Dariel warns that AI-assisted development is reshaping software engineering and could erode critical entry-level opportunities for South African developers. According to Lisa Jasper, organisations, educators and government must redesign skills development and mentorship pathways to prevent a “missing middle” of underdeveloped engineering talent .
"The risk of a 'missing middle' - a generation of engineers who never develop foundational competencies - is a genuine concern."
The integration of AI into software development is not merely another industry trend. It represents a fundamental restructuring of how technology is built, who builds it, and how engineering talent is cultivated.
That's the view of Lisa Jasper, Head of Talent Acquisition at Dariel, who warns that a structural shift is underway, one that could have a damaging impact on South Africa's technology sector if left unaddressed.
"For South Africa, a nation that has positioned technology as a critical engine for economic growth and social mobility, understanding and responding to this shift is essential," she explains. "Unlike previous disruptions, this transformation demands a strategic, multi-stakeholder response."
The scale of change
The adoption of AI-assisted development tools has accelerated dramatically. According to GitHub's 2023 survey, 92% of developers in the United States now use AI coding tools either at work or in their personal projects. Furthermore, 70% reported that these tools provide a significant advantage, particularly in accelerating learning and boosting productivity.
McKinsey's 2023 research reinforces this trend, suggesting that software engineering is among the functions most exposed to automation, with potential productivity gains of 20–45% in coding tasks. While these figures originate from global studies, the implications ripple directly into markets like South Africa, where technology services are increasingly integrated into global delivery models.
South Africa's unique vulnerability
Locally, the stakes are high. South Africa's ICT sector contributes approximately 8% to national GDP and employs hundreds of thousands of workers directly and indirectly. For many, particularly graduates from historically disadvantaged backgrounds, the technology industry has served as a vital pathway into the middle class.
Yet the country faces persistent challenges. Youth unemployment remains above 45%, and the tech sector has been one of the few consistent sources of quality employment for young graduates. The South African Government’s National Digital and Future Skills Strategy identifies digital skills development as a national priority, but the rapid evolution of AI threatens to outpace current educational and training frameworks.
Why this disruption is different
South Africa's technology sector has weathered global disruptions before, the Y2K remediation boom, the dot-com collapse, and the 2008 financial crisis all affected hiring patterns and investment flows. But Jasper argues that this time is fundamentally different.
"When global markets recovered in the past, local demand returned, and software engineers continued to follow a familiar growth path: junior roles, skills accumulation, and long-term career stability," she explains. "The AI transformation does not follow this pattern. Rather than temporarily suppressing demand, it is fundamentally altering the composition of software teams and the nature of work itself."
The erosion of entry-level work
At the heart of the issue is a troubling trend: the disappearance of traditional junior developer tasks.
"We are seeing an erosion of entry-level development work," says Jasper. "AI-assisted tools—including GitHub Copilot, Amazon CodeWhisperer, and emerging open-source alternatives are increasingly capable of generating boilerplate code, automating routine bug fixes, completing basic feature development, and writing documentation and test cases."
The problem? These tasks have traditionally served as the training ground for junior developers, the proving ground where foundational skills are built.
A 2024 Stack Overflow Developer Survey found that 76% of developers are now using or planning to use AI tools, with code generation and debugging assistance being the most common applications. For emerging markets like South Africa, where entry-level technology roles have provided critical on ramps to professional careers, this shift carries significant implications.
"The concern is not that AI will eliminate engineers," Jasper clarifies, "but that future engineers may advance without developing deep problem-solving and diagnostic skills."
Opportunity amid disruption
Not everyone views the AI transition with alarm. Many industry leaders argue that AI will augment rather than replace human developers. Microsoft CEO Satya Nadella has consistently emphasised that AI tools are designed to enhance human productivity, not eliminate human roles. From this perspective, developers who embrace AI will become dramatically more productive, enabling them to tackle more complex and creative challenges.
Jasper sees merit in this view: "Developers who master AI-assisted workflows may become more competitive in global markets, potentially attracting more international investment and remote work opportunities."
However, labour economists and workforce development specialists urge caution. The World Economic Forum's Future of Jobs Report 2023 projects that while technology will create new roles, 44% of workers' skills will be disrupted in the next five years. Without proactive reskilling, the report warns, significant portions of the workforce risk displacement.
In South Africa, where skills development infrastructure is already strained, Jasper sees particular cause for concern: "The risk of a 'missing middle'- a generation of engineers who never develop foundational competencies - is a genuine concern."
In South Africa, where skills development infrastructure is already strained, Jasper sees particular cause for concern: "The risk of a 'missing middle'- a generation of engineers who never develop foundational competencies - is a genuine concern."
A question of equity
From a social development standpoint, the AI transition raises important questions about fairness. South Africa's technology sector has been a rare bright spot in an economy marked by persistent inequality. If AI-driven efficiency gains accrue primarily to capital and senior talent while entry-level opportunities contract, the sector's role as an engine of social mobility could be undermined.
Charting a path forward
Jasper believes the answer lies not in resisting AI, but in reshaping how the industry develops talent alongside it. She outlines several priorities:
- Redesign early-career pathways. “Rather than eliminating junior roles, forward-thinking organisations should redesign them," she advises. "Entry-level positions should evolve into 'AI-enabled apprenticeships' that emphasise system design and architecture thinking, code review and quality assurance, security awareness and governance, and collaboration with AI tools as a core competency."
- Invest in structured mentorship. In an AI-augmented environment, the tacit knowledge transfer that occurs through mentorship becomes more critical, not less. "Organisations should formalise mentorship programmes that pair junior developers with senior engineers, ensuring that diagnostic skills and professional judgment are actively cultivated."
- Prioritise responsible AI integration. Adopting AI tools without considering their impact on workforce development is short-sighted. Jasper urges organisations to establish clear policies that balance productivity gains with talent development objectives.
- Update national skills frameworks. From a government perspective, South Africa's existing digital skills strategies must be reviewed and updated to reflect the realities of AI-augmented development. "This includes identifying emerging skill requirements and ensuring that public training programmes address them," says Jasper. "Government should establish mechanisms to track the impact of AI adoption on technology employment, enabling evidence-based policy responses."
Aligning for resilience
Ultimately, Jasper frames the challenge as one of alignment.
"The AI-driven transformation of software engineering presents both risks and opportunities for South Africa," she says. "The risk is that efficiency gains come at the expense of long-term capability development, hollowing out the talent pipeline and undermining the sector's role in economic inclusion. The opportunity is to lead in defining how human expertise and artificial intelligence can work together productively and responsibly."
Her conclusion carries a note of cautious optimism: "AI has clarified where human value is most critical. By aligning industry practices, educational approaches, and policy frameworks, South Africa can continue to cultivate a technology workforce that is not only globally competitive but also deeply skilled, ethically grounded, and resilient in the face of continued change.
"The path forward requires collaboration, foresight, and a commitment to ensuring that technological progress serves broad-based prosperity." Ends
About Dariel
Founded in 2001 on the principle of delivering solutions right, the first time, Dariel bridges the gap between human ingenuity and technology. Our strong client partnerships reflect a commitment to excellence and our consultative approach to software engineering makes us a trusted partner for innovative and sustainable tech solutions. Proudly independent, Dariel is part of the JSE-listed Capital Appreciation Group. https://www.dariel.co.za/
For more information:
Samantha Hogg-Brandjes | GinjaNinja | samantha@ginjaninja.co.za | +27-84-458-4857