Advanced Data Analysis Techniques
Modelling, Simulation, Optimisation and Predictive Analytics using Microsoft Excel
5-Day Training Course
Course Overview
The statistical analysis of numerical information is proven to be a powerful tool, providing businesses with everyday insight into matters like corporate finance, manufacturing processes, service provision and product quality control.
However, the advent of the Internet of Things, the consequential growth in Big Data, and the ever-increasing business requirements to model and predict, mean that many of the analytical opportunities and needs of a modern, high performing company cannot be met using conventional data analysis methods alone.
More and more companies are wrestling with complex modelling and simulation problems, addressing matters like trying to optimize production systems, to maximize performance efficiency, to minimize operating costs, to combat risk, to detect fraud and to predict future behavior and outcomes.
This Advanced Data Analysis Techniques training course is 100% computer-based and shows by example how to use Microsoft Excel to solve a series of complex and realistic business problems. The problems are drawn from the widest possible range of applications – from robotics to refining, from supply chain logistics to production optimization and from financial risk management to the efficient provision of healthcare. All the problems are different and all convey carefully designed learning objectives.
Delegates will learn how to code and simulate realistic problems and then how to use these simulations to understand system operation, to optimize performance, and to predict future behavior. The training course is intended for people who are experienced in conventional data analysis techniques, and who now want to become specialist in the modelling and simulation of complex business activities.
Course Objectives
This Energy Training Centre training course aims to provide those involved in monitoring, managing and controlling complex business processes with the understanding and practical capabilities needed to convert data into meaningful information via a range of very powerful modelling, simulation and predictive analytical methods.
The specific objectives of this Advanced Data Analysis Techniques training course are as follows:
- To teach delegates how to solve a wide range of complex business problems which require modelling, simulation and predictive analytical approaches
- To show delegates precisely how to implement a range of modelling, simulation and predictive analytical methods using Microsoft Excel 2016 (or 365)
- To provide delegates with both a conceptual understanding and practical experience of advanced data analysis methods including: Bayesian models, conventional and genetic optimization methods, Monte Carlo models, Markov models, What If analysis, Time Series models, Linear Programming, and more
- To engage delegates for the entire 3 days in the exploration and use of modelling and simulation methods within Microsoft Excel, to develop complete solutions to the 8 totally realistic business problems that are presented
- To enable delegates to make the shift from intuition-based to information-based decision making in complex situations, hence enabling them to enhance their forecasting and future behavior predictions, increase their proficiency in risk assessment and risk-informed decision making, and to exploit to a much greater extent the wealth of information contained in Big Data
- To provide a clear understanding of why the best companies in the world see modelling, simulation and predictive analytics as being essential to delivering the right quality products and optimized services at the lowest possible costs
Training Methodology
This training course on Advanced Data Analysis Techniques adopts a problem‐based learning approach, in which delegates are presented with a series of real problems drawn from the widest possible range of applications – they range from insurance to supply chain logistics, from chemistry to engineering, and from production optimization to financial risk assessment. Each problem presents and exemplifies the need for a different modelling or analytical approach.
This training course is entirely applications‐oriented, minimizing the time spent on the theory and mathematics of analysis and maximizing the time spent on the use of practical methods from within Excel, along with the understanding of how and why such methods work.
Delegates will spend almost all of their time exploring the use of modelling and simulation methods using Microsoft Excel, to develop solutions to the totally realistic problems that are presented.
Who Should Attend
This Advanced Data Analysis Techniques training course has been designed for professionals whose jobs involve the manipulation, representation, interpretation and/or analysis of data. This training course involves extensive modelling and analysis using Excel 2010 (or higher) and therefore delegates must not only be numerate, but must enjoy detailed working with numerical data to solve complex problems.
Full familiarity with Microsoft Excel (version 2007 or higher), and the ability to analyze data using common statistical methods, are fundamental prerequisites for attendance on this Advanced Data Analysis Techniques training course.
