“Data is the new oil,” but oil, unrefined and unregulated, doesn’t power cities. It poisons rivers.

I came into the data analytics space not from a pure statistics background but from product management, from the trenches of building real platforms, managing real users, and watching how decisions made in documents and Jira boards eventually shaped people’s experiences. That vantage point has given me a very specific lens on what data ethics actually means: it’s not a compliance checkbox. It’s a design decision.

As I deepen my data analytics knowledge, most recently through a Cisco Data Analytics course that pushed me to think more rigorously about how data is collected, interpreted, and applied. I find myself returning again and again to one question:

Are we using data responsibly?

This article is my attempt to answer that honestly.

The Data We Collect Is Never Neutral

There is a seductive idea in our industry that data is objective. Numbers don’t lie, we say. But numbers are always collected by someone, about someone, for a purpose. And those three “someones” are rarely the same person.

When I was designing analytics features for a learning platform, tracking student progress, course completion rates, and engagement metrics, I had to ask hard questions. Who is this data for? What happens when a student’s “low engagement” flag gets surfaced to an admin? Does the student know they are being tracked this way? These felt like product decisions. But they were deeply ethical ones.

The truth is, every data model encodes the assumptions of its creator. If you define “engagement” as the number of logins, you penalize learners who download content for offline study.

If you define “performance” only by quiz scores, you miss students who demonstrate mastery through discussion. The data doesn’t lie, but the framework you chose to collect it in might.

Ethical data use begins at the design stage not at the audit stage. If you are only reviewing your data practices after collection, you are already too late for the people your model got wrong.

The African Context: When You Are the Missing Data

Growing up and working in Port Harcourt, Nigeria, I have experienced something that many Western-trained data practitioners have not: being the person that the model was not built for.

AI systems trained predominantly on Western datasets carry the worldview of their training data into every prediction they make. Research has documented that algorithmic bias creates systematic and unfair discrimination, particularly in developing countries where marginalized groups bear the greatest cost of flawed models in areas like access to credit, healthcare triage, or even job candidate screening.

I have watched this play out in subtle ways: recommendation engines that don’t understand Nigerian names. Credit-scoring models that penalize patterns common in informal economies. Fraud-detection systems that flag mobile money behaviors are standard in West Africa. The algorithm isn’t biased in intent, but it is in effect. And the effect is what matters to the person being denied.

One of the things the Cisco course reinforced for me is how much the quality and representativeness of your dataset determines the integrity of your analysis. You can apply the most sophisticated techniques in the world, but if the data you started with excluded an entire population, your insights will too. Garbage in, injustice out.

There is growing scholarship calling for African perspectives as necessary voices in global data ethics discourse not as fringe additions, but as corrective lenses that expose the blind spots of systems designed in Silicon Valley and exported to the world. I believe this wholeheartedly. And I believe that showing up in this field as someone who has lived at the edge of these datasets is an asset, not a deficit.

What Ethical Data Use Actually Looks Like in Practice

Ethical data analytics is not about being afraid to use data. It is about being intentional. Here are the principles I carry into every product and analytics decision I make:

01 — Purpose limitation. Collect only what you need for the reason you stated. If you’re tracking course completions, you don’t need device location. Scope creep in data collection is where trust goes to die.

02 — Informed, meaningful consent. Not a 3,000-word Terms of Service that nobody reads. Consent should be plain-language, specific, and genuinely optional. If opting out breaks the core experience, that’s coercion, not consent.

03 — Interrogate your training data. Before you build a model, ask: who is underrepresented here? What behaviors or contexts are invisible in this dataset? Build in diversity audits as a first-class step, not an afterthought.

04 — Accountability by design. Every AI decision that affects a human life should have a clear accountability chain. Who is responsible when the algorithm gets it wrong? If the answer is “the algorithm,” that is a governance failure.

05 — Privacy-first architecture. Leading organizations are now treating privacy-by-design as non-negotiable — not because regulation forces them to, but because customers are increasingly aware and increasingly choosing trust. Anonymize where possible. Minimize retention. Build as if you are the user.

The PM’s Unique Responsibility

As a Technical Product Manager, I sit at the intersection of business goals, engineering decisions, and user experience. That makes me and people like me the last line of ethical defence before a feature ships.

Engineers can build anything we spec. Designers can make it beautiful. But PMs ask: should we?

I have pushed back on data collection requests that felt unjustified. I have added friction to admin dashboards to prevent surveillance-style monitoring of individual students without cause. I have written user stories that explicitly include data transparency as an acceptance criterion.

These are small choices. But they compound. And they are the only thing standing between a user and a product that treats them as a data point rather than a person.

I think about this often: the student who enrolled on a platform because they believed it would help them grow professionally. They trusted us with their learning history, their time, their academic progress. That trust is not a resource to be monetised. It is a responsibility to be honoured.

Where the Industry Needs to Go

The global conversation about AI ethics is growing louder — and I am glad. But I am also cautious. Because there is a real risk that “ethical AI” becomes a brand positioning exercise rather than a structural commitment.

What I want to see and what I hope to contribute to through my analytics career is this:

More African and Global South voices in data governance. Not as consultants brought in to validate decisions already made, but as architects of the frameworks themselves.

Ethics metrics are treated like performance metrics. Fairness audits, bias reports, and consent rate dashboards should live in the same product health scorecard as DAU and conversion rates. If it doesn’t get measured, it doesn’t get improved.

Data literacy as a civic right. People cannot protect what they don’t understand. Taking the Cisco Data Analytics course reminded me that analytical thinking is a skill, and like all skills, access to it is unevenly distributed. As a PM and a growing data practitioner, I see education as part of the ethical mandate, not just understanding data ourselves, but helping those we build for understand it too.

I started this article with a provocation: data without conscience is just noise. I believe that. But I also believe the opposite is true: data handled with integrity, built on inclusive datasets, governed by clear accountability, and designed around human dignity? That is one of the most powerful tools we have for progress.

That is the kind of data professional I am determined to become. Not just technically strong but ethically anchored.

