Dr Emmanuel Ogungbemi

Head of Data Engineering | I help you improve your productivity with data and AI

From being a data analyst to leading the development of data pipelines, my journey in data engineering and analytics has been both challenging and rewarding.

When I began my career in data, I faced the daunting task of turning vast amounts of raw data into actionable insights.

The problem? Many organisations struggle with fragmented data and inefficient processes.

Here's how I tackled these challenges and built a successful career in data:

1. Crafted Data Solutions: Designed and implemented a Common Data Platform, ensuring seamless data integration and access.
2. Led Innovative Projects: At NATS, I contributed to the world's first AI system for air traffic control, utilising digital twinning and machine learning.
3. Developed Future Talent: Shaped data science and engineering education at Multiverse by developing comprehensive curricula for degree-level apprenticeships.
4. Consulted on High-Impact Projects: Provided AI and data science consultancy for industry giants like BP, Sword and Chaucer (now BIP UK), driving data-driven decision-making and innovation.

Now, I'd like to talk about you.

Are you aspiring to become a successful data analyst/data scientist/data engineer but need help figuring out where to start?

Here's a roadmap to guide you:

1. Master the Fundamentals:
- Learn key programming languages like Python and SQL.
- Understand data structures, algorithms, and database management.

2. Gain Practical Experience:
- Work on real-world projects to apply your skills.
- Use tools like Power BI and Tableau for data visualisation.

3. Join the Community:
- Participate in data science forums and attend industry events.
- Network with professionals to exchange knowledge and opportunities.

4. Continuous Learning:
- Stay updated with the latest trends and technologies in data analytics.
- Take advanced courses to deepen your expertise.

To help you get started, I've created a comprehensive Data Analyst Roadmap that outlines the essential steps and resources you need to succeed.

Join my email list to register your interest in my free Data Analyst Roadmap.

You have the potential to excel in the data industry, and I'm here to support your journey.

Let's connect and share our experiences in data engineering and analytics!

Head of Data Engineering

I'm excited to share an invaluable resource: the Data Engineer Interview Guide by Simplilearn!

Preparing for a data engineering interview can be daunting, but this comprehensive guide has got you covered. 

Whether you are a fresh graduate or an experienced professional, this document provides a detailed overview of the key questions and answers you can expect in a data engineering interview.

Key topics include:
- Understanding the role and responsibilities of a data engineer
- Differences between data engineers and data scientists
- Key skills required for data engineering, including SQL, Hadoop, and Python
- Essential frameworks and applications for data engineers
- Commonly asked interview questions and how to answer them
- Practical tips for handling job-related crises and real-world scenarios
- Insights into data modelling, ETL processes, and working with big data in cloud environments


Enhance your interview preparation and stand out from the competition with this detailed guide!

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- Add your comment!

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Talks about #data, #kindness, #interviewtips, #selfimprovement, and #careertransition

Data Engineering Intro

I help you break into data science and AI with practical tips, real-world insights, and the latest trends.

SQL Introduction Handnotes

The real secret to becoming a data professional isn't technical skills—it's storytelling.

Here's how narrative trumps numbers.

When I first entered the world of data, I was captivated by the endless possibilities that numbers could unlock.

But soon, I realised something crucial: data alone doesn't speak.

It's the story you weave around it that truly makes an impact.

Let me explain how you can harness the power of storytelling in data:

1. Understand Your Audience
  ↳ Tailor your narrative to resonate with the specific needs and interests of your audience.
  Whether you're speaking to executives or data enthusiasts, adjust your story accordingly.

2. Find the Human Element
  ↳ Data is ultimately about people.
  By highlighting the human impact, you make your insights relatable and actionable.

3. Create a Compelling Narrative Arc
  ↳ Like any good story, your data-driven narrative should have a clear beginning, middle, and end.
  Start with the problem, introduce the data, and conclude with actionable insights.

4. Simplify Complex Data
  ↳ Great storytelling involves breaking down complex data into understandable and engaging segments.
  Use visuals and analogies to make your points clear.

5. Inspire Action
  ↳ Your story should lead to a call to action, encouraging your audience to make informed decisions based on your insights.
  
Remember, data storytelling isn't just about presenting facts—it's about driving change.

By mastering the art of storytelling in data, you transform from a mere analyst to an influential data storyteller.

And the best part?

Anyone can learn this skill.

So, are you ready to craft stories that drive data-driven decisions?

Start weaving your narrative today.

Excited to share an insightful resource: MLlib: Scalable Machine Learning on Spark by Xiangrui Meng and collaborators!

This comprehensive guide explores the powerful capabilities of MLlib, Spark's scalable machine learning library.

