Feature/OPED
How African Tech Start-ups Can Leverage Predictive Analytics for Efficient Service Delivery
By Otori Emmanuel
Many organizations are seeking ways to offer their products and services to customers in an efficient way in order to save time, ease the processing of the orders and provide the highest quality of delivery at the expected time.
One major opportunity that most start-ups are not taking advantage of is the availability of data in the public domain as well as the internal data they are gathering to make business intelligent decisions.
Organizations are drowning in an overwhelming amount of data and know little or nothing about gaining insights from the data and turning them into actionable goals and objectives.
The purpose of data is to act with precision and less assumption which makes it possible for a business to thrive by reducing the probability of making errors to the barest minimum.
How to Gain Actionable Insights from Data
Data gathering
The gathering of data is the most rigorous step as without data, the ability to make decisions is hampered. Assumptions would thrive and there would be many gaps in the margin of errors. Before collecting data, the scope of the project in terms of questions to be asked in the survey, the duration of the project and field enumerators to be used as well as a medium for gathering the data should be known. These tools are for gathering data Surveymonkey, Google forms, Microsoft forms, Hubspot and Google analytics.
Data Cleansing
Data cleansing or wrangling is the art of removing unwanted items not needed in working with the data collected such as symbols, extra spacing, grammatical errors etc.
Data Analysis
To analyze any form of data that has been collected, these tools are the most comprehensive tools in the marketplace, they include Microsoft Excel, SPSS, STATA, Python, R programming, MATLAB, E-views.
Data Visualization
Data visualization is the art of representing data in the form of charts in order for comprehension by stakeholders. Examples of tools for data visualization are Power BI, Tableau etc
Business Intelligence
The action taken having seen the feedback hidden in the data collected is called business intelligence (BI). This is the most important aspect in order to act with precision.
What is Predictive Analytics?
Predictive Analytics is a form of using records from past data collected over a period of time to determine what the future holds in the form of forecasts. Predictive Analytics is a branch of data analysis that helps to make decisions in the business world.
Tools for Predictive Analytics
There are free and paid tools for predictive analytics and they are numerous in the form of software applications. They can be utilized by anyone who has competence in gathering data from customers through surveys or from a database and knowledge of which tool is applicable to best analyze certain data.
Non-coding tools
Microsoft Excel
SPSS
STATA
Coding tools
Python
R Programming
Application of Predictive Analytics
Stock Control
Staff Utility
Price fixing
Managing of Peak Times
Determining call rates
The future of business will be driven by African start-ups that can use the data gathered to study the behavioural tendencies of customers and how to serve their needs with a greater level of efficiency.
Emmanuel Otori has over 9 years of experience working with 100 start-ups and SMEs across Nigeria. He has worked on the Growth and Employment (GEM) Project of the World Bank, consulted for businesses at the Abuja Enterprise Agency, Novustack, Splitspot and NITDA. He is the Chief Executive Officer of Abuja Data School
Feature/OPED
Championing Ethical Sourcing Within Dairy Communities
Human Rights Day often centres on themes of dignity, equity, and freedom. Yet for many Nigerians, these rights are not debated in courtrooms they are expressed in the ability to access nutritious food, build meaningful livelihoods, and secure a healthy future for their families. Nutrition, in this sense, becomes a fundamental human right.
Despite a growing population and rising nutrition needs, Nigeria faces a pressing dairy reality. The country remains heavily dependent on dairy imports, leaving nutritional access vulnerable and local capacity underdeveloped. This is not just an economic concern; it is a human one. When families cannot easily access affordable, high-quality dairy, the foundations of health and development are weakened.
It is within this context that Arla Nigeria operates not merely as a dairy company, but as a nutrition powerhouse committed to nourishing a nation. Our ambition extends beyond selling products. We are working to build the foundations of a stronger, more resilient local dairy sector that supports food security, economic participation, and national progress.
At the heart of our efforts is the Damau Integrated Dairy Farm in Kaduna Statea fully operational modern farm designed to demonstrate what responsible, efficient, and scalable dairy production can look like in Nigeria. Arla Nigeria produces its own milk on-site, ensuring quality, safety, and consistency as we continue building the systems required for a sustainable local value chain. In fact, until our yoghurt factory launches, the reverse is true: some stakeholders purchase milk from us.
But infrastructure alone is not the story. What truly matters is the human impact surrounding the farm.
Arla Nigeria has been intentional about engaging and empowering the communities around Damau. By creating employment opportunities for local residents, providing skills development, and contributing to community growth, we are ensuring that the benefits of dairy development extend beyond production lines. This is development rooted in people where progress is measured in livelihoods improved and opportunities created.
As Arla Nigeria continues to expand operations, our long-term commitment remains clear: to contribute meaningfully to local milk sourcing and value chain development, strengthening Nigeria’s capacity to feed itself. Backward integration is not a slogan for Arla Foods; it is a structured pathway with building responsibly and sustainably. From farm systems to future household milk initiatives, the goal is to create a model that supports farmers, enhances productivity, and drives economic inclusion in the years ahead.