I am a Technical Product Manager with a background in Computer Science. I write about product, data, and tech at the intersection of the African experience and global practice.

Have you ever attended an event thinking, “I’ll just listen and go home”?
And then you leave feeling like something inside you shifted?

That was me on Saturday, January 10, 2026, at the Algorithm Conference hosted by Celebration Church, Port Harcourt.

Saturday mornings have a way of making rest feel like the better option. They tell you staying home won’t hurt, that you can always attend the next thing. But this time, I followed the nudge to show up. I got dressed, grabbed my notebook, and walked into the conference, expecting to learn, not realizing how much of it would stay with me.

I didn’t leave with just notes.
I left with questions. With convictions. With a quiet push to do better, think deeper, and move faster.

I came ready to listen.
What I didn’t expect was how quickly the sessions would stop feeling like talks and start feeling like conversations meant just for me.

The first speaker didn’t talk about big dreams or motivation.
She talked about structure.

And that’s when I knew this day was going to be different.

The Conversation Started With Structure

The first voice that grounded the room belonged to Saint Tracy. She didn’t start by motivating us. She didn’t try to inspire us with dreams of scale or success. She started with something far less exciting, but far more necessary: systems.

She spoke calmly, almost plainly, about policies, processes, and procedures. At first, it sounded simple. Almost too simple. Then it started to feel uncomfortable — because simplicity has a way of exposing the things we’ve been avoiding.

She explained that systems are the invisible structures that govern how a business actually runs. Policies define the rules and boundaries. Processes map the journey from start to finish. Procedures break things down into exact, step-by-step instructions (what she called SOPs) so that work doesn’t depend on memory, mood, or who happens to be available.

Then she asked a question that lingered in the room longer than expected:
“If you step away from your business today, will it still function?”

That question didn’t feel theoretical. It felt personal.

She talked about how many businesses operate ad hoc, handling things as they come, relying on flexibility instead of clarity. It works at the beginning, she said, but over time it becomes exhausting. You’re constantly fixing instead of building, reacting instead of leading.

Growth, she reminded us, demands intention.

When the same problems keep showing up, they’re no longer accidents; they’re signals. And the solution isn’t more effort; it’s a better structure. She walked us through what that looks like in real life: you notice what keeps breaking, decide the best way to fix it, document the solution, and then actually enforce it. Not once. But consistently.

She explained that a good system should be able to answer four simple questions without confusion:
1. What result are we trying to achieve?
2. How do we get there?
3. What do we do when something goes wrong?
4. And who is responsible?

She also spoke about workflow, how effective systems must be clear, standardized, and not dependent on one person, especially the CEO. If everything waits for you, everything slows down because of you.

And then she added something that softened the room a bit: good policies don’t just protect the business, they protect the people working in it. Structure, when done well, creates fairness, clarity, and peace.

By the time she said, “Your business should not depend on the CEO to survive,” I realized something quietly unsettling: structure isn’t optional. It’s not control. It’s mercy. for yourself, for your team, and for the people who will come after you.

If everything pauses when you’re absent, you don’t have a scalable system — you have personal effort disguised as structure.

By the time she ended, I realized something important:

Before vision, before sales, before branding — there must be order.

Then Someone Told Us to Be “Stupid”

If Saint Tracy gave us structure, Pastor Olushola Olaleye dismantled our excuses.

He spoke about vision, but not in the way people usually do. He talked about time — how people in their twenties and thirties often misunderstand it. On one hand, we behave as though we have endless time, which leads to procrastination. On the other hand, we act as though time is slipping away, which leads to panic. Caught between both, we do… nothing.

He said vision doesn’t begin where you want to go. It begins where you are. And that truth demands self-awareness — an honest look at how you got here, the habits you tolerated, the things you failed to build.

Then he said something that made the room laugh before it made us think: “Vision requires stupidity.”

Not foolishness. Audacity!.

The kind that dares to dream without guarantees. The kind that tries even when failure is possible. The kind that looks ridiculous before it looks successful.

He reminded us that vision is not the absence of obstacles; it is the presence of focus. That a focused fool will outperform a distracted genius. That many people never step into boldness because they are too comforted by backup plans. And that sometimes, believing truly comes before seeing.

What stayed with me most was his reframing of failure. He spoke about falling in love with trying — trying again, learning, adjusting, and going back in. He said every serial success is a serial failure first. And suddenly, failure didn’t sound like an ending. It sounded like tuition.

What he added next deepened that perspective.

He spoke about learning to become a friend of time — having the patience to wait for what you’ve planted to grow, and the wisdom to know when it’s time to act. Vision, he said, requires responsibility and accountability for how far you’ve come, not just excitement about where you want to go.

He challenged us to treat every moment as precious, reminding us that it’s not about the number of years in our lives, but the life we put into those years. That vision demands intentional focus — not seeing many things, but developing the discipline to ignore almost everything else.

He also talked about process over results. In a world obsessed with outcomes, he encouraged us to become process-driven instead. To commit to doing our best regardless of the outcome, trusting that consistency compounds over time.

One insight stood out clearly: first-time founders are often product-focused, but second-time founders are market-focused. You don’t build something and then search for people to sell it to. You study the market, identify a real problem, and then build something that solves it.

His message was simple, but weighty:
Try. Fail. Learn. Adjust. Go again.

Have a proof of concept. Focus on one thing first. Be known for something before expanding into everything else. And don’t be afraid to collaborate — you don’t always have to be the pioneer to make an impact.

By the end of his session, audacity didn’t feel reckless.
It felt necessary.

Then the Room Learned How Stories Travel

By the time Salem King stepped up, the atmosphere had shifted. He spoke about personal branding and storytelling, but it didn’t feel like a marketing lesson. It felt like permission.

He described storytelling as the act of making information meaningful by wrapping it in emotion, structure, and human context. Not performing. Not pretending. Just helping people understand who you are.

He reminded us that no two people have the same combination of education, exposure, interests, expertise, and experience. That mix is your story. And your responsibility is to communicate it well.

