Eric Swanson, M.S.
Data Scientist – Actively Job Seeking During COVID-19 at Seeking New Opportunities- Claim this Profile
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Bio
Experience
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Seeking New Opportunities
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United States
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Oil and Gas
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1 - 100 Employee
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Data Scientist – Actively Job Seeking During COVID-19
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Feb 2020 - Present
Houston, Texas, United States Currently leveraging 15+ years of experience extracting different data types from multiple sources to align analysis and visualizations for large-scale global upstream oil, gas & energy sector projects. Building expertise in data science skillsets by completing multiple certification programs and projects. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Complete Google Data Analytics Certification, a Python Mega Course, and Data Science Boot Camp 2021. ► Complete a… Show more Currently leveraging 15+ years of experience extracting different data types from multiple sources to align analysis and visualizations for large-scale global upstream oil, gas & energy sector projects. Building expertise in data science skillsets by completing multiple certification programs and projects. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Complete Google Data Analytics Certification, a Python Mega Course, and Data Science Boot Camp 2021. ► Complete a fast-paced 480+ hour Data Science Immersion Program focusing on the full spectrum of data science from data collection and analysis through modeling, visualizations, and interpretation presentations. ► Build expertise in Python, Linear Regression, Logistic Regression, K-Nearest Neighbors, Web Scraping, Natural Language Processing, Decision Trees, Random Forests, Neural Networks, Data Visualization, and SQL. ► Execute 3+ data science projects as an Independent Data Scientist, including a Computer Vision: Facial Emotional Detection Using Image Classification (CNN) Project, Language Processing: Subreddit Determination Project, and NLP / Classification: Cuisine Type Project. CONTACT DETAILS ► Cell Number: 512.468.7550 ► Email: eswansonmail@yahoo.com ► Location: Houston, TX (open to relocation & remote) ► LinkedIn Hyperlink: linkedin.com/in/ericswanson1001/ ► GitHub Data Science Projects: github.com/eswanson-int/ ► Personal Website: eswanson-int.github.io/website/ Show less
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General Assembly
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United States
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Higher Education
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700 & Above Employee
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Data Science Fellow - Data Science Immersive Program
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Aug 2021 - Oct 2021
Remote Completed a fast-paced 480+ hour Data Science Immersion Program focusing on the full spectrum of data science from data collection and analysis through modeling, visualizations, and interpretation presentations. Learned skill sets include: ► Python ► Linear Regression ► Logistic Regression ► K-Nearest Neighbors ► Web Scraping ► Natural Language Processing ► Decision trees ► Random Forests ► Neural Networks ► Data Visualization ► SQL
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Data Science Immersive Program - Recent Projects Overview
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Aug 2021 - Oct 2021
Houston, Texas, United States Recent Data Science Projects include: Computer Vision: Facial Emotional Detection Using Image Classification (CNN) Project ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ► Applied a dataset from Kaggle called fer2013 with 28,709 training images and 7,187 test images labeled with 7 facial expressions, using a CNN classification model to classify facial expressions into these 7 categories. ► Launched model to a live app via Streamlit, which output a live facial expression classification. ►… Show more Recent Data Science Projects include: Computer Vision: Facial Emotional Detection Using Image Classification (CNN) Project ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ► Applied a dataset from Kaggle called fer2013 with 28,709 training images and 7,187 test images labeled with 7 facial expressions, using a CNN classification model to classify facial expressions into these 7 categories. ► Launched model to a live app via Streamlit, which output a live facial expression classification. ► Achieved 61% accuracy in predicting facial expressions due to the difficulty of distinguishing between emotions from the original human opinion of emotions. ► Tracked the amount of positive and negative emotions while the app was live and output a count at the end. Language Processing: Subreddit Determination Project ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ► Built a classification model to determine optimal locations for Reddit posts, assessing posts from subreddits in Austin and Houston and testing with Logistic Regression and Random Forest classification models. ► Achieved 99% accuracy on the built model using Logistic and Random Forest Model with Countvectorizer and TFIDF, implying that Houston and Austin subreddits contained different discussions. ► Tested numerous parameters for classification models using data description and data cleaning / EDA. NLP / Classification: Cuisine Type Project ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ► Used a dataset from a 2015 Kaggle competition to build a classifier model using 39,744 recipes to predict cuisine. ► Built models using Random Forest and Gradient Boosting Classifiers to run test sets, which resulted in Random Forest as the best performing model on the test set with a 74% accuracy Grid Search Train Score.
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Kare Energy
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United States
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Oil and Gas
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1 - 100 Employee
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Senior Operations Geologist
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Jun 2019 - Feb 2020
Houston, Texas, United States Extracted different data types from multiple sources, aligning analysis and visualizations for multiple US areas. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Engaged with external stakeholders outside on optimal asset acquisitions for company goals. ► Managed projects remotely from Houston while engaging with company owners on investment opportunities.
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DataCamp
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United States
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E-Learning Providers
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400 - 500 Employee
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Independent Data Scientist & Geoscientist
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Apr 2016 - Jun 2019
Houston, Texas, United States Completed 6 Data Camp Python data science / analytics courses ranging from introductory to intermediate level, including a course in natural language processing, while executing contract projects and managing family duties.
