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My Journey From the Field of
Oil & Gas, To The Exciting
World of Data Science
Presented by: Omar Ossama
Our Clients Include
• Bachelor’s degree in Petrochemicals & Gases Engineering.
• Started as a Petroleum Inspector at Saybolt Egypt.
• Transitioned to roles such as Performance Analyst and Global Operations
Analyst at SWVL.
• Led performance and data analysis efforts at DigiSay.
• Currently serving as a Data Science Consultant and Managing
Consultant at Synapse Analytics.
• Pursuing a Master's in Data Science and Artificial Intelligence at the
University of London.
Career Overview
The Allure of the
Oil & Gas Field
• Enjoyable work environment
with supportive colleagues
who became lifelong friends.
• Found the job relatively easy,
leveraging my skills effectively.
• Flexibility in working on-call,
providing downtime when
work was scarce.
• Attractive financial
compensation package.
Why I left Oil
& Gas Field
• No fulfilment or
passion.
• Repetitive work with
no personal growth.
Why I Chose
Data Science
• Fascination with
programming.
• Stumbled upon
Artificial Intelligence.
• Learning about Data
Science.
Postgraduate In Data Science
What I learned:
Learned to do EDA and how to apply the different algorithms on
different types of datasets.
Pros:
• Time efficient.
• Comprehensive
overview.
Con:
Focused on applying
techniques without in-
depth theory.
Taking the Data Science Plunge
• Learned what to look for and how to find actionable
insights from the data.
• Found the difference between what I learned in the courses
and what the reality of Data Science is.
• Building my first predictive model.
• Convincing management to adopt the model.
My job as a Performance Analyst at SWVL; a fantastic
introduction to the business side of data analysis.
Why I Enrolled In A Master’s Degree
• Desire to have a deeper understanding of the inner workings of Data
Science.
• Preference for a structured course over online courses.
• Ability to fund my studies.
• Prestige.
Cons of Studying For a Master’s Degree
• Expensive if not on a scholarship.
• A lot of self study.
• Sacrifice work-life balance. Time is more valuable than
money.
I GOT LAID-OFF
Insights into
My Brief Stay
• Joined DigiSay to spearhead the
Performance and Data Analysis
department.
• Departed due to a perception
that the focus on data wasn't a
priority within the company's
agenda at that time.
• Constant learning experience
• Working with customers from different fields
and at different stages of data maturity.
• The models we’ve built at Synapse Analytics
⚬ Optical Character Recognition (OCR).
⚬ Credit Scoring.
⚬ Inventory Management.
⚬ Dynamic Pricing.
⚬ Customer Churn.
⚬ Recommendation Engines.
Life at Synapse Analytics
Practical Lessons from years
of Data Science work
• Data science is software written by data.
• Data possesses an expiration date.
• Anticipating misunderstandings from colleagues or clients regarding
data requirements is crucial for project success.
• Constant Communication between data scientists and business
stakeholders is indispensable for the success of models.
• In structured courses, algorithm building often dominates the workload,
but in real-world scenarios, data cleansing typically constitutes most of
the tasks.
• Feature engineering is a data scientist’s bread and butter.
Tips for Landing a Job in Data Science
Start with SQL and either Python or R with a
target to learn all 3 later-on.
Go beyond the coursework
Understand the needs of the business you are
interested in and demonstrate your understanding.
Show interest in the field and a desire to grow

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[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Exciting World of Data Science.pptx

  • 1. My Journey From the Field of Oil & Gas, To The Exciting World of Data Science Presented by: Omar Ossama
  • 3. • Bachelor’s degree in Petrochemicals & Gases Engineering. • Started as a Petroleum Inspector at Saybolt Egypt. • Transitioned to roles such as Performance Analyst and Global Operations Analyst at SWVL. • Led performance and data analysis efforts at DigiSay. • Currently serving as a Data Science Consultant and Managing Consultant at Synapse Analytics. • Pursuing a Master's in Data Science and Artificial Intelligence at the University of London. Career Overview
  • 4. The Allure of the Oil & Gas Field • Enjoyable work environment with supportive colleagues who became lifelong friends. • Found the job relatively easy, leveraging my skills effectively. • Flexibility in working on-call, providing downtime when work was scarce. • Attractive financial compensation package.
  • 5. Why I left Oil & Gas Field • No fulfilment or passion. • Repetitive work with no personal growth. Why I Chose Data Science • Fascination with programming. • Stumbled upon Artificial Intelligence. • Learning about Data Science.
  • 6. Postgraduate In Data Science What I learned: Learned to do EDA and how to apply the different algorithms on different types of datasets. Pros: • Time efficient. • Comprehensive overview. Con: Focused on applying techniques without in- depth theory.
  • 7. Taking the Data Science Plunge • Learned what to look for and how to find actionable insights from the data. • Found the difference between what I learned in the courses and what the reality of Data Science is. • Building my first predictive model. • Convincing management to adopt the model. My job as a Performance Analyst at SWVL; a fantastic introduction to the business side of data analysis.
  • 8. Why I Enrolled In A Master’s Degree • Desire to have a deeper understanding of the inner workings of Data Science. • Preference for a structured course over online courses. • Ability to fund my studies. • Prestige. Cons of Studying For a Master’s Degree • Expensive if not on a scholarship. • A lot of self study. • Sacrifice work-life balance. Time is more valuable than money.
  • 10. Insights into My Brief Stay • Joined DigiSay to spearhead the Performance and Data Analysis department. • Departed due to a perception that the focus on data wasn't a priority within the company's agenda at that time.
  • 11. • Constant learning experience • Working with customers from different fields and at different stages of data maturity. • The models we’ve built at Synapse Analytics ⚬ Optical Character Recognition (OCR). ⚬ Credit Scoring. ⚬ Inventory Management. ⚬ Dynamic Pricing. ⚬ Customer Churn. ⚬ Recommendation Engines. Life at Synapse Analytics
  • 12. Practical Lessons from years of Data Science work • Data science is software written by data. • Data possesses an expiration date. • Anticipating misunderstandings from colleagues or clients regarding data requirements is crucial for project success. • Constant Communication between data scientists and business stakeholders is indispensable for the success of models. • In structured courses, algorithm building often dominates the workload, but in real-world scenarios, data cleansing typically constitutes most of the tasks. • Feature engineering is a data scientist’s bread and butter.
  • 13. Tips for Landing a Job in Data Science Start with SQL and either Python or R with a target to learn all 3 later-on. Go beyond the coursework Understand the needs of the business you are interested in and demonstrate your understanding. Show interest in the field and a desire to grow