He explained that stories should be relatable, applicable, memorable, and portable — easy to carry, easy to retell. And then he gave one of the most practical reminders of the day: “Don’t say in five minutes what you can say in one.”

When he spoke about social media, it didn’t feel intimidating. He framed it as a vehicle — nothing more. Know your audience. Understand their problems. Connect those problems to the solutions you can offer. Then show up authentically, generously, and consistently.

He said something that felt like reassurance for anyone building quietly: “If you show up long enough, the internet finds a way to reward you.”

What he added next grounded all of it in reality.

He talked about communication — how storytelling isn’t about saying what you want to say, but presenting it in a way the audience wants and needs to hear. When you tell your story well, he said, people don’t just hear you; they understand you.

He challenged us to dream big — dreams so big they scare us — but to pair those dreams with smaller, practical goals. Not just outcome-based goals, but process-based ones. The kind you can commit to daily, even when motivation is low.

He also warned against comparison. Not the obvious kind — but the subtle one. Comparing yourself to the very people you should be learning from. Instead of being intimidated, he encouraged us to be inspired. Progress looks different for everyone, and effort doesn’t always show up immediately as success.

One line landed quietly but deeply:
Your effort will not always match your results — and that doesn’t mean it’s wasted.

He reminded us to always have a bigger reason for what we do than just the outcome. Because outcomes fluctuate, but purpose sustains consistency.

By the end of his session, storytelling no longer felt like a skill reserved for “creatives” or “public figures.” It felt like a responsibility — a way to turn ideas into experiences, and experiences into connection.

Finally, We Learnt About Selling Without Fear

The last session was a breakout session with different speakers. I could only take notes for Joseph Don’s session, where he spoke on sales, and it ended my day on a surprisingly freeing note.

He said sales is not about convincing people. It’s about getting them to make a decision. Yes or no. Clarity, not pressure.

He described sales and business as games of numbers — activity layered with improvement over time. And the biggest barrier to selling, he said, is mindset. Many people see selling as awkward or intrusive when in reality, it’s simply an exchange of value.

Confidence doesn’t come before action. It comes from action.

That reframing felt gentle, but powerful. Selling didn’t sound like something to fear anymore. It sounded like a skill you grow into by showing up.

By that point, the conference was still moving, with other breakout sessions happening in parallel — I couldn’t take notes after these.

What I Carried Home With Me

I didn’t leave the Algorithm Conference feeling hyped.
I left feeling aligned.

Aligned with the need for systems before scale.
Aligned with the truth that vision demands courage.
Aligned with the idea that stories connect us before strategies do.
Aligned with the understanding that action beats perfection.

More than anything, I left with a quiet resolve to try again and again if necessary.

And if there’s one thing the day taught me, it’s this: growth doesn’t come from waiting until you feel ready. It comes from moving, learning, failing, adjusting, and moving again.

So if you’re building something, dreaming something, or standing at the edge of starting — maybe this is your nudge too.

Let’s try.

Thank you for reading this far. Truly.
If this reflection resonated with you, please clap for this article and follow me here on Medium — it helps my writing reach more people, and it encourages me to keep sharing what I’m learning along the way.

I’m also deeply grateful to Celebration Church Port Harcourt for hosting such an impactful conference and making it accessible for free. That generosity matters more than we often acknowledge.

And to all the speakers who shared so honestly — thank you for the clarity, the challenge, and the permission to grow better, not just bigger.

Here’s to building wisely.
Here’s to starting before we feel ready.
And here’s to going again.

Cheers to experiencing progress and joy in the faith. In Christ! For Christ! With Joy!!!🎉

A few years ago, I noticed a pattern in my life.

Whenever there was an idea on the table, something unclear, messy, or still forming, I was always the person trying to make sense of it, asking questions, breaking it down, and turning it into something that could actually work.

I didn’t have the language for it at first. I just knew I enjoyed clarity. I enjoyed structure. I enjoyed watching things move from confusion to understanding.

That’s how I found my way into product, research, and data.

As a Product Manager and a Research & Development Associate, my work lives at the intersection of execution, research, and decision-making.

Learning to Build Products That Make Sense

As a Product Manager, I’ve worked closely with designers and developers to build and improve products, particularly in the EdTech space. My responsibilities have ranged from user and market research to writing product requirements, managing workflows in Jira, supporting testing, and helping teams stay aligned on priorities.

At some point, I realized something important: teams don’t just need direction — they need visibility.

So I created a simple Excel-based tracking system that helped leadership see daily progress clearly, improve accountability, and work more efficiently. It wasn’t sophisticated or flashy, but it worked. And that experience reinforced a lesson I still carry with me: progress improves when people can clearly see it.

What mattered most to me wasn’t just shipping features. It was helping teams focus on the right problems and measure progress honestly.

Working With Academic Research and Data

Alongside product work, I’m deeply involved in academic research and data analysis.

As a Research and Development Associate, I work mainly with academic research data — cleaning it, analyzing it, and trying to understand what it’s really saying. I contribute to academic research papers, support database analysis, and use tools like R for topic modeling.

A big part of my work is translating complex findings into insights people can actually use. I genuinely enjoy the moment when data starts to tell a story, and things finally make sense. That clarity — when patterns emerge, and decisions become easier — is one of my favorite parts of the work.

Wearing Different Hats and Learning from Them

Earlier in my career, I worked in roles that taught me how to execute, adapt, and support teams effectively. I’ve worked as a Virtual Assistant, a Product Management intern, and a Personal Assistant to a CEO.

Those experiences shaped how I work today. They taught me discipline, communication, attention to detail, and how to support leadership in fast-moving environments without losing structure.

Community, Learning, and Growth

Beyond formal roles, I care deeply about people and growth.

I co-founded the Bosses in Business community, where we hosted webinars and learning sessions to help business owners and professionals upskill, learn, and grow.

Community work has taught me just as much as professional work has — especially about leadership, systems, and sustainability.

Why I Document My Journey

I love documenting what I’m learning.