On Human Rights Day, the conversation often revolves around preventing harm avoiding exploitation, ensuring fair labour, and upholding ethical standards. These are essential, but they are only the beginning. True respect for human rights means creating enabling systems that allow people to thrive.
With Arla Foods, that begins with nutrition. Milk is a super food, rich in essential nutrients that support growth and development. Ensuring access to such nutrition contributes directly to national well-being and productivity. When we help secure a healthier population, we strengthen the foundation for education, economic participation, and long-term prosperity.
This is why Arla believes that dairy is not just food it is nutrition, livelihood, and progress. By investing in sustainable production, community development, and future local sourcing capabilities, Arla Nigeria is contributing to food security and economic growth in a tangible, measurable way.
Ultimately, ethical business is not defined by corporate language or labels. It is defined by the stability, nourishment, and dignity it brings to people’s lives. As Nigeria celebrates Human Rights Day, let us recognise that the right to nutrition and the opportunity to build a better future are among the most powerful rights we can help protect.
Feature/OPED
In Praise of Nigeria’s Elite Memory Loss Clinic
By Busayo Cole
There’s an unacknowledged marvel in Nigeria, a national institution so revered and influential that its very mention invokes awe; and not a small dose of amnesia. I’m speaking, of course, about the glorious Memory Loss Clinic for the Elite, a facility where unsolved corruption cases go to receive a lifetime membership in our collective oblivion.
Take a walk down the memory lane of scandals past, and you’ll encounter a magical fog. Who remembers the details of the N2.5 billion pension fund scam? Anyone? No? Good. That’s exactly how the clinic works. Through a combination of political gymnastics, endless court adjournments, and public desensitisation, these cases are carefully wrapped in a blanket of vagueness. Brilliant, isn’t it?
The beauty of this clinic lies in its inclusivity. From the infamous Dasukigate, which popularised the phrase “arms deal” in Nigeria without actually arming anything, to the less publicised but equally mystifying NDDC palliative fund saga, the clinic accepts all cases with the same efficiency. Once enrolled, each scandal receives a standard treatment: strategic denial, temporary outrage, and finally, oblivion.
Not to be overlooked are the esteemed practitioners at this clinic: our very own politicians and public officials. Their commitment to forgetting is nothing short of Nobel-worthy. Have you noticed how effortlessly some officials transition from answering allegations one week to delivering keynote speeches on accountability the next? It’s an art form.
Then there’s the media, always ready to lend a hand. Investigative journalists dig up cases, splash them across headlines for a week or two, and then move on to the next crisis, leaving the current scandal to the skilled hands of the clinic’s erasure team. No one does closure better than us. Or rather, the lack thereof.
And let’s not forget the loyal citizens, the true heroes of this operation. We rant on social media, organise a protest or two, and then poof! Our collective short attention span is the lifeblood of the Memory Loss Clinic. Why insist on justice when you can unlook?
Take, for example, the Halliburton Scandal. In 2009, a Board of Inquiry was established under the leadership of Inspector-General of Police, Mike Okiro, to investigate allegations of a $182 million bribery scheme involving the American company Halliburton and some former Nigerian Heads of State. Despite Halliburton admitting to paying the bribes to secure a $6 billion contract for a natural gas plant, the case remains unresolved. The United States fined the companies involved, but in Nigeria, the victims of the corruption: ordinary citizens, received no compensation, and no one was brought to justice. The investigation, it seems, was yet another patient admitted to the clinic.
Or consider the Petroleum Trust Fund Probe, which unraveled in the late 1990s. Established during General Sani Abacha’s regime and managed by Major-General Muhammadu Buhari, the PTF’s operations were scrutinised when Chief Olusegun Obasanjo assumed office in 1999. The winding-down process uncovered allegations of mismanagement, dubious dealings, and a sudden, dramatic death of a key figure, Salihijo Ahmad, the head of the PTF’s sole management consultant. Despite the drama and the revelations, the case quietly faded into obscurity, leaving Nigerians with more questions than answers.
Then there is the colossal case of under-remittance of oil and gas royalties and taxes. The Federal Government, through the Special Presidential Investigatory Panel (SPIP), accused oil giants like Shell, Agip, and the NNPC of diverting billions of dollars meant for public coffers. Allegations ranged from falsified production figures to outright embezzlement. Despite detailed accusations and court proceedings, the cases were abandoned after the SPIP’s disbandment in 2019. As usual, the trail of accountability disappeared into thin air, leaving the funds unaccounted for and the public betrayed yet again.
Of course, this institution isn’t without its critics. Some stubborn Nigerians still insist on remembering. Creating spreadsheets, tracking cases, and daring to demand accountability. To these radicals, I say: why fight the tide? Embrace the convenience of selective amnesia. Life is easier when you don’t worry about where billions disappeared to or why someone’s cousin’s uncle’s housemaid’s driver has an oil block.
