An Intensive 10-day Training Course
Data Science and Analytics for Oil & Gas
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We offer a variety of tailored training options, customized to meet your organisation's needs. Delivered anytime, anywhere, we make it easy to bring expert training directly to your team.
MODULES
This PetroKnowledge training course is split into two modules:
MODULE I - Data Analysis Techniques
MODULE II - Infographics & Data Analytics for Oil & Gas Reporting
Each module is structured and can be taken as a stand-alone training course; however, delegates will maximise their benefits by taking Module 1 and 2 back-to-back as a two-week training course.
Daily Agenda
Module 1: Data Analysis Techniques
Day One: – Logical and Reliable Data Analysis, Descriptive Statistics, and Pivot Tables
- Importing data into Excel
- Best practice when analyzing data
- Analyzing and representing coded data
- Descriptive statistics and their real meanings
- Performing a frequency analysis
- The use of pivot tables and pivot charts
- Noisy and incomplete data, statistical significance and dealing with outliers
Day Two: – Data Mode Shape Analysis
- Plotting data against time
- Generating data mode shapes
- Fitting curves to data
- Correlating mode shape to time-based events
- Interpreting time series analyses
- Moving average calculations
Day Three: – Scenario Analysis and Interactive Spreadsheets
- Representing analytical problems as multi-input, single-output (MISO) systems
- Deterministic systems analysis
- What if and visual scenario analysis
- Dynamic / interactive spreadsheets and the use of forms control
- Moving window, conditional and adaptive calculations
- Measuring the sensitivity of calculated variables
Day Four: – Regression Analysis and Correlation
- Equations of curves
- The prediction of future behavior using data shape – regression analysis
- Linear, polynomial, exponential and power curve fits
- The dangers of over-fitting
- Data end effects
- Goodness of fit (sum of square error – SSE) and R2
- Evaluating equations, solving equations, and using Solver
- Correlation and causality
Day Five: – Data Driven Methods and Analysis of Variance
- Non-deterministic system
- Data driven methods
- One step ahead future prediction using data science (multivariate correlation)
- Single factor analysis of variance (ANOVA)
- Two factor analysis of variance
- A demonstration of artificial intelligence – the travelling salesman problem
Module 2: Infographics & Data Analytics for Oil & Gas Reporting
Day Six: Introduction and Descriptive Statistics
- What is Data Analysis?
- A reminder of elementary statistics and compensations for small sample sizes
- A Quick-start Tutorial for Excel
- Describing Data Sets using Statistics
- Representing Data Sets Graphically
- How to create Info-graphic in Excel
- How Info-graphics Data Presentation compares to the Traditional Methods
Day Seven: Frequency and Time Series Analysis
- Frequency of Occurrence
- Histograms
- Pareto Analysis
- How Excel Dashboard is Different from Info-graphics
- How to combine Excel and Power Point for Creating Info-graphics
- Time Series and Trend Analysis
- Estimation Theory and Its Relevant to Oil and Gas Data
Day Eight: Scenario Analysis, Confidence and Six Sigma
- Modelling Scenario and their Application in Oil and Gas Companies
- Interactive Spreadsheets
- Confidence Intervals
- Usefulness of Control Chart for Oil and Gas Companies
- Error Bars
- Online Tools for Creating Info-graphics
- Practical Creation of Info-graphic using real Data
Day Nine: Regression Analysis Equations and System Modeling
- Simple Regression Analysis
- Polynomial Curve Fits
- Describing Data Using Equations
- Prediction
- The Applications of Regression to Oil and Gas Companies
- Analysis Of Variance (ANOVA)
- Comparing Different Types of Info-graphics
Day Ten: The Info-graphics Creation and Critique
- Presenting Data Using Appropriate Reporting Style
- Practice Creating the Info-graphics and Its Presentation
- Focus on the Storytelling
- Overall Review of Concepts Learned and How they can be applied in practice
Certificate
- On successful completion of this Training Course / Online Training Course, a PetroKnowledge Certificate / E-Certificate will be awarded to the delegates.
In Association With
Frequently Asked Questions
Why PetroKnowledge?
PetroKnowledge is a globally recognized provider of training courses for oil and gas professionals, offering a wide range of specialized training courses designed to enhance knowledge, skills, and expertise in the energy sector. With courses tailored to meet the evolving demands of the oil and gas industry, PetroKnowledge helps professionals stay up-to-date with industry standards, technological advancements, and best practices.
Who are these training courses designed for?
Our courses are specifically developed for professionals in the oil and gas industry, including engineers, technical staff, managers, and other specialists looking to advance their careers. Whether you’re a seasoned expert or new to the sector, our training for oil and gas professionals is suited to individuals at all stages of their professional journey.
Are the courses delivered online or in person?
PetroKnowledge offers flexible learning solutions with both online courses and in-person training options. Online courses for oil and gas professionals provide the flexibility to learn from anywhere, while in-person courses offer a hands-on, interactive learning environment. Each training course page provides detailed information on the delivery format, allowing you to choose the option that best meets your learning style and schedule
Can I get a customized training course for my team?
Yes, PetroKnowledge offers customized in-house training solutions for organizations looking to upskill their teams. We work closely with companies to design bespoke training courses for oil and gas professionals that address specific challenges and objectives. Whether you need on-site training or online solutions, we can tailor the training courses to suit your organization’s needs.
Are there any prerequisites for attending a course?
Certain advanced training courses for oil and gas professionals may require prior experience or technical knowledge. These prerequisites ensure that participants can fully benefit from the course content. We recommend reviewing the course description on the relevant page to determine if any prerequisites apply to your selected course.
How can I enroll in a course?
Enrolling in one of our training courses for oil and gas professionals is simple and convenient. Navigate to the specific course page, click “Enroll Now,” and complete the registration form. You will receive a confirmation email with further details on how to proceed.
You may also get in touch with our Registration Team on
+971 50 981 7386 | +971 2 557 7389 or send an email to [email protected]
When should I expect to receive confirmation of registration?
Upon successful registration online, enrolment on the respective training course will be confirmed by Registration Team by e-mail along with the invoice and joining instruction.
Will I receive a certificate after completing the course?
Yes, upon successful completion of our courses for professionals in the oil and gas industry, you will receive an industry-recognized certificate from PetroKnowledge. This certification is designed to validate your skills and knowledge and can significantly enhance your professional credentials, boosting your career prospects in the competitive oil and gas sector.
When and how do I arrange payments?
We offer two convenient payment options:
- Bank Transfer – You can make payment via bank transfer. Once your registration is confirmed, you will receive an invoice with the banking details for the transfer. We would require you to supply a swift copy for us to confirm receipt of funds.
- Payment Link – Alternatively, we provide a secure payment link that you can use to complete your payment after your registration has been confirmed.
What is the refund or cancellation policy?
Our refund and cancellation policy varies depending on the course and circumstances. Generally, cancellations made at least 21 days before the training are eligible for a refund, less any administrative fees. If you have any specific inquiries about the cancellation or refund, don’t hesitate to contact our support team, who can assist with your booking and cancellation queries.
Is there a discount for more than one registrant/course?
For corporate fees and group registration, please send your query to [email protected].
