Data Scientist for Oil & Gas Industry

About the job Data Scientist for Oil & Gas Industry

Our Client is looking for an experienced data scientist with a background in the Oil & Gas Industry for the development of Machine Learning (ML) model driven solutions for missed opportunity portfolio ranking and formulating future plan of exploitation including but not limited to ML approaches for HC pay identification at Well and ML approaches for Seismic Scale HC Pay identification.

JOB RESPONSIBILITIES :

• Develop Machine Learning model using Python
• Gather and review necessary data from relevant sources to set up a comprehensive dataset as variables for training the Machine Learning (ML) model
• Configure data integration from various data sources (not limited to well logs, seismic attributes, and production data) to provide a comprehensive understanding of subsurface geology data into a combined dataset for further analysis. This involves merging data, checking data compatibility, and resolving inconsistencies or discrepancies for data frame preparation
• Perform data quality, cleaning, and data integrity checks to resolve any data issues that may affect accuracy and reliability of the model
• Analyze large amounts of information to discover and recognize trends and patterns as part of exploratory data analysis
• Train the Machine Learning model by selecting appropriate algorithms, defining input features and target variable for missed opportunity portfolio ranking prediction analytics solution
• Validate the model by evaluating its performance to study effectiveness and model accuracy. ML algorithms can quantify the uncertainty associated with predictions, providing decision-makers with confidence levels and risk assessments
• Perform user acceptance testing to verify the integration, assess the model's performance and address any feedback from users
• Configure necessary API for integration of ML model with solution user interface
• Prepare admin documentation for reference
• Implementation & configuration for go-live
• Support stabilization period to fix issues and bugs after deployment
• Lead / guide / mentor / train project team members data scientists during the development

Qualifications

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