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 for development of Machine Learning (ML)
model driven solution for missed opportunity portfolio ranking formulating future plan of exploitation including but not limited to Machine Learning approach for HC pay identification at Well and Machine Learning approach for Seismic Scale HC Pay identification.
JOB RESPONSIBILITIES :
· Develop Machine Learning model using Python
· Gather and review necessary data from relevant sources to setup comprehensive
dataset as variables for training the Machine Learning (ML) model.
· Configure data integration from various data 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 of data compatibility, and resolving any 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 analytic solution.
· Validate the model by evaluating the models performance to study the 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 test to verify the integration, assess the models 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 bug after deployment.
· Lead/guide/mentor/train project team member data scientist during the development.
QUALIFICATIONS
- Minimum 5 years experience in Data Science or Statistical Modeling
- Experience or Knowledge of Geo Science
- Degree in Computer Science, Physics, or Statistics
- Having geoscience knowledge will be advantage
Job is onsite in office. - Ability to work in Malaysia