I write on Medium to reflect on my journey, share lessons from my work, and put words to things I’m still figuring out. Writing helps me think clearly. And if something I write helps someone else feel less confused or more confident, that’s meaningful to me.

What I’m Looking Toward

Today, I’m actively working and widening my global reach.

I’m open to collaborating with international teams in remote product and research roles, as well as providing advisory or consulting support to early-stage teams focused on building strong foundations.

More than anything, I’m interested in work that values clarity, thoughtful execution, and real impact.

If this resonates with you, I’m glad you’re here.

Feel free to connect with me on LinkedIn or reach out if you’d like to continue the conversation.

Here’s to doing meaningful work and making a real impact.🥂

It started with a simple dream: to get into university, study Computer Science, and somehow figure out what I wanted to do with my life.

But what unfolded over the last few years has been more than I imagined. It’s been a story of becoming, slowly, deeply, beautifully.

I remember stepping into the gates of the University of Port Harcourt in 2019 as a Basic student (a pre-degree program). Everything felt big, unfamiliar, and full of possibility. I was excited. Nervous. Hopeful. I had no idea what was ahead, but I knew I wanted to make it count.

Back then, I didn’t have the full picture. I didn’t know that in between lectures and lab sessions, I’d be learning how to run a business. That I’d find myself hosting tech events, leading communities, and writing projects at 2 a.m. I didn’t know I’d be building more than just a career, I’d be building myself.

But that’s what happened. And now, on July 25th, 2025, I graduated.🎓

From Basic Student to Graduate and So Much More

My journey officially began in 2019. I started in the Basic programme for Computer Science at the University of Port Harcourt, Rivers State, Nigeria, and successfully gained admission into the degree program. From that moment, I knew I didn’t just want to pass through school; I wanted school to pass through me. I wanted to grow, stretch, explore, and find out who I could become.

Funny enough, when I was in secondary school (SS3 / Grade 12), we were asked to choose our course and what we wanted to become. I boldly wrote “Computer Science.” But in my mind, that meant owning dozens of cyber cafés all over the country. 😄
That was the dream, a girl with big business plans who didn’t yet know that Computer Science was so much more than cyber cafés and printing documents.

But it was during the Basic program that I started getting a bit of clarity, a glimpse into the real beauty of Computer Science.
The logic, the structure, the possibilities. It opened up a whole new world. And as I advanced in the course, I started to see how this field could intersect with creativity, problem-solving, innovation, and even entrepreneurship.

Let’s just say I’ve come a long way since then.

Building a Business from Scratch: The ExploreDebbie Story

In 2020, in the middle of my academic journey, I started an online food and gifting business called ExploreDebbie. It began as a passion for creating delightful experiences through food and thoughtful packages, and over time, it grew into a brand known for quality and care. From managing orders and coordinating deliveries to marketing our offerings and ensuring every customer had a smooth experience, I oversaw the operations end-to-end.

There were nights I’d be reviewing customer requests after hours and early mornings spent ensuring orders were properly fulfilled and on their way. It was chaotic sometimes. But it was worth it.

Today, ExploreDebbie is almost five years old 🎉 (we turn five this August 8th, 2025), and I’m proud of the community we’ve built, the joy we’ve delivered through our products, and the consistency we’ve maintained even as a student.

Running that business while studying taught me more than any textbook ever could. It taught me how to manage pressure, show up for people, and believe in an idea enough to keep pushing even when it was hard.

Leadership, Tech & Volunteering: Learning Beyond the Syllabus

My time in school wasn’t just spent building a business. I also immersed myself in communities that helped me grow in leadership, tech, and service.

As a Microsoft Learn Student Ambassador, I had the privilege of working with other amazing student ambassadors to host physical and virtual events around Microsoft technologies. We led workshops, launched Cloud Skills Challenges, and created spaces where other students could learn, ask questions, and grow.

I also assisted the Microsoft ADC Students League (Uniport Chapter) Lead, Michael Ukpeh, supporting projects and events that exposed our peers to exciting opportunities in the tech world.

Through these roles, I discovered the joy of helping others find their path. I saw how one event, one resource, or one encouragement could spark someone’s journey, just like others had sparked mine.

Building Something Bigger Than Me: Bosses in Business

In 2023, something beautiful began.

Alongside some of my amazing friends and fellow student entrepreneurs, we launched a community called Bosses in Business (BIB). What started as a simple idea soon evolved into a thriving, intentional space for entrepreneurs, creatives, content creators, developers, and aspiring business owners to grow, connect, and build together.

The goal was clear: to create a platform where business-minded individuals, whether just starting out or already running something, could learn, network, and find support. We aimed to bridge the gap between ideas and execution by providing people with access to knowledge, conversations, and community.

We, alongside some volunteers, hosted monthly Twitter Spaces, sharing raw, practical insights about starting and growing businesses. We organized Virtual Business Summits that featured inspiring guest speakers who generously shared their journeys, lessons, and strategies. And for nearly two years, we held space for people to ask questions, gain clarity, and take steps forward.

Though we eventually had to pause community activities due to final-year projects and personal career demands, those two years of impact still speak for themselves.

Bosses in Business reminded me that with passion, collaboration, and a shared sense of purpose, you can build something that truly uplifts others—even as students.

The Power of Teamwork and Soft Skills

If you ask me what some of my most valuable lessons were during school, I wouldn’t point to a single course. I’d point to group projects.

The ones where things didn’t always go smoothly, where deadlines were tight, and where we had to learn to listen, compromise, and figure things out together. And the ones where we celebrated small wins that felt like major milestones.

One of the standout experiences for me was during our 300-level Software Engineering coursework, where my classmates and I were tasked with drafting comprehensive product documentation for a product idea. It wasn’t just an academic exercise; it was an immersive experience that introduced us to real-world software design processes, documentation structure, and collaborative project thinking.

Working with my team through that assignment gave me firsthand exposure to what it means to build, organize, and present a tech product from concept to documentation. It challenged us to think critically, communicate effectively, and pay attention to detail.