Course Curriculum
- Introduction to Optimisation; Multi‐variate Optimisation Problems; Determining the Objective Function; Constraints to Problems; Sign Restrictions; The ‘feasibility region’; Graphical Representation; Implementation using Solver in Excel
- Using Linear Programming to Solve Production and Supply Chain / Logistics Problems, such as optimising the products from a refinery, and minimising the manufacturing and delivery costs for a complex supply chain (with and without batch manufacturing, and with and without warehousing)
- Linear and Non‐linear Optimisation Problems; Stochastic Search Strategies; Introduction to Genetic Algorithms; Biological Origins; Shortcomings of Newton‐type optimisers; How to Apply Genetic Algorithms; Encoding; Selection; Recombination; Mutation; How to Parallelise; Implementation using Solver in Excel
- How to Solve a range of Optimisation Problems, Culminating in the classic ‘travelling salesman problem’ by optimising the motion trajectory of a large manufacturing robot, both with and without forced constraints
- Introduction to Scenario Analysis; A What‐If example in Excel; Types of What‐If analysis; Performing manual what‐if analysis in Excel; One Variable Data Tables; Two‐variable data tables
- Using Scenario Manager in Excel; Using scenario analysis to predict business expenses and revenues for an uncertain future
- Understanding Risk; Introduction to Markov Models; 5 Steps for Developing Markov Models; Manipulating Arrays and Matrices inside Excel; Constructing the Markov Model; Analysing the Model; Roll Back and Sensitivity Analysis; First‐order Monte Carlo; Second‐order Monte Carlo
- Decision Trees and Markov Models; Simplifying Tree Structures; Explicitly Accounting for Timing of Events
- Using Markov Chains to simulate an insurance no claims discount scheme, and Modelling the Outcomes of a Healthcare System
- Introduction to Monte Carlo Simulation; Monte Carlo building blocks in Excel; Using the RAND() function; Learning to model the problem; Building worksheet‐based simulations; Simple problems; How many iterations are enough?; Defining complex problems; Modelling the variables; Analysing the data; Freezing the model; Manual recalculation; "Paste Values" function; Basic statistical functions; PERCENTILE() function
- Monte Carlo Simulation solutions to problems of traffic flow in a city, dealing with uncertainty in the sale of product, predicting market growth and assessing risk in currency exchange rates
Certificates Awarded
Certificate of Completion
After successfully completing this training course, participants will be awarded The Energy Training Centre Certificate of Completion — a respected validation of their dedication to continuous learning and professional excellence. This certificate signifies that participants have gained the essential knowledge and skills required to make a measurable impact in their field.
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Frequently Asked Questions
Our training courses are conducted at partnered hotels located within the specified training areas. Please note that venue assignments may vary based on availability. For the most current information, do not hesitate to contact us at [email protected].
Yes, we do. We provide tailored training courses designed to meet the specific requirement of larger group of individuals. These customized training courses can be conducted both classroom and online formats, allowing you the flexibility to choose you preferred dates and duration.
Please contact us at [email protected] to discuss your group’s training needs, and we’ll work with you to create a personalized training course that aligns with your objectives.
Upon successful completion of the training course, you will receive The Energy Training Centre Certificate of Completion with corresponding learning hours.
Yes, special discounts are available upon request if you have more than one registrant for a course. For further information please email us at [email protected]
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.
Upon receiving your registration details, either via email at [email protected] or through our online registration form, we will send you the following by email within 24-48 hours of registration.
- Joining Instructions
- Invoice/receipt (where appropriate)
There are two convenient options to register for a training course:
- Online Registration Form – Register for your desired training course by completing the online registration form available on our website. Simple click on the registration button or select your preferred dates and provide the requested information.
- Email Registration – You can email us your intention to register at [email protected]. Our team will guide you through the registration process and provide assistance you may need.
We understand that time zones may be different between our Senior Consultants and our delegates. Our standard online course timings (11:00 AM to 4:00 PM, GMT+4 – Dubai, UAE) may be adjusted upon confirming the programme. Our team shall communicate between the confirmed registered delegates and suggest a suitable course timing for all.
