ISAAC KARMON
Lubbock
Summary
Experienced with designing and optimizing data pipelines to ensure seamless data flow. Utilizes advanced SQL and Python skills to create and maintain robust data architectures. Track record of implementing scalable solutions that enhance data integrity and support informed decision-making.
Overview
6
6
years of professional experience
Work History
Data Engineer
American Family Insurance Company
08.2021 - Current
- Utilize Google Cloud Platform services such as Big-Query, Dataflow, and Pub/Sub to build scalable ETL processes and reliable data solutions
- Conduct complex data analysis, identifying patterns and trends within large datasets to inform business strategies
- Work closely with cross-functional teams to understand data requirements and develop custom metrics tailored to specific business needs
- Leverage expert-level SQL knowledge to optimize database queries, enhancing data processing efficiency
- Programming in Python to automate data processes, increasing productivity and accuracy in data-related tasks
- Collaborate with data scientists and analysts to refine machine learning models, enabling data-driven predictions and decisions
- Collaborating with a team member to develop and refine dbt models within BigQuery, focusing on optimizing data transformation workflows to enhance data accuracy and reporting capabilities
- Working together to optimize the dbt Cloud integration with BigQuery, jointly addressing performance issues and fine-tuning data pipelines to ensure efficient and scalable data processing
- Engaging in continuous evaluation and troubleshooting of dbt Cloud deployments, collaborating closely with my team member to identify and resolve issues, and iterating on solutions to meet evolving business needs
Data Engineer
Good Auto Company
08.2020 - 12.2021
- Performed transformations, cleaning, standardization and filtering of data using python and loaded the final required data into the company's databases
- Built data models to make future purchases and sale predictions
- Built data visualization interactive dashboards using Looker & Power BI for forecasting and identifying patterns
- Performed data migration from external sources (MS SQL Server) into Snowflake Database using web UI, and snowpipe
Managed Pressure Drilling (MPD) Field Engineer
Weatherford International
06.2019 - 07.2020
- Ensured that the required surface back-pressures are maintained during drilling operations by regulating the set-point choke system via Weatherford's MPD software system
- Achieve over 90% drilling efficiency
- Built different models for oil and gas wells to optimize drilling operations and generate essential drilling parameters during drilling events using Weatherford's Victus MPD Software
Education
Master of Science - Data Science
Rawls College of Business, Texas Tech University
Lubbock, TX05.2021
Master of Science - Petroleum Engineering
Whitacre College of Engineering, Texas Tech University
Lubbock, TX05.2019
Bachelor of Science - Petroleum Engineering
Whitacre College of Engineering, Texas Tech University
Lubbock, TX05.2017
Skills
- Looker
- Python programming
- Power BI
- Snowflake
- Google Cloud Platform
- PySpark
- Data pipeline design
- DBT Cloud
- ETL development
- Data warehousing
- Data migration
- SQL programming
- Analytical thinking
- Problem-solving
- Teamwork and collaboration
- Data visualization
Publications
Karmon I., Panacharoensawad E., & Watson M., SPE-195198-MS, SPE Oklahoma Oil and Gas Symposium, Oklahoma City, Oklahoma, USA, 2019, Investigated the performance of a new horizontal well gas anchor to improve the efficiency of Sucker Rod Pumping Systems. Achieved a 95% separation of gas from liquid during the experiment.
Personal Information
Title: Data Engineer | Data Scientist | Machine Learning Engineer
Timeline
Data Engineer
American Family Insurance Company
08.2021 - Current
Data Engineer
Good Auto Company
08.2020 - 12.2021
Managed Pressure Drilling (MPD) Field Engineer
Weatherford International
06.2019 - 07.2020
Master of Science - Petroleum Engineering
Whitacre College of Engineering, Texas Tech University
Bachelor of Science - Petroleum Engineering
Whitacre College of Engineering, Texas Tech University
Master of Science - Data Science
Rawls College of Business, Texas Tech University
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