And that experience paid off especially during my SIWES internship, where I worked as a Product Manager. The skills and insights I gained from that coursework gave me a strong foundation and made me more confident in my role. I’m deeply grateful to Dr. Rotimi Ogunsakin, our lecturer at the time, for giving us that opportunity and designing a project that truly prepared us for the industry.

That experience and so many others like it taught me that soft skills matter. Teamwork, communication, empathy, and adaptability are the quiet strengths that carry you through your career just as much as any technical skill ever will.

Working and Learning: Gaining Real-World Experience

While still in school, I also gained valuable work experience both physically and remotely.

I worked as a Personal Assistant and later as a Virtual Assistant, where I learned the importance of structure, scheduling, accountability, and communication. I also enrolled in the ALX Virtual Assistant Program, which I completed. That experience not only opened up new career paths but also gave me the confidence to serve clients and manage tasks with excellence.

For my SIWES (Industrial Training), I worked as a Product Manager Intern at Renaissance Innovation Labs, which opened up a whole new world for me. I got to be part of a team, learn how products are built and shipped, and understand what it means to create value with intention. That internship laid the foundation for what I believe will be a core part of my career going forward.

All these roles stretched me, but more importantly, they prepared me.

Through It All, God Carried Me

Behind every achievement, every late-night assignment, every sale made, every event hosted, and every win was God.

This journey hasn’t been easy. There were times I was overwhelmed, confused, and uncertain. Times I didn’t think I could keep up. But every time, God showed up. Sometimes through a friend’s call, through a verse I stumbled on, and sometimes through quiet strength in the middle of exhaustion.

One of the ways God helped me grow was also through Celebration Church International(CCI).
Becoming a part of CCI_Ph while in school was a turning point in my spiritual walk.
Through the sermons, the teachings, the community, and the atmosphere of faith, God began to reintroduce Himself to me not just as a helper in hard times, but as a Father, a teacher, a leader.

He used that church to stretch my understanding of purpose, identity, and grace.
And looking back now, I know that joining CCI was one of the ways He carried me.

God has led me. He’s been my compass when I didn’t know where I was going and my peace when everything felt loud and chaotic.

He gave me people, family❤️, friends, and mentors who poured into me.
He gave me strength when mine ran out.
He opened doors I never could have knocked on myself.

He placed incredible teachers along the way, like my final-year project supervisor, Dr. C.B. Marcus, whose guidance and encouragement during my project research made a huge difference.
And through every course and class, He used my lecturers to challenge, inspire, and prepare me. I’m grateful for each one of them.

And as I step into this new chapter, I carry that same trust and confidence in Him.

The Next Chapter Has Already Begun

Graduation is not the end. It’s a milestone, a marker of how far I’ve come and how much more is still ahead.

As I reflect on this journey from 2019 to 2025, I’m proud. Not just of the certificate I received, but of the woman I’ve become through it all.

I learned. I failed. I built. I served. I stretched. I prayed. I grew.

And now, the next chapter has already begun.

I don’t know everything that’s ahead, but I know who I am and who’s leading me, and I know that the best is still unfolding.

📌 Thank you for reading my journey. If you’re a student, a builder, or just someone in the middle of figuring things out, keep going. Use what you have, where you are, and don’t underestimate how much growth is happening right now.

There’s time.
There’s grace.
And there’s a lot more ahead. Hold God tight, and let him lead you.

Cheers to doing big things. 🥂

We’re generating more data than ever before—but how do we make sense of it all?

That question led me into the world of big data and the popular framework used to explain it: the three V’s—and in many modern cases, a fourth is added too. But before we dive into them, let’s take a moment to understand what big data actually is.

Big data refers to datasets that are too large or complex for traditional data tools to handle. We’re talking about billions of rows of data, real-time streams, unstructured formats like video or social media, and more data being created in one day than entire decades produced in the past.

But it’s not just about size — it’s also about the speed, variety, and sometimes messiness of the data.

That’s where the V’s come in. They help us make sense of big data and the challenges that come with it.

So grab your cake and wine, get comfy, and let’s explore these V’s one slice at a time.

1. Volume: The Amount of Data

This is the most obvious one. Volume refers to how much data is being generated. From social media posts and online purchases to smart sensors and medical records, the amount of data being produced every second is staggering.

💡 Fun fact: Over 2.5 quintillion bytes of data are created every single day.

Handling this volume requires tools that can store, organize, and process massive amounts of information. Think of distributed systems like Hadoop, Spark, and cloud data warehouses.

2. Variety: Different Types of Data

Data doesn’t come in a single format. There’s a wide variety of it, and that can be tricky to manage.

• Structured—neatly organized (like Excel sheets or SQL databases)
• Semi-structured—somewhat organized (like JSON or XML files)
• Unstructured—free-form (like text, audio, video, images, emails)

Because of this variety, data systems need to be flexible. The tools and models used must be able to work across formats, not just structured tables.

3. Velocity: The Speed of Data

Velocity is all about how fast data is coming in—and how quickly we need to process it.

Some examples:

• A ride-hailing app matching you to a driver in seconds
• Financial trading systems analyze prices in real-time
• Health monitors tracking vitals second-by-second

The challenge here isn’t just storing data fast — it’s also making decisions quickly. This is where tools like Apache Kafka, real-time dashboards, and stream processing come into play

4. Veracity: The Trustworthiness of Data

The final V, veracity, speaks to the quality, accuracy, and reliability of data. Big data often comes from messy, noisy, or incomplete sources. If you can’t trust your data, any insights drawn from it will be questionable at best.

Addressing veracity involves:

• Cleaning and preprocessing data
• Validating sources
• Applying statistical techniques to identify and correct inconsistencies

In fields like healthcare or finance, where decisions can have serious consequences, veracity is not optional—it’s essential.