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Petrobras
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Brazil
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Oil and Gas
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700 & Above Employee
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Senior Geophysicist (data science heavy role)
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Dec 2012 - Apr 2016
Houston, Texas, United States Led all data management for assessing new business prospects by mapping resources, attending investment opportunities, integrating multiple types of hard and soft data, and guiding multi-million-dollar projects. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Coordinated lease sale mapping and volumetric calculations with risk elements. ► Integrated resource / asset analysis with subsurface data while mapping resource locations for regional studies. ► Interpreted… Show more Led all data management for assessing new business prospects by mapping resources, attending investment opportunities, integrating multiple types of hard and soft data, and guiding multi-million-dollar projects. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Coordinated lease sale mapping and volumetric calculations with risk elements. ► Integrated resource / asset analysis with subsurface data while mapping resource locations for regional studies. ► Interpreted structures despite poor seismic imaging using subject matter expertise in specific regions. ► Interpreted key horizons, recommended new purchases, and evaluated existing surveys for a major project while facilitating daily meetings to ensure accuracy of project scope, schedule, and cost. ► Served as a consultant to management by building and managing an extensive information database. ► Evaluated assets in the 10’s to 100’s of millions to assess fit with company goals for partnering or acquisitions. ► Created visualizations of subsurface data to present to upper management on recommended project locations. ► Provided data to complete risk analysis and assessments for bidding on new investment areas. ► Conducted weekly competitor industry updates for management to support business expansion. ► Made inferences in poorly data visualized fields to make accurate recommendations to management. Show less
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Hyperdynamics
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Oil and Gas
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1 - 100 Employee
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Geologist (data science heavy role)
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Oct 2011 - Dec 2012
Houston, Texas, United States Worked on new ventures identifying new prospects for the company, using technical geologic knowledge along with a risk process to rank best opportunities for the company to pursue. Hyperdynamics is an emerging independent oil and gas exploration and production company with prospects in offshore Republic of Guinea pursuant to rights granted to the company by Guinea (the Concession) under a Hydrocarbon Production Sharing Contract. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ►… Show more Worked on new ventures identifying new prospects for the company, using technical geologic knowledge along with a risk process to rank best opportunities for the company to pursue. Hyperdynamics is an emerging independent oil and gas exploration and production company with prospects in offshore Republic of Guinea pursuant to rights granted to the company by Guinea (the Concession) under a Hydrocarbon Production Sharing Contract. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Identified future ventures by evaluating diversification project areas in former Soviet countries. ► Integrated 2D and 3D marine seismic, using subsurface well data and West Africa regional geologic studies. ► Collaborated with a technical team on an asset farm down presentation, which was successfully delivered to numerous large and mid-sized E&P companies. ► Led onsite / in-country operations for drilling a Sabu-1 deep water well in Conakry, Guinea (West Africa). ► Assisted Manager of Geological Operations with evaluation compliance for the Government of the Republic of Guinea by handling service company requests and well-site geologist / technical formation evaluation interface. Show less
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Swift Energy Company
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United States
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Oil and Gas
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100 - 200 Employee
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Geoscientist (data science heavy role)
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Jul 2008 - Oct 2011
Houston, Texas, United States Generated prospects for exploration, appraisal and development stages of a fast-paced and growing Eagle Ford Shale and Olmos Sand drilling program, geosteering horizontal wells, and presenting prospects to management. Regions: South Texas & Louisiana Gulf Coast (Eagle Ford Shale and Olmos Sand) Swift Energy is a company engaged in developing, exploring, acquiring, and operating oil and natural gas reserves onshore in Louisiana and Texas. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS &… Show more Generated prospects for exploration, appraisal and development stages of a fast-paced and growing Eagle Ford Shale and Olmos Sand drilling program, geosteering horizontal wells, and presenting prospects to management. Regions: South Texas & Louisiana Gulf Coast (Eagle Ford Shale and Olmos Sand) Swift Energy is a company engaged in developing, exploring, acquiring, and operating oil and natural gas reserves onshore in Louisiana and Texas. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS South Texas Exploration & Development ► Integrated petrophysical / core data into subsurface models and correctly identified future acreage acquisitions. ► Selected logging and directional parameters for well program operations, working directly with Mudloggers and Drilling Engineers to guarantee accurate directional program parameters in real-time. ► Ensured lateral well sections remained in target zone while geosteering Eagle Ford and Olmos horizontal wells. ► Partnered with Completions Department to develop completions plan, regularly reviewing production well results and optimizing future well performance. South Louisiana Shelf Exploration & Development ► Generated seismic / stratigraphic maps and cross-sections for stacked sand reservoirs. ► Exploited multiple reservoirs in different fault blocks with one well by designing a directional drilling plan. ► Identified acreage acquisitions aligned with company goals via exploration and development field evaluations. ► Directed 24/7 well-site operations, working closely with Mudloggers and directional survey companies to generate new maps and directional plans in the event of a sidetrack. Show less
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PGS
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Norway
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Oil and Gas
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700 & Above Employee
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Geophysicist (data science heavy role)
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2005 - 2008
Houston, Texas, United States Processed seismic data in multi-component Land and Marine Geology Departments, troubleshooting programs with specific parameters to correctly process seismic data results. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Generated and delivered project-specific presentations to clients. ► Selected velocities to build 2D and 3D models, designing filters and mutes to enhance data resolution. ► Chose horizon on p-wave and shear-wave data to stretch shear-wave stack… Show more Processed seismic data in multi-component Land and Marine Geology Departments, troubleshooting programs with specific parameters to correctly process seismic data results. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ IMPACTS & ACHIEVEMENTS ► Generated and delivered project-specific presentations to clients. ► Selected velocities to build 2D and 3D models, designing filters and mutes to enhance data resolution. ► Chose horizon on p-wave and shear-wave data to stretch shear-wave stack data to p-wave time. ► Managed and analyzed data from offshore Brazil, offshore Louisiana, and onshore Mexico company assets. Show less
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Education
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The University of Texas at Austin
Bachelor of Science - BS, Geophysics -
General Assembly
Data Science Immersive Program -
University of Houston
Master of Science - MS, Geophysics