Role: Data Science SME- Manager Grade
Location: Abu Dhabi – Onsite
Contract: 6 months
My client is seeking a highly experienced
AI & Production Optimization Subject Matter Expert (SME)
with strong expertise in LNG/Oil & Gas operations, Machine Learning, Deep Learning, and Mathematical Optimization.
Key Responsibilities
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Review and validate upstream and midstream gas supply process models, including operational and process constraints.
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Assess production forecasts for overall gas production and component-level yields (C1, C2, C3, C4, and C5+).
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Review and validate feature engineering, data quality, and model design used in Machine Learning and Deep Learning solutions.
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Evaluate AI-based production optimization approaches and identify opportunities to improve model accuracy, operational efficiency, and profitability.
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Recommend enhancements to model parameters, feature selection, constraint prioritization, and optimization strategies.
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Support production planning, scheduling, and commercial decision-making through predictive analytics and optimization solutions.
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Translate complex technical concepts and AI outputs into clear, business-focused recommendations for stakeholders.
Required Skills & Experience
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Strong expertise in Python, Machine Learning, Deep Learning, and optimization techniques.
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Hands-on experience with models such as LSTM, SARIMA, Kalman Filters, SVR, Ridge Regression, probabilistic models, and ensemble approaches.
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Strong understanding of feature engineering, model validation, overfitting prevention, and time-series forecasting.
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Experience with Linear Programming, constraint-based optimization, and production optimization methodologies.
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Ability to interpret and challenge mathematical models and optimization equations.
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Strong understanding of LNG and Oil & Gas processing operations across upstream, midstream, and LNG value chains.
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Proven ability to review hybrid AI solutions and provide SME-level recommendations to improve technical performance and business outcomes.
Preferred Experience
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10+ years of experience in LNG, Oil & Gas, Advanced Analytics, AI/ML, or Production Optimization.
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Experience supporting digital transformation, process simulation, and AI-driven optimization initiatives within the energy sector.
*** Only successful candidates will be contacted ***