Why These V’s Matter

Whether you’re a data analyst, data scientist, or just someone interested in tech trends, understanding these four V’s helps you appreciate what makes big data both powerful and complex. They serve as a foundational framework for evaluating:

• What kind of infrastructure is needed
• How to choose the right tools
• Where potential bottlenecks or risks lie
• How to prioritize data governance and integrity

As data continues to grow in every sector—from education to entertainment, public health to logistics—the ability to handle volume, variety, velocity, and veracity will shape who leads and who lags behind.

Big data isn’t just about having more information—it’s about knowing how to manage and use it wisely.

The 3 V’s (or 4 V’s) framework gives us a simple but powerful way to understand the complexity of modern data. And as we continue to rely on data for critical decisions, remembering these four dimensions will help us build stronger, smarter, and more trustworthy systems.

Found this helpful? Give this article a 👏🏽 or leave a comment here on Medium. And connect with me on LinkedIn. Cheers. 🥂

Imagine walking into a building with no walls.

Every room blends into the next. You’re not sure if you’re in the kitchen, the hallway, or a bathroom. There are no signs, no structure — just open space and confusion.

That’s what reading an unstructured piece of writing feels like.

It might have great ideas, but if everything is jumbled together, the message gets lost.

Hello Readers, I’m Okonu Deborah, and in this article, I want to share one of the simplest, most effective writing tips I’ve learned:

In writing, Every paragraph should focus on one key point.

Why Structure Matters More Than You Think

When a reader opens your writing, they’re subconsciously asking:

“Where are you taking me?”

Your paragraphs are the guideposts. They help your reader follow your thoughts step by step.

But when one paragraph is doing too much — jumping from idea to idea — it creates cognitive overload. The reader loses track, the message gets diluted, and you lose the opportunity to make an impact.

The Rule: One Paragraph, One Idea

Think of each paragraph as a room with a purpose.
Just like a kitchen isn’t meant to double as a bathroom, each paragraph should serve one role: to deliver one core point.

And the first sentence of the paragraph? That’s your signboard.
It should give the reader a hint of what that paragraph is about.

When that happens, even someone who’s skimming can understand your structure and stay engaged.

Let’s Look at an Example

Here’s a paragraph that tries to do too much:

Writing is important because it helps people communicate. Sometimes writing can be hard when you don’t know what to say, so planning ahead is helpful. You should also avoid long sentences and check for grammar mistakes.

Notice how it talks about:
 — The importance of writing
 — The struggle of writing
 — The benefit of planning
 — Sentence length
 — Grammar

That’s five ideas in three lines. Too much.

Now, here’s a clearer version:

Paragraph 1:

Writing is one of the most powerful tools we have for communication. Whether in school, work, or personal life, clear writing allows you to express ideas effectively.

Paragraph 2:

But writing can feel difficult when you’re unsure what to say. That’s why planning your structure ahead of time helps bring clarity and direction.

Paragraph 3:

Once you’ve written your draft, focus on sentence structure and grammar. Shorter sentences are easier to read, and editing improves the overall flow.

Now, each paragraph has a clear role. No overlap. No confusion.

3 Simple Ways to Improve Your Paragraphs

1. Lead with a clear topic sentence
   Let the reader know what this paragraph is about.
2. Watch out for “also,” “another thing,” and topic shifts
   These usually mean you’re blending ideas that should be separated.
3. Reread aloud
   If it feels long, heavy, or hard to follow, break it up.

Clear writing isn’t about sounding smart.

It’s about making your ideas easy to follow — one step, one paragraph at a time.

Your reader should never have to guess what you’re trying to say.
Help them by keeping your paragraphs focused and purposeful.

Writing becomes easier when structure leads the way.

Found this helpful? Give this article a 👏🏽 or leave a comment here on Medium. And connect with me on LinkedIn. Cheers 🥂

Ever tried baking a cake without knowing what you want it to taste like or what ingredients you have? You might end up with a lumpy mess—or worse, something no one wants to eat.

That’s exactly what working with data can feel like if you don’t understand the difference between how data is managed (the data life cycle) and how it’s analyzed (the data analysis process). You need both the recipe and the plan to actually get something useful out of it.

Hello readers! I’m Okonu Deborah, and I love sharing new knowledge and insights I find helpful.

In a few minutes, I’ll be taking you through the journey of answering a very intriguing question I came across in my data analysis course—and I promise, it’ll all make sense (just like a good cake 😄).

So, get your cup of coffee and your favorite snack—for me, I love cakes—and let’s get into it!

First, what is the data life cycle?

The data life cycle is the full journey that data goes through—from the moment it’s planned and collected to when it’s archived or deleted. Think of it like the behind-the-scenes management of data.

Typical stages include:

• Plan
• Capture
• Manage
• Analyze
• Archive
• Destroy

The goal of the data life cycle is to ensure that data is useful, protected, and handled responsibly throughout its lifespan.

Then, What About the Data Analysis Process?

Now this is where the action happens. The data analysis process is all about using data to solve problems, answer questions, and make better decisions. It’s project-specific and insight-driven.

The six main steps are:

1. Ask
2. Prepare
3. Process
4. Analyze
5. Share
6. Act

This is the process you follow when you're handed data and asked, “What does this mean? What should we do?”

How Are They Connected?

While the data analysis process helps you reach business or research goals, the data life cycle ensures that the data you’re analyzing is trustworthy and well-managed.

In other words:

• You can’t analyze data effectively without understanding where it came from and how it’s been handled.
• And collecting tons of data without a clear plan for using it? That’s just digital clutter.

The two work hand-in-hand. A solid understanding of the data life cycle gives you the foundation to conduct meaningful analysis.

A Deeper Look: Ask vs. Plan

During my Coursera course, one particular comparison stood out:
The Ask phase in the data analysis process vs the Plan phase in the data life cycle.

Here’s what I discovered:

🔹 Ask Phase (Data Analysis):
This is where you define the why. What’s the business problem? What do we need to figure out? It’s about strategic thinking and asking the right questions upfront.

🔹 Plan Phase (Data Life Cycle):
This is more about the how. How will we get the data we need? What sources are available? What data do we already have?

Both are foundational, and both involve planning and asking questions—but they focus on different things.