It covers everything from basic algorithms to advanced machine learning techniques, making it an essential resource for data scientists and engineers looking to leverage Spark for large-scale data processing and analysis.

Key topics include:
- Overview of MLlib and its integration with Apache Spark
- Machine learning algorithms: classification, regression, clustering, and collaborative filtering
- Practical examples and implementations of logistic regression, k-means clustering, and ALS
- Performance comparisons and scaling properties of MLlib
- New features and updates in MLlib v1.x
- Integration with other Spark components like Spark SQL, Streaming, and GraphX


Unlock the full potential of machine learning with MLlib on Spark and take your data projects to the next level!

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- Add your comment!

Why I believe the future of data engineering lies not in new tech but in teaching empathy and communication.

I started in data engineering with the belief that the latest tech would solve every problem.

That mindset shifted.

Here's why: it's not just about the tools.

It's about understanding the humans behind the data.

In my journey from data analyst to data engineering leader, I've learned that the hardest problems aren't technical.

They're human.

When I was tasked with transforming raw data into insights, I quickly realised that many organisations were drowning in fragmented data.

Not because they lacked technology, but because they lacked communication.

→ Data was siloed.

→ Teams didn't talk to each other.

→ Processes were inefficient.

So I focused on:

1. Building Bridges: I brought together diverse teams, ensuring everyone understood the data's value and purpose.

2. Teaching Empathy: I encouraged my team to see data not just as numbers but as stories with human impact.

3. Enhancing Communication: I led efforts to develop clear channels and languages for data discussions, making complex insights accessible to all.

It wasn’t just about algorithms.

It was about collaboration.

About understanding the fears and hopes of those who rely on the system.

When we embrace empathy and communication, we transform data from a static resource into a dynamic force for change.

We give it life.

The future of data engineering won't be about the flashiest tools.

It will be about the human touch.

So here's my challenge to you:

Focus on the human side of data.

Ask more questions.

Listen more.

Let's build a future where data brings us together, not keeps us apart.

What do you think?

How can we make data engineering more human?

Share your thoughts below.

Board Member | AI & Tech Speaker | Author | Entrepreneur | Enterprise Architect | Top AI Voice

AI Advisor & Technology Speaker | Top AI Voice | Board Member | Author | Enterprise Architect
Guiding Europe’s AI Innovation | 102K+ Followers | 50K+ AI Daily Nutshell Readers | Based in Brussels, EU

I am an AI Advisor, Technology Speaker, Board Member, Author, and Enterprise Architect based in Brussels, EU, helping professionals and organizations across Europe understand and adopt AI with clarity, confidence, and responsibility.

With a community of 102,000+ followers on LinkedIn and 50,000+ readers of my AI Daily Nutshell newsletter, I simplify complex AI topics and translate them into practical insights that leaders, teams, and individuals can act on immediately.

For over 20 years, I have worked across enterprise architecture, cloud, data centres, automation, and digital transformation. Today, my focus is on guiding Europe through the fast-evolving AI landscape — from emerging tools and responsible AI practices to policy, strategy, and the impact of the EU AI Act.

My mission is simple:
Make AI understandable for everyone, and empower Europe to innovate with purpose.

I speak at global tech summits, advise organizations on AI strategy, mentor startups, and engage daily with a global community eager to learn, grow, and stay ahead of change.

If you’re interested in:
• Simplifying AI in practical language
• Understanding AI trends shaping Europe
• Enterprise architecture and transformation
• The EU AI Act and responsible AI
• Emerging tools, future skills, and digital leadership
— you will find daily, value-driven content here.

📍 Based in Brussels, EU
🌍 Collaborating with organizations and communities across Europe and beyond
💬 Open to speaking engagements, advisory roles, and meaningful discussions on the future of AI

#AIEurope #EuropeTech #DigitalEurope #EuropeanInnovation
#Entrepreneurship #ITAdvisory #BoardMember #AIInnovation #BlockchainStrategist #TechVisionary

ChandraKumar R Pillai

Your environment can make you doubt yourself. It can make you feel smaller, weaker, or “not enough.”

But here’s the truth: your power hasn’t gone anywhere. It’s still inside you, waiting for the moment you remember who you are. 

Sometimes you’re not broken, you’re just in the wrong environment. The right space, the right people, the right mindset… that’s when your roar comes alive.

Reminder: Protect your energy. Surround yourself with environments that lift you, not limit you. Your true potential is waiting.

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#success #ai

Talks about #ai, #innovation, #leadership, #motivation, and #technology

Worth

They said “no.”
But visionaries don’t wait for permission.

Toyota fired a mechanic, he built Honda.
Ferrari mocked a tractor maker, he built Lamborghini.
HP ignored an employee’s idea, he built Apple.

The pattern?
Rejection doesn’t stop visionaries. It fuels them.

