プロフィール詳細

プロジェクトを作成

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Kamran I.に依頼

Canada

Freelance Data Scientist and Reservoir/Exploitation engineer. Expert in process improvement and optimzation

プロフィール概要

An engineering professional with 10 years of global experience. Proficient in data pre-processing, wrangling, visualization and analytics. Excellent understanding of developing statistical regression models and predicting process response. Adept at developing supervised and unsupervised machine learning models for clustering, classification and regression problems leading to process automation, improved efficiency and optimization. Skilled at interacting professionally with a diverse group of colleagues including executives and management. Strong organizational, interpersonal and communication skills. Highly motivated individual with admirable critical thinking. Strong ability to work independently and effectively prioritize tasks to meet deadlines. Developed a machine learning model for asset acquisition, predicting asset value based on regression model. Combining it with classifier model gives an output recommending investment decision or otherwise based on company’s risk appetite Improved production yield by 2000 bpd for an oil sands processing plant by developing a predictive model for optimizing critical parameters in plant operations Saved up to 2 million USD by optimizing sampling frequency through statistical data analysis and thus reducing maintenance and operating expenses of auto samplers at an oilsands processing plant Saved 2 million USD via 10% improvement in fuel efficiency by optimizing fuel gas pressure by thorough data analysis of process flow at compressor station Queried oil sands plant data in R. Performed multiple linear regression analysis to generate a predictive model for solids content in bitumen froth to improve product quality Queried oil sands plant data in R. Performed statistical analysis to optimize the frequency of auto samplers to reduce maintenance cost and developed effective data visualizations Performed data mining of oil sands plant data in Python. Performed data transformation and cleaning. Prepared visualizations in PowerBI to create an interactive dashboard for improved monitoring of KPIs Prepared several interactive dashboards and data stories using Tableau Improved annual revenues by 6 million USD through debottlenecking of gas gathering pipeline network by performing data analysis of pipeline pressure data Saved 20% capital and 12% operational budget by timely resolving SCM issues, close monitoring of cost drivers, improving budget estimations, ensuring timely executions and rationalizing inventory Part of corporate database management team. Created a visual corporate dashboard for Management’s quick referral against annual KPIs Led the project of automating economic evaluations of projects and their alignment with corporate objectives. The project resulted in improved and quick decision making by ensuring consistency in analysis Prepared project justifications and budget estimates for field development opportunities and presented detailed proposals to review committees including colleagues, executives and top management Prepared production and budget forecasts and presented it for Management’s approval Reviewed more than 15 project proposals, each exceeding 5 million USD, as a member of project review committee. Provided technical and administrative support to ad hoc projects as and when required

専門分野

• ★ Petroleum Engineering
• ☆ Data Science
• ☆ Data Analysis
• ☆ Data Exploration
• ☆ Data Visualization
• ☆ Data Manipulation
• ☆ Data Cleaning
• ☆ Oil & Petroleum
• ☆ Quality Assurance & Quality Control (QA/QC)
• ☆ Data-Driven Decision Making
• ☆ Project Management
• ☆ Risk Management

サービス

• Writing
• Research
• Data & AI
• Product Development

Writing Clinical Trial Documentation, Technical Writing, Newswriting

Research Fact Checking, Systematic Literature Review, Secondary Data Collection

Data & AI Statistical Analysis, Data Visualization

Product Development Formulation, Stability/Shelf Life Testing

職務経験

Graduate Student

University of Calgary

9月 2019 - 現在

Quality Assurance Associate

Walmart Logistics Canada

9月 2018 - 現在

Lead Engineer, Production Operations

Pakistan Petroleum Limited

7月 2017 - 9月 2018

Lead Engineer, Reservoir

Pakistan Petroleum Limited

7月 2015 - 6月 2017

Senior Engineer, Reservoir

Pakistan Petroleum Limited

10月 2012 - 6月 2015

Reservoir Engineer

Pakistan Petroleum Limited

3月 2011 - 9月 2012

Graduate Petroleum Engineer

Pakistan Petroleum Limited

3月 2009 - 2月 2012

学歴

Graduate Diploma in Data Science

University of Calgary

9月 2019 - 4月 2020

Masters in Petroleum Enginereing

Imperial College London

10月 2011 - 9月 2012

Bachelors in Petroleum Engineering

NED University of Engineering and Technology

1月 2005 - 11月 2008

認定資格

• 認定資格の詳細は未入力です。