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Data Scientists Reveal Roadblocks to Digital Transformation

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Digital transformation has accelerated significantly due to the COVID-19 pandemic, but the extra demands on data scientists have revealed significant barriers to effective working and high levels of job dissatisfaction in some areas.

Data Scientists Reveal Roadblocks to Digital Transformation

For example, around four in 10 are dissatisfied with their company’s use of analytics and model deployment, while more than 20 barriers to effective working emerged, according to a survey of data scientists commissioned by analytics leader SAS.

However, the work of data scientists has grown in importance with many organisations accelerating digital transformation projects by using technology to improve business operations.

More than 90% of respondents indicated the importance of their work was the same or greater compared to before the pandemic.

To delve deeper into the state of data science, the report assesses the impact of the pandemic, challenges faced, overall satisfaction with the analytics environment and more.

The research showed the pandemic upended standard business practices, shifting the assumptions and variables in models and predictive algorithms and causing a ripple effect of adaptations in processes, practices and operating parameters.

More than two-thirds of respondents were satisfied with the outcomes from analytical projects.

However, 42% of data scientists were dissatisfied with their company’s use of analytics and model deployment, suggesting a problem with how analytical insights are used by organisations to inform decision making.

This was backed up by 42% saying data science results were not used by business decision makers, making it one of the main barriers faced.

The survey also highlighted some specific skills gaps. Less than a third of the respondents reported having advanced or expert proficiency in program-heavy skills, such as cloud management and database administration.

This is an issue given that use of cloud services is up significantly, with 94% saying they experienced the same or greater use of cloud since COVID-19 struck.

“There have clearly been more demands placed on data scientists as the pandemic has accelerated digital transformation projects that many organisations were planning anyway,” said Dr. Iain Brown, head of Data Science at SAS UK and Ireland.

“A major source of frustration is finding a way for organisations to implement the insights from analytics projects and use them in their decision making, which means giving data scientists a seat at the boardroom table might be a way forward.”

“Linked to this, we found concerns around support for data science teams and a lack of talent, which has been an issue for some time with demand outstripping supply. Organisations must realise that investing in a team of data scientists with complementary skills could reap huge value for the business, so the cost of hiring needs to consider the return on that investment as we move to significantly more digital and AI-driven business processes,” continued Brown.

The research also identified gaps in consistent organisational emphasis on AI ethics, with 43% of respondents indicating that their organisation does not conduct specific reviews of its analytical processes with respect to bias and discrimination and only 26% of respondents reporting that unfair bias is used as a measure of model success in their organisation.

When it comes to the challenges identified to ensure fair and unbiased decision making, Dr. Sally Eaves, an industry expert, said, “Data scientists can lend their expertise to craft working guidelines for data access, usage security, and broader issues, such as sustainability and data ethics and bias.”

“Rather than sometimes hoping they are given appropriate, clean data and relying too much on the technology to drive fair outcomes, they can play an active role to put in place the right guidelines and checks at each stage of the analytical process to try and eliminate bias. Having a transparent and explainable flow from data to decision is obviously key to this,” said Eaves.

The research revealed positive outcomes from the global disruption of the pandemic. Nearly three-quarters (73%) said they are just as productive or more productive since the pandemic, while a similar proportion (77%) revealed they had the same or greater collaboration with colleagues. This suggests many of the challenges highlighted were in existence, possibly to a greater degree, before the pandemic.

Other challenges experienced were the amount of time spent on data preparation versus model creation. Respondents are spending more of their time (58%) than they would prefer gathering, exploring, managing and cleaning data.

“Overall, the data scientist has ample reason to feel empowered and optimistic about how the pandemic has shone a spotlight on the importance of their role within their organisation and how it might evolve over time,” said Brown. “This holds especially true if data scientists can leverage the whole spectrum of available tools to manage the analytics lifecycle, pursue data science training and skill development opportunities, and embrace data prep as the first step in modelling.”

Additional findings and discussion points, including strategies for data scientists to improve processes and outcomes, are available in the full report: Accelerating Digital Transformation.