Our standard course duration for our classroom programmes is 6 hours per day while our online session is 5 hours per day.
Our training courses span across diverse industries, encompassing sectors such as but not limited to:
- Power & Utilities
- Oil & Gas
- Financial Institutions
- Government and Regulatory bodies
- Manufacturing & Production Industry
Our commitment lies in continuously refining and expanding our training course offerings to align with evolving industry landscapes. We encourage individuals to explore our website or engage with our dedicated support team for the latest information on available courses, ensuring access to the most pertinent and current educational resources.
Yes, The Energy Training Centre is certified and recognized by several prominent industry standards. Specifically, it holds certifications from ILM, Continuing Professional Development (CPD), and the Project Management Institute (PMI).
- ILM (ID# 002398B) – This certification indicates that our training programmes meet high standards for leadership and management development, ensuring that they are designed to enhance participants’ skills in these critical areas.
- Continuing Professional Development (CPD) – Our recognition by CPD reflects our commitment to providing educational opportunities that support ongoing professional growth and skill enhancement. This accreditation ensures that our training courses are relevant and effective for professionals seeking to advance their careers.
- Project Management Institute (PMI) – Being recognized by PMI signifies that our training programmes align with industry best practices in project management. This certification assures participants that our offerings are in line with the standards required for effective project management and are valuable for those pursuing or maintaining PMI credentials.
These certifications underscore our dedication to providing high-quality, industry-relevant training that fosters professional growth and meets established standards. Additionally, we are actively pursuing further certifications and affiliations to enhance our offerings and ensure we remain at the forefront of industry best practices.
About Energy Training Centre
Energy Training Centre is a leading provider of professional development programs for the energy and public sectors. With over 15 years of experience, we have trained more than 50,000 professionals across the Middle East and beyond.
Our expert-led courses are designed to meet the evolving needs of modern organizations, combining theoretical knowledge with practical applications that deliver immediate value to your career and organization.
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Our Collaborations
We partner with leading institutions to deliver world-class training programs
What Our Delegates Say
Real feedback from professionals who completed this course
Our instructor was very knowledgeable and passionate about the topic. She kept us very engaged.
The instructor has an amazing way of delivering the topic to those without a specialist background.
This training course gave me a more and bigger perspective about design thinking how to implement it and improve my personal and professional life. It is a privilege to be taught by our Senior Consultant.
This was the best instructor I have met in these (Oil & Gas) trainings.
Amazing sessions with the Senior Consultant. Truly insightful and a week well spent getting new knowledge.
The presentation and delivery was excellently done. I was able to understand the basics of trading beyond my expectation. This is solely due to the good teaching method of the Senior Consultant.
The Senior Consultant did an excellent job in presenting the material and bringing real life case studies and examples during the classroom discussion.
This was a beneficial training course, and I was glad to receive a lot of valuable information.
This was really an amazing training course and I learned everything to enhance our system.
The Energy Training Centre Senior Consultant has excellent knowledge of the subject area. His teaching methods made the concept of ORM easy to understand and follow. Overall, excellent training course.
This training course had a very good introduction into operational risk management.
I enjoyed this training course with the guidance of The Energy Training Centre Senior Consultant. He has excellent skills in delivering and presenting the training course and very knowledgeable about the subject. He supports by answering any questions and links it to practice. Additionally, he provides examples to explain and clarify as well as simplify the subject. I would really recommend attending this training course.
The Power System Protection training course was very informative and the facilitator has a great wealth of experience in this area which made the explanations very easy to understand. He runs through the basics and breaks down the complex parts of the power protection systems. It was a rewarding engagement signing up for this training course.
Great and very rich training course content. The instructor was very professional and has great experience in pipeline.
The training course has provided very good illustrations for the topics discussed. The sessions were filled with energy and exciting lectures. I now have a better understanding of contacts through educational sessions, especially in our breakout sessions on contract negotiations. Overall, this has been one of my best training courses so far. Well done!
The Energy Training Centre's senior consultant has rich experience about the Oil & Gas industry which helped us. Sessions were very useful. Thanks a lot for for sharing valuable information.
