:

Customer Service Management IT Service Management & Design TOM (Target Operating Model) target operating state change strategy It Strategy Strategy and Planning
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Rescue projects

I take on complex projects and find a way to deliver them.

Delivery Skills:

Problem Solving Team Leadership Stakeholder Engagement Personal Brand Management
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Organisational change

I take on complex organisational change and find a way to deliver them.

Delivery Skills:

Problem Solving Team Leadership Stakeholder Engagement Personal Brand Management
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