 

 

 

 

 

 

 

 

 


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E-Business

GenAI Adoption Among African workers Outpace Global Peers

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Africa’s workforce is embracing artificial intelligence (AI) at a faster pace than global peers, but pressure is mounting for organisations to ramp up digital skills development as generative AI (GenAI) begins reshaping roles across industries.

This is according to PwC’s Global Workforce Hopes and Fears Survey 2025, which shows a continent ready for AI-enabled transformation, but facing a narrowing window to prepare, through skills development initiatives.

The survey, covering nearly 50 000 workers worldwide and 1 753 across South Africa, Algeria, Kenya, Morocco and Nigeria, finds that African employees are already integrating AI into daily operations.

Sixty-four percent of respondents in Africa used AI tools in the past year, compared to 54% globally, and the sentiment is overwhelmingly positive. While only 17% report using GenAI every day, confidence in its benefits is high: 76% believe GenAI improves work quality, and 72% expect AI-driven productivity gains within three years.

In SA, executives are even more bullish, as 91% say AI has already lifted both productivity and work quality — a signal that leadership is pushing harder toward AI-enabled ways of working, notes the survey.

However, this optimism is coupled with rising concern about future readiness. Only 35% of African workers believe their skills will still be relevant three years from now. With GenAI expected to affect nearly half of all job roles, PwC warns that the continent’s workforce risks falling behind unless organisations accelerate large-scale reskilling.

Despite the pressures, employees are not standing still. PwC notes that African workers outperform their global peers in proactive learning, recording 15% higher participation in skills-building and receiving 6% more support from managers. This indicates that both workers and immediate supervisors recognise the pace of AI adoption and are pushing to adapt.

PwC Africa people and organisation leader, Dr Dayalan Govender, says the moment calls for decisive leadership. Organisations, he argues, must integrate AI into workforce strategies, accelerate digital adoption, and expand upskilling programmes at scale.

“Africa’s workforce is optimistic and ready for change, but leaders must accelerate digital adoption and invest in future-ready skills to convert this optimism into sustainable growth,” he says.

Beyond the technology shift, the survey captures a workforce hungry for growth but constrained by financial pressure. Many employees are preparing to make career moves: 45% plan to request a raise, and another 45% aim for a promotion in the next year. Yet household financial stability remains strained, with only a third of respondents reporting any money left over for savings.

Still, Africa’s workplaces continue to show strong foundations of trust and purpose — elements PwC believes will be critical in navigating GenAI disruption. More than 55% of workers trust management, and two-thirds say their work feels meaningful, both above global averages.

With AI adoption rising and employees motivated to reinvent their careers, PwC warns that the coming years will determine whether Africa’s early optimism translates into long-term competitiveness as GenAI transforms the world of work.

The report calls for embedding AI into workforce strategies to bridge the gap between optimism and practical adoption, scaling upskilling initiatives to prepare for GenAI disruption, and fostering trust and psychological safety to retain talent and drive innovation.

“For employers, these findings are a stark reminder that they can and should do more to help workers understand, adopt, and embrace AI’s transformative power.

“Employers may need to pay special attention to entry-level workers, nearly a third of whom say they’re worried to a large or very large extent about AI’s impact on their future, even as they’re also curious (47%) and optimistic (38%) about its long-term societal effects,” notes the report.


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Nigeria Records Highest Weekly Cyberattacks in Africa — Report

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Nigerian organisations are facing the highest volume of weekly cyberattacks in Africa, according to the newly released African Perspectives on Cyber Security Report 2025 by Check Point Software Technologies Ltd., a global leader in cybersecurity solutions.

Nigeria Records Highest Weekly Cyberattacks in Africa — Report

The report revealed that Nigerian firms experience an average of 4,200 attacks per week, significantly higher than the continental average of 3,153 and 60 per cent above the global average of 1,963 attacks per organisation.

The findings highlight a sharp rise in attacks across Africa, driven largely by artificial intelligence-enabled threats.