Every “no” is just proof that your idea is too early not too wrong.

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Entrepreneur | Innovative IT Professional & Enterprise Architect | IT Advisor | Interested in Board & Advisory Roles

With over two decades of dynamic experience in the rapidly evolving IT landscape, I am a seasoned entrepreneur and IT advisor committed to driving technological innovation and strategic leadership. Holding a Master's in Computer Science and an MBA, I have developed a keen ability to merge business objectives with cutting-edge technological solutions.

Key Strengths:

Entrepreneurial Leadership: I've founded and scaled tech startups, using strategic decision-making to drive success.
IT Advisory Excellence: As a trusted advisor, I guide significant digital transformations, delivering sustainable strategies and actionable insights.
Technical Visionary: Leading IT strategies, I translate complex concepts into strategic advantages, redefining industry standards.
AI & Blockchain Expertise: An advocate for transformative technologies, I shape the future of AI and blockchain with strategic insights.

Board & Advisory Roles:
Actively seeking opportunities to serve on boards and advisory panels where I can bring my robust blend of entrepreneurial flair and IT acumen to foster innovation and guide technological strategy.

Thought Leader & Motivational Writer:
As an influential writer and speaker, I discuss artificial intelligence, technological trends, entrepreneurship, innovation, and leadership. My goal is to inspire and equip a community of forward-thinkers and innovators to push the boundaries of what's possible.

AI Daily Nutshell:
Curator of a LinkedIn newsletter providing the latest in AI and innovation. Subscribe here: AI Daily Nutshell https://www.linkedin.com/newsletters/7133147007694589952/.

Consulting and Advisory Services:
I offer strategic consulting services, focusing on leveraging technology to achieve business goals. My approach involves a comprehensive understanding of both market demands and technological advancements to drive organizational success.

Let's Connect:
I am keen to engage in collaborations and board roles that leverage technology to create significant business value. Let’s connect and explore potential opportunities to drive digital transformation together.

#Entrepreneurship #ITAdvisory #BoardMember #AIInnovation #BlockchainStrategist #TechVisionary

Rejection

7 YouTube Courses That’ll Teach You MORE Than a 4-Year Degree, For FREE.

We live in a time where:

➡️ Skills > Degrees
➡️ Execution > Theory
➡️ Curiosity > Credentials

These aren’t just tutorials, they’re career accelerators.

No tuition. No gatekeeping. 

Just pure, high-value learning.

If you’re serious about growth, this carousel is your sign to start learning smarter.

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7 YouTube Courses

Growth isn’t instant.
 You don’t see it today. That’s fine.
Every step counts.
Even the ones you don’t notice.

Stop comparing.
Your path isn’t theirs.

Life isn’t a race.
It’s a grind. One step at a time.

Keep going.
Your progress is real, even if it’s invisible.

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DON'T QUIT NOW. YOUR STORY ISN'T OVER

“What God gave us.
What we did with it.”

Some pages remind you of a simple truth,
blessings are the starting point, not the finish line.

Talent is given.
Growth is built.
Purpose is chosen.
Impact is created.

Every day, we decide whether we use what we have… or waste it.

Gratitude is a gift.
Execution is worship.

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#success

Growth

The Power of Consistency!

It’s not the big leaps that change your life.
It’s the tiny steps you repeat, daily.

When you show up again and again, even on the days you don’t feel like it…

That’s when the real transformation begins.

Swipe through to see how consistency builds confidence, momentum, and long-term success.

Because progress isn’t loud
It’s consistent.

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#consistency #growth #mindset

Most people fear being alone.
That’s why they never grow.

They hide in noise, stay busy, stay distracted — anything to avoid being with their own thoughts.

But here’s the twist:

Solitude isn’t loneliness.
It’s the training ground for clarity, discipline, and real confidence.

When you can sit with yourself — no phone, no validation, no escape —
you stop depending on the world and start depending on you.

Alone is where strong people are built.

Swipe to learn the art of being alone.
Master it, and everything else becomes easier.

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THE ART OF BEING ALONE

We keep waiting for big changes…
But life only shifts through tiny, consistent actions.

20 minutes.
1 page.
A few quiet moments.

That’s all it takes to build a different version of you.
Slow steps > big leaps.
Always.

If you’re trying to grow in 2026, start with something you can do today.

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Daily Habits

𝗚𝗼𝗮𝗹𝘀 𝗱𝗼𝗻’𝘁 𝗰𝗵𝗮𝗻𝗴𝗲 𝘆𝗼𝘂.
𝗬𝗼𝘂𝗿 𝗲𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁 𝗱𝗼𝗲𝘀.

You can read every self-help book, watch every motivational video, and still feel stuck
because willpower dies where distraction lives.