The refining operations sessions were highly practical and relevant to the Nigerian context. They were very thought-provoking, highlighting what is needed to make petrochemical plants successful in Nigeria and deliver greater value.
The training course is well taught and structured. The knowledge, exposure and solutions are insightful in advising and helping the company and country to diversify the economy.
Highly valuable content and engaging delivery.
Very good training course and excellent presenter.
Great delivery, great facilitator, carried everyone along and always ensured delegates understand the topics taught.
The practical exercises were important to improve learning.
Very great and useful training course.
The training course was very valuable and fruitful. The Senior Consultant was really an amazing instructor.
Great training course. Great instructor and training location.
This is a great and excellent training. Thank you to the instructor for the well-delivered lectures.
Excellent training! Very professional and knowledgeable instructor. Everything was clear and presented in a very clear and interesting way. It has been a really great experience and the training course was delivered in a relaxing and nice environment.
The training course was really great, and I gained a lot of valuable information from the Energy Training Centre instructor. The training course content was enriching and enjoyable. Thank you all.
The Energy Training Centre's Senior Consultant comes with a wealth of knowledge!
The training course is amazing in all aspects, material wise and even time distribution. I wish everyone to go through this training course.
I try to not exaggerate my ratings, but this has really been an exceptional training course. Should be marketed towards senior leaders and executives in EGA.
Great presentation and material.
Very useful day. Good instructor and professional presentation. The facilitator was fantastic and on top of the job. His delivery was on point.
Had a lot of workshop activities and this made the training more practical and interesting. I really enjoyed the training. He gave more practical workshop demonstrations, on worksite safety practices (IOSH) and power generation processes. Very useful exercises. Additional knowledge acquired and very useful training. He is the perfect instructor.
The course and instructor were very informative and this will greatly help me in my job
Very good course and very interesting
The presenter is amazing, he knows how to keep the audience engaged and his information of the topic is excellent.
Very good course and very informative. The integration between energy, politics & economics well explained.
I really enjoyed this course, it was extremely benefiting. Moreover, we had a great instructor and an amazing teacher. To be honest, this is the best training I have ever attended.
The course provided significant insight to energy contracts.
The presenter understands us and has in depth knowledge of the topic and he chose the most appropriate examples to demonstrate it.
The programme has equipped me with the necessary tools to develop our interventions in the capacitation of energy markets and pricing regimes. Objectives met.
Today's session was an interesting and very useful introduction to the modules in production practices. Energy Training Centre Instructor taught in a lucid, chronological and helpful way. Looking forward to tomorrow’s session.
I was in a relax mood & environment. I am very much satisfied with this course. Well done Energy Training! I enjoyed every moment of this course, it was interactive in nature and we had an easy discussion.
The course was very fruitful and valuable to improve our leadership skills, in both life and work aspects. The instructor had significant positive influence to add up lots of great insights to this course subject.
The course is educative and has exposed me to the new trend in power system.
The consultant is knowledgeable and intelligent. The course material is also well written for easy understanding, also used a lot of practical example to deliver his point.
Learnt a lot today, especially the discussion on environmental and social impact.
I wish the training wouldn’t end because the trainer was very knowledgeable. I can’t wait to go back to my workplace and implement what I’ve learned.
The training program was well organized and executed. Energy Training’s willingness to assist us with any of our concerns was awesome. Great job!
The training is quite informative and interactive. Also, the venue is very conducive for learning.
Brilliant course and intelligent consultant.
The training was really perfect and informative as we gained a lot of new informations related to my field and work environment. Thanks a lot to the instructor for the efforts and skills which passed to us as well as special thanks to the coordinator which is really supportive and spent most of her time to be friendly & helpful. Very good course and orgnization. Well done!
The instructor is best lecturer and presenter. I was learning everyday and we shared our experiences so thank you very much Energy Training. I will encourage my colleagues to participate in future seminars organized by Energy Training and suggest it to anyone who are in search of training/seminar.
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