Stuart Houston Email and Phone Number

Data Scientist (Transitioning) | IT Business AnalystLeveraging a strong foundation in data analysis, statistics, and programming, I'm transitioning from IT Business Analyst to Data Scientist at CNOOC International. This passion for data-driven solutions led me to spearhead several successful ML PoCs, demonstrating the power of AI to optimise operations and decision-making.Technical Skills: Python, SQL, Logi Analytics, TensorFlow, scikit-learn, Keras.Data Science Impact:Automated Corrosion Detection (91% Accuracy): Developed a CNN model for image-based corrosion classification with 91% accuracy, streamlining inspections, reducing manual image review, and enabling better maintenance planning which could deliver significant cost savings.Streamlined Contract Search (NLP): Designed and implemented an NLP pipeline using TF-IDF and kNN for efficient contract search, empowering the Contracts & Supply Chain team by enabling faster retrieval of key terms. Widespread adoption could further reduce workload by allowing analysts to focus on non-standard contracts.Underwater Object Detection PoC: Delivered a PoC for a cloud-based ML solution for automatic object detection in ROV survey footage. This project explored the feasibility of using ML to enhance underwater inspections with the potential for improved efficiency and safety.Business Acumen & Project Management:Robotic Process Automation Migration (In Progress): Leading the migration of RPA software to a new vendor, projected to save an estimated £150k over the initial contract duration building on existing annual savings of £100k. This highlights my ability to manage stakeholders and negotiate cost-effective solutions.Emergency Response Software Upgrade: Led the successful upgrade and transition of critical ER software to an on-prem solution in the UK, ensuring seamless implementation and user adoption. This experience highlights my strong project management skills and ability to deliver complex IT projects.

Following a career break I took the decision to pursue a career in IT. During my career break I have gained a number of CompTIA Certifications; A+, Network+ and Security+ to give me a solid technical understanding of Windows & Mac operating systems, hardware & software troubleshooting, networking fundamentals & protocols, threats, attacks & vulnerabilities and risk management best practices.

• Leading complex lending transactions to Commercial Bank clients;• Preparation and submission of detailed lending requests;• Project management of transactions;• Proactively assist the Relationship Directors to develop relationships/manage the risk with existing customers and the professional community and prospects alike to assist with meeting customers’ needs and the achievement of business development targets;• Influence at a senior level with customers, under a variety of circumstances, and use financial acumen to secure best outcomes for the Bank;• Instruct, complete and process internal and external documentation to ensure legal documents and securities are prepared in order.

• Proactively assist the Relationship and Business Development Directors to develop relationships/manage the risk with existing customers and the professional community and prospects alike to assist with meeting customers’ needs and the achievement of business development targets;• Preparation of detailed credit submissions in respect of renewals and requests for increased funding;• Analyse the monthly management information of customers, test covenants, identify trends and robustly monitor customer performance in accordance with Corporate Leveraged Portfolio Monitoring requirements;• Influence at a senior level with customers, under a variety of circumstances, and use financial acumen to secure best outcomes for the Bank;• Instruct, complete and process internal and external documentation to ensure legal documents and securities are prepared in order.

• Responsible for a portfolio of key SME clients;• Preparation of detailed credit submissions in respect of renewals and requests for increased funding;• Proactively assist Business Development Directors to develop relationships/manage the risk with existing customers and the professional community and prospects alike to assist with meeting customers’ needs and the achievement of business development targets;• Analyse the monthly management information of customers, test covenants, identify trends and robustly monitor customer performance in accordance with Corporate Banking Portfolio Monitoring requirements;• Influence at a senior level with customers, under a variety of circumstances, and use financial acumen to secure best outcomes for the Bank.