AI Won’t Replace Junior Developers. It Will Change What “Junior” Means.
The automation argument gets the mechanism wrong. Code generation does not remove the junior role, it removes the tasks juniors used to learn on.
Technology
Understanding technological disruption and opportunity.
What automation is measurably doing to entry-level work, read from studies that observed it rather than projected it. Set against the local sector it would affect: information and communication employs 6,043 people in Botswana, which is 0.8% of everyone in work.
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What AI Actually Did to Offshore Support Work
The most cited study of AI at work followed 5,172 agents who were mostly offshore. It found the opposite of displacement, and nobody mentions where they were.
Botswana’s ICT Sector Employs About 6,000 People
Information and communication accounted for 6,043 jobs, 0.8% of employment and 2.8% of GDP. The sector is real, and it is small.
Botswana Has Four Mobile Wallets. None Is M-Pesa.
Writing about African technology assumes M-Pesa. In Botswana the rails are Smega, Orange Money, MyZaka and Poso Money.
Does AI Actually Make Developers Faster? The Evidence Splits
Four serious studies measured it and they disagree. The disagreement is the finding: what AI does to your speed depends almost entirely on the codebase.
40% of Africa’s Outsourcing Tasks. Not 40% of the Jobs.
A repeated headline says AI could replace 40% of jobs in African outsourcing by 2030. The report it comes from says tasks, and projects the sector will grow.
The Jagged Frontier: Where AI Helps and Where It Quietly Fails
A trial with 758 consultants found AI raised quality 40% on most tasks and cut accuracy by 19 points on one. The edge between them is invisible.
Most Companies Still Are Not Using AI. That Matters for You.
The best adoption survey anywhere found 18% of US firms using AI in a business function, and only 2% reporting any AI-related fall in headcount.