6 of 6 Decision Tree Jobs in the North West

XGBoost, LightGBM, CatBoost) as the default for tabular prediction. Recognising when simpler, more interpretable models, such as regularised logistic regression or well‐constrained decision trees, are the better choice. Applying clustering and segmentation techniques (e.g. k‐means, hierarchical or sequence‐based clustering) to characterise populations. Model Craft Strong ...

multiple use cases as well as models. Train Machine Learning Models: Use machine learning and statistical modelling techniques such as recommendations, reinforcement learning, decision trees, Bayesian analysis, neural networks and transformers to develop and evaluate algorithms to address business use cases and/or to improve product/ ...

multiple use cases as well as models. Train Machine Learning Models: Use machine learning and statistical modelling techniques such as recommendations, reinforcement learning, decision trees, Bayesian analysis, neural networks and transformers to develop and evaluate algorithms to address business use cases and/or to improve product/ ...

models, ICPs, personas and predictive scoring frameworks. Design AI-driven customer journeys across email, web, paid media, SMS and CRM. Develop automation workflows, decision trees and AI-powered orchestration models. Build autonomous AI agents to improve marketing productivity and scalability. Drive dynamic personalisation using behavioural, intent and commercial ...

lifecycle strategies across the full customer journey from lead and MQL through to opportunity, revenue and advocacy Build sophisticated journey logic including triggers, decision trees, suppression and exit criteria Use customer data, intent, behaviour and propensity to deliver more personalised communications Develop and optimise cross-sell and customer ...

RESPONSIBILITIES Leadership & Management • Intelligence layer: customer profile schema, ICP models, lead scoring models & intent models • Automation - journey framework, trigger architecture, AI workflows & decision trees • Commercial - pipeline acceleration, lead quality improvements, revenue attribution & personalisation performance Functional Responsibilities • You will own ICP modelling, persona development, behaviour modelling, lead scoring, intent … business. • You will design AI-driven orchestration systems where journeys never really end - each interaction shaping and improving what comes next through intelligent decision trees. • You will build the logic behind AI-powered content decisioning, automating how email content, CTAs, offers, send timing and sequencing are selected based ...