As World Anti-Corruption Day comes and goes, let us celebrate the true innovation of our time. While other nations are busy prosecuting offenders and recovering stolen funds, we have mastered the fine art of forgetting. Who needs convictions when you have a clinic this efficient? Oh, I almost forgot the anti-corruption day as I sent my draft to a correspondent very late. Don’t blame me, I am just a regular at the clinic.
So, here’s to Nigeria’s Memory Loss Clinic, a shining beacon of how to “move on” without actually moving forward. May it continue to thrive, because let’s face it: without it, what would we do with all these unsolved corruption cases? Demand justice? That’s asking a lot. Better to forget and focus on the next election season. Who knows? We might even re-elect a client of the clinic. Wouldn’t that be poetic?
Now, if you’ll excuse me, I have a new scandal to ignore.
Busayo Cole is a Branding and Communications Manager who transforms abstract corporate goals into actionable, sparkling messaging. It’s rumored that 90% of his strategic clarity is powered by triple-shot espresso, and the remaining 10% is sheer panic. He can be reached via busayo@busayocole.com.
Feature/OPED
How Nigerian Companies are Leading More Responsible Digital Transformation
By Kehinde Ogundare
Artificial intelligence is everywhere–in polished social media posts, in the recommendations that guide our viewing habits, and in the bots that handle customer queries before a human agent steps in. On LinkedIn, AI-assisted writing has become standard practice.
A year ago, more than half of English long-form posts that went viral were estimated to have been written by or assisted by AI. If that’s the norm on the world’s biggest business network, it’s no surprise that AI is driving conversations in Nigerian boardrooms as companies move from experimentation to embedding AI into their daily operations.
Part of the package
The Nigeria Data Protection Act (NDPA), modelled on the European Union’s General Data Protection Regulation, together with the Nigeria Data Protection Commission, requires companies to build privacy into their systems from the outset rather than adding it later. This clear regulatory framework has evolved alongside a rapid rise in AI adoption.
New research from Zoho on responsible AI adoption highlights the impact of the regulations. As per the report, 93% of Nigerian companies have already started using AI in their daily operations; 84% have tightened their privacy controls after adoption, and 94% now have a dedicated privacy officer or team, which is well above global averages.
The survey, conducted by Arion Research LLC among 386 senior executives, shows just how deeply embedded AI has become in Nigeria. One in four companies already uses it across several departments, and nearly a third report advanced integration. Financial services firms are pioneers in this sector, using AI to automate client interactions, streamline operations and sharpen their marketing, while staying compliant with data protection rules.
The NDPA has helped make privacy part of business planning. Four in ten companies now spend more than 30% of their IT budgets on privacy. Regular audits, privacy impact assessments and explainability checks are becoming standard practice.
Skills, compliance and capacity
Rapid adoption brings challenges. More than a third of businesses say that their biggest obstacle is a lack of technical skills, and another 35% cite privacy and security risks. Instead of outsourcing, most are building capacity in-house: nearly 70% of companies are training staff in data analysis, more than half are improving general AI literacy, and 40% are investing in prompt engineering for generative tools.
The understanding of the NDPA regulation, which came into force in 2023, has also improved. 65% of organisations see compliance as essential. Many voluntarily apply data-minimisation and transparency standards even when not required to do so, aligning more closely with international norms and easing collaboration with global partners.
Privacy is increasingly influencing business decisions — from investment priorities to system design. Companies are asking tougher questions: is specific data essential? How can exposure be limited? How can fairness and transparency be proven?
Trusted systems
As privacy becomes part of how technology is built, companies are being more cautious about the tools they use because they now want systems that protect customer data, with clear boundaries between data and model training, straightforward controls, and reliable records for compliance teams.
Demand for business software that balances productivity with privacy is also growing. Zoho, among others, has seen strong customer growth as more organisations are looking for platforms that support responsible data handling.
The study identifies three main reasons behind AI adoption: to make work more efficient by automating routine tasks, to support better decision-making by identifying patterns sooner, and to improve customer engagement through faster, more relevant interactions. But none of this can succeed without trust. Nigeria’s experience shows that privacy and innovation can reinforce each other when they’re built together.
There’s still work to do because some industries are moving faster than others, and smaller businesses often face the biggest hurdles in time, cost and skills. Enforcement is also patchy; while the law is clear, application across sectors and geographies is a work in progress.
The next steps are more practical, requiring investment in skills – from data analysis and AI literacy to sector-specific training – and for governance to be put in place, with clear responsibilities, written policies, and a plan for managing errors or breaches. Privacy impact assessments should become part of every new system rollout, enabled by technology.
As AI becomes fundamental to doing business, Nigerian companies that build it carefully and responsibly will be better able to compete at home and abroad.
Kehinde Ogundare is the Country Head for Zoho Nigeria
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