• Ask = clarity on the goal
• Plan = clarity on the data

Why This Matters

If you’re just getting started with data (like I am), this may feel like a lot. But here’s why it’s powerful:

✅ Understanding the life cycle makes your analysis more accurate and ethical.

✅ Knowing the analysis process gives you structure and purpose.

✅ Combining both makes you a stronger, more thoughtful data analyst.

It’s not just about collecting data or running charts—it’s about asking the right questions, planning smartly, and using data responsibly.

So the next time you’re starting a data project, remember:

Don’t just dive into analysis. Step back. Ask. Plan. Think.

Understanding both the data life cycle and the data analysis process will save you time, improve your work, and make your insights truly impactful.

Have you ever worked on a project where your data wasn’t properly planned or managed? How did that affect your results?

👏 Found this helpful? Leave a clap, comment, or share—it means a lot and helps more people learn, too! Connect with me on LinkedIn

Whether you’re a student, researcher, entrepreneur, or problem-solver of any kind, one thing will always hold true: the quality of your outcome depends on the quality of your question.

Too often, people rush into research without a clear direction, and the result is confusion, wasted time, and unclear findings.

Hello Readers, I am Okonu Deborah, and in this article, I’ll be answering a simple but important question:
What makes a good research question?

How you frame a question can either make or break your entire process.

Why Your Research Question Matters

Your research question sets the foundation for everything else.
It shapes:

• What data you gather
• How you analyze it
• What kind of results you get

Think of it like laying the foundation of a house. If it’s shaky or unclear, everything you build on top will reflect that.

What Makes a Research Question “Good”?

Here are the qualities that make a research question strong and usable:

1. Clarity

It should be easy to understand. If your question is confusing, your research will likely be just as confusing.

2. Specificity

Avoid broad or vague questions. A good question narrows the focus to something you can realistically explore.

3. Relevance

Make sure it addresses a real need, topic, or gap. Whether it’s in academia, tech, education, or business, it should matter.

4. Answerability

This one is key. Your question should lead to something that can be investigated and answered with data or observation.

Examples: Weak vs Strong Research Questions

Let’s compare:

❌ Weak Question:

“Why do students fail?”

Too broad. No clear focus. Hard to research.

✅ Strong Question:

“What study habits are most common among 100-level university students who scored below average in general education courses?”

This is:

• Clear
• Specific
• Focused on a defined group
• Measurable

How to Frame Yours

Ask yourself:

• Who am I focusing on?
• What exactly do I want to know?
• Can this question lead to useful answers?

Then try writing the question out in one sentence. Don’t worry about perfection. Just aim for clarity and direction.

Research isn’t about collecting endless data. It’s about asking the right questions that lead to meaningful answers.

If you’re starting a project, writing a paper, or building something new, pause and check your question.
A strong question won’t give you all the answers, but it will guide you to find them.

Found this helpful? Kindly Give this article a 👏 (clap) or leave a comment here on Medium. And don’t forget to follow me for more simple, educational pieces.

Connect with me on LinkedIn

It felt thrilling in the moment, but more often than not, it led to stress, unfinished projects, and frustration.

Over time, through the teachings of God’s Word in church, listening to sermons, studying the Bible, and the leading of the Holy Spirit, I’ve come to understand a better way — a more intentional and God-centered approach to making decisions and pursuing opportunities.

Hi, I’m Okonu Deborah, and this is my story. It’s so urgent, we don’t even have time for the usual cake, snack, or glass of wine. Just breathe in—you need to read this.

I used to be someone who just jumped right into doing something without proper planning. I mean, immediately when I got the idea, I would jump right into it and believe that everything would fall into place along the way.

As product managers, we all know this is not always right. Okay, you’re not a product manager, I get it—but as a human, a Christian, we know we are meant to count the cost before we actually venture into anything.

Even Jesus told us in the Bible, in Luke 14:28–30 (New Living Translation, NLT):

“But don’t begin until you count the cost. Who would begin construction of a building without first calculating the cost to see if there is enough money to finish it? Otherwise, you might complete only the foundation before running out of money, and then everyone would laugh at you. They would say, ‘There’s the person who started that building and couldn’t afford to finish it!’”

The phrase “sit and count the cost” is used in the context of making a commitment, like following Jesus, and ensuring you have the resources (spiritual, emotional, etc.) to see it through.

It’s a warning against making hasty commitments without considering the potential challenges and sacrifices that might be involved.

I used to be someone who, once I got a crazy idea, would just suddenly jump right into it. But recently, I have noticed a huge shift in my perspective.

I don’t do that anymore. I pause. I pray. I seek God’s guidance. I ask questions. I strategize.

Yes, this takes time, but there is a popular saying that goes, “He who fails to plan, plans to fail.”

But then, even while planning, we shouldn’t forget:

“Many are the plans in a person’s heart, but it is the Lord’s purpose that prevails.” — Proverbs 19:21

And what if I told you that you can know the right thing to do at the right time?

You can have that kind of clarity. Yes—you can know what to do, where to go, who to talk to, what business to pursue, what course to study, and even which school to attend.

You don’t have to live in confusion or fear of making the wrong move.

All you have to do is meditate on God’s Word, pray, and seek His face.

But here’s an important truth: you can’t truly pray to someone you don’t know.

First, you have to get to know Him—believe in Him, trust Him.

Believe that Jesus died and rose again for you.

John 3:16 says: “For God so loved the world that He gave His one and only Son, that whoever believes in Him shall not perish but have eternal life.”

Accept Jesus today. Believe in Him, and you will receive this clarity.

Walk in precision. Walk in the will of God for your life.

Remember this beautiful and comforting verse, Psalm 23. I especially love verse 1:

“The Lord is my shepherd, I lack nothing.”

He leads us. He provides for us.

So you see—you lack nothing, not even clarity—because the Lord is our Shepherd.

And when the Lord leads, He leads perfectly. There is peace in His direction. There is strength in His timing.

Recently, I have learnt to seek God first, to ask for clarity before taking any decision, no matter how small the decision might seem.