Kingsley Oseghale, country manager for West Africa at Check Point, said attackers are increasingly using AI to automate phishing, impersonation, and cloud exploitation.

“AI has become part of the attack surface,” Oseghale said. “Attackers are using it to automate phishing and identity theft at scale. The only effective response is prevention-first security that combines visibility, governance, and AI protection.”

The report noted that cybercriminals are exploiting exposed identities and misconfigured systems to target critical sectors, including finance, energy, telecoms, and government.

Identity-led intrusions, AI-generated phishing campaigns, and multi-vector ransomware are on the rise.

Across the continent, Check Point identified key trends in different markets. Nigeria is experiencing business email compromise and cloud exploitation; South Africa faces rising ransomware, smishing, and botnet infections such as Vo1d and XorDDoS; Kenya has seen ransomware targeting critical energy infrastructure; and Morocco has experienced coordinated government and education-sector disruptions via DDoS and website defacement attacks.

The report highlights five major shifts shaping Africa’s cyber risk in 2025.

Traditional ransomware has evolved into data-leak extortion, AI-generated deception is widespread, and identity has emerged as the new security perimeter.

Weak cybersecurity, the report warned, can now affect international market access under regulations such as the EU’s NIS2 Directive, making digital resilience an economic necessity.

The study urged African businesses and governments to adopt prevention-first security strategies, including continuous risk assessment, regulatory readiness, and public-private collaboration.

Oseghale emphasised that, as AI reshapes operations, cybersecurity must shift from reaction to prediction.

“The real challenge is not adopting new technology but securing the trust that underpins it,” he said.


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Jumia’s Data Shows Nigerians Turning to Digital Retail to Navigate Inflation Pressures

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As Black Friday 2025 unfolds across Nigeria, new insights from Jumia’s Q3 2025 financial results reveal that more Nigerians are relying on digital retail to navigate inflation and rising living costs.

The data points to a more deliberate, value-driven shopper, one using online platforms to stretch budgets, compare options quickly, and extract more value from each purchase.

Jumia reported a 30 percent year-on-year increase in physical goods orders, while Gross Merchandise Value for physical goods rose by 43 percent.

This stronger GMV growth highlights a clear behavioural shift: consumers are assembling higher-value baskets by combining essentials with premium or long-term household items. Online retail is serving as a tool for strategic planning, not just convenience.

According to Temidayo Ojo, Chief Executive Officer of Jumia Nigeria, Black Friday now plays a more critical economic role. “Households are using digital retail to defend purchasing power. They plan their lists, compare prices instantly, and rely on the reliability and convenience that e-commerce offers,” he said.

This year’s Black Friday trends show growing demand in categories that directly support daily living. Household essentials and FMCG products are seeing significant uptake as families stock up during price drops. Home and kitchen equipment is also experiencing stronger demand as shoppers prioritise practical, durable tools. Affordable fashion and beauty products are gaining momentum as discounts make them more accessible.

Consumer behaviour in the lead-up to the sales period further reinforces this shift. Jumia recorded a notable increase in “Add to Wishlist” and “Add to Cart” activity, signalling more planning and fewer impulse purchases. The gap between GMV and order growth indicates that customers are optimising baskets using bundles, vouchers, and promo combinations, behaviours uniquely suited to digital platforms.

With inflation intensifying the need for smarter buying, trust markers on Jumia, such as verified sellers, official brand stores, ratings, and clear return policies, are becoming more central to decision-making. Authenticity and durability now outweigh the appeal of the lowest price.

Jumia’s logistics footprint is making these benefits available nationwide. Its 30,000 sqm Isolo fulfilment centre, 480 pickup stations, and 62 logistics partners ensure that customers in secondary and peri-urban cities enjoy the same deals as those in major hubs, reducing travel burdens and adding financial value.

Overall, Jumia’s Q3 data and Black Friday trends show that Nigerians are turning to digital retail as a practical, strategic response to inflation, using e-commerce to manage budgets, preserve purchasing power, and make more informed buying decisions.


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