If your desk is chaos, your phone’s a trap, and your space screams “scroll” 
no mindset shift will save you.

But build an environment that rewards focus, structure, and health and discipline becomes automatic.

You don’t rise to the level of your goals.
You fall to the level of your environment.

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#success #motivation

Goals

Most people binge movies for fun.
Billionaires binge them for mindset.

Because one great film can do what a hundred “motivational posts” can’t
shift your thinking, upgrade your patterns, and quietly rewire how you operate.

I just shared 10 movies that will build you the mindset of a billionaire
no fluff, no clichés… just pure perspective-shifting energy.

If you’re serious about leveling up, this list is your new weekend plan.

Dive in. Upgrade the way you think.
Your future self will thank you

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#success

Movie

Most people don’t realize this…
A water bottle is 1$ at the supermarket,
6$ at the airport,
12$ at a hotel.

Same product.
Same quality.
Different value — depending on WHERE it’s placed.

People are the same.
Put yourself in the wrong rooms… you’ll feel “cheap.”
Put yourself in the right rooms… you’ll be respected, paid, and valued differently.

Your environment is a multiplier.
Choose it with intention.

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#success #motivation

Value

Most people already scrolled away.
Because focus is rare.

They want quick hits, not real value.
But not you.

You made it till the end.
That says something about how you operate

You finish what you start.
And that’s exactly why you’ll go further than most.

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Grow

We didn’t ruin the world… We just started using things against their purpose. 

School → became a race. 
Internet → became a distraction. 
Love → became a battlefield. 

The truth is simple: 
When purpose is lost, everything feels heavy. 
When purpose is restored, everything works again. 

Let’s get back to alignment. One choice at a time.

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Purpose

Every day, you face two doors.
One is fear, it keeps you safe, comfortable, stuck.
The other is growth, it’s uncomfortable, uncertain, but it changes everything.

You don’t need more time.
You need to choose courage over comfort.

Because in the end the choice is yours.

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Choice

Your past isn’t something to bury, it’s something to own.

Every mistake, every failure, every tough moment… It’s all part of your blueprint.

Stop blaming, stop hiding, stop pretending it didn’t happen.

Own your actions. Learn from them. Use them.

Because the only way to build a future worth having is to face your past, take responsibility, and move forward with purpose.

Your past isn’t a weight, it’s your launchpad.

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Learn from Past

We underestimate the power of small habits…
until they completely change who we become.

30 push-ups a day.
Sleeping 30 minutes earlier.
10,000 steps.

Individually? Simple.
Collectively? Life-changing.

It’s not the big moves that transform us
it’s the quiet consistency no one sees.

Show up today.
Your future self will thank you.

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#success #motivation

Habits

Two people. Same object. Different mindset.

One sees a dream. The other sees depreciation.

Perspective decides what’s outdated, your model or your mindset

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Perspective

99% of people don’t own their phones,
their phones own them.

They wake up → scroll.
They sleep → scroll.
Their attention, discipline, and drive? All gone.

But the 1%?

They treat their phone like a weapon, not a weakness.

They use it to learn, build, connect, and grow.

Here’s how they stay in control:

1️⃣ Silence notifications
2️⃣ No phone before bed / after waking
3️⃣ One full detox day a week
4️⃣ Replace scrolling with creation
5️⃣ Master your device, or it will master you

The difference between distraction and domination
is just one habit away.

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Kill Addiction

Your value isn’t in the raw material, it’s in the work you put into yourself.

We all start the same.
But we don’t end the same.

Because what truly sets you apart is:

➡️ The effort no one sees
➡️ The discipline you build daily
➡️ The skills you sharpen when others slow down
➡️ The refinement that only consistency brings

Your growth is your greatest investment.

Keep building. Keep evolving.
The return is always worth it. 💛

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#success #motivation

Your life changes the moment you stop buying your own excuses. 

Discipline isn’t a mood, it’s a decision. 
You talk less, you listen more. 

You cut the distractions that keep you average. Most people want results without the routine. 

Winners build the routine that creates the results.

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The Battle

Dr Emmanuel Ogungbemi

ChandraKumar R Pillai

Followers

Posts

Engagements

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Performance ScoreDr Emmanuel Ogungbemi's LinkedIn Performance

Performance ScoreChandraKumar R Pillai's LinkedIn Performance

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taplio

The Battle

Dr Emmanuel Ogungbemi

ChandraKumar R Pillai

Followers

Posts

Engagements

Likes

Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}Dr Emmanuel Ogungbemi's LinkedIn Performance

Performance ScoreChandraKumar R Pillai's LinkedIn Performance

Ready to grow your LinkedIn presence?

Performance ScoreDr Emmanuel Ogungbemi's LinkedIn Performance