I have learned to stay and be patient because I know that as long as I am in God’s will for my life, everything happens at the right time.

Waiting on God is not a delay—it is preparation.

If you’re someone who has always been following my articles, you would know that I don’t normally write like this.

But today, I believe this story is specifically for someone reading this right now.

And I pray that as you read through it, the Holy Spirit will work in your heart, give you direction, and align your life with God’s perfect will.

So today, I want to encourage you: don’t rush into things.

Learn to pause. Learn to pray. Learn to wait on God for clarity and direction—no matter how small the decision might seem.

You don’t have to live guessing or second-guessing your life decisions.

You can know. You can walk with clarity.

Trust that as you align yourself with His will, He will guide your steps and cause everything to happen in His perfect timing.

And if this message resonates with you today, know that it is not by accident.

I pray that the Holy Spirit will minister to your heart and lead you in the path of wisdom, purpose, and peace.

Now, will you take the step to trust Him today?

Hi, readers! Did you miss me?🙈 It’s been a few months off the grid, and wow… I didn’t realize how much I missed writing until now. But hey, not to burst your bubble —I’m not entirely sure I’m fully back yet.🫣

However, something struck me recently, and I felt someone out there needed to hear it.

So, Ta da!🤭 You know the drill, right? Grab a slice of cake and a cup of your favorite wine — let’s dine together! 😉

Have you ever felt like you’re doing too much? Like, maybe it’s time to slow down, cut back a little? And then, the moment you do, you start feeling like you’re not doing enough? Yep. I know. It’s wild. I felt that way recently, and it really messed with my mind.

The battlefield of the mind is real. 🥶

There I was, mentally stressing over everything — things I should have let go of, things I had no business worrying about, and the nagging thought that I needed to do more even though I already had my hands full.

Crazy, right? All that overthinking took its toll. I fell sick. 🤒 It was just malaria, but at that moment, I started appreciating what it means to be healthy.

I remember lying in bed thinking, people who wake up healthy every day really don’t know what God has done for them. I didn’t like being sick — obviously, who does? But I thank God for healing, and I’m much better now. 😊

But wait — we were talking about the discovery, weren’t we? 🤔 Right, stay with me. We’re getting there.

While I was resting, I decided to catch up on a Nigerian movie series on YouTube — Prophet Suddenly 3. Oh yes, I’ve been following it since part 1, and it’s been amazing. But something in part 3 caught my attention.

Before I tell you what it was, let me ask — do you love watching Nigerian movies? I don’t watch them unless they’re Christian movies (like Mount Zion Movies)—and honestly, they’re always so interesting! I recently also watched Copper's Lodge on YouTube, and it blessed me so much.

So, back to Prophet Suddenly. In one of the scenes, a character said something simple, yet so powerful:

“There is no one person that God doesn’t have a plan for.”

Phew. I had to rewind and play that part again. It hit me hard. There is no one that God doesn’t have a plan for.

Think about that. 🤔

That means God has a plan for you. He has a plan for me. He even has a plan for that neighbor who annoys you or that person you might not get along with. Yes, God has a plan for everyone.

It reminded me not to look down on anybody, including myself. Watching that scene, even while I was sick, gave me strength. It was a gentle reminder that God has a plan for me.

But that led me to a deeper question: How do I know what God’s plan for my life is? 🤔

Let me illustrate with a quick story.

Imagine your mum sends you to the market to buy some groceries. You get there and realize… oops! You forgot what she asked for. What would you do?

a. Go back home without buying anything
b. Just buy what you think she might want
c. Call her to ask exactly what she needs

I’m guessing you picked C. Of course! That’s the wise thing to do.

Now let’s add a little twist. Just as you’re about to call her, someone who works in the store approaches and says, “Hi, can I help you? What are you looking for?” You explain that your mum sent you, but you forgot what she wanted, and you’re just about to call her. And then the worker says, “Oh, no need to call her. I can show you what she’d want. Just follow me.”

Sounds helpful, right? After all, the worker is familiar with the store. But do you follow the worker, or do you still call your mum?🤔

Think about that for a second.

Here’s the thing — God has a plan for you, but for you to know that plan, you have to go back to Him. You have to call Him (Jeremiah 29:11–13; Jeremiah 33:3). But oftentimes, just when we’re about to seek God for clarity, the enemy shows up — through distractions, through desires, through people who seem helpful but lead us off course. He knows that if you go to God, you’ll find the truth. So instead, he offers you alternatives — things that appear to be God’s plan but are not. (2 Corinthians 11:14)

Back to the story: If you follow the worker, you might buy things that are already at home. You’ll get back and realize you missed the mark; you bought wrongly, not because you didn’t try, but because you didn’t call the one who sent you.

And that, my friends, is my big discovery.

Yes, God has a plan for everyone. But have you gone back to ask Him what His plan for your life is? Have you taken time to shut out distractions and simply pray, “God, what do You want me to do?”

If an inventor creates something, you don’t ask the invention what it’s meant for. You go to the inventor. So why are you asking everyone else about your purpose except the One who made you?

Go back to God. He longs to hear from you. He has something to tell you. He has a plan for you.

So, friend, maybe this is your reminder too.

I realized I was stressing unnecessarily over things God had already taken care of, over things that weren’t even mine to carry. This discovery helped me shift my focus. I stopped worrying, and instead, I just prayed. I talked to God. And honestly, that peace that came afterwards? Underrated!😌

Don’t just keep moving and doing without pausing to ask, “Lord, what would You have me do?” Don’t get so caught up in the noise that you miss His voice. You were sent here for a reason — and only the Sender can show you what that reason is.

Take a moment today. Breathe. Talk to God. He’s not far away. He’s right there, waiting and willing to lead you.

Because guess what? He does have a plan for you — and it’s a good one. 💛

Thanks for reading. I’m so glad we could share this moment.❤️

Until next time (or whenever I show up again, lol), stay encouraged, stay intentional, and most importantly — stay connected to the One who sent you.

With love,
Debbstech 🌸