Published occupation directory
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Showing 1–5 of 5 published occupations · page 1 of 1
Information technology, data and cybersecurity
Game developers write the code that makes a game run, covering gameplay rules, graphics, physics, input, and audio. The work is highly collaborative, sitting between designers who decide how the game should feel and artists who supply what it looks like.
Information technology, data and cybersecurity
Data analysts turn raw records into answers people can act on. A large share of the job is unglamorous: finding the right data, cleaning it, checking it against what stakeholders actually meant, and then presenting the result honestly, including its limits.
Information technology, data and cybersecurity
Data scientists use statistics and programming to answer questions that simple reporting cannot, such as predicting an outcome or estimating the effect of a change. They frame the problem, build and validate a model, and communicate how much confidence the result actually deserves.
Information technology, data and cybersecurity
Business intelligence analysts build the reporting layer an organisation runs on. They agree what each metric means, model the underlying data, and produce dashboards that managers can read without needing an analyst in the room.
Information technology, data and cybersecurity
Machine learning engineers take models out of notebooks and into production systems. The role sits between data science and software engineering: building training and serving pipelines, watching for drift once a model is live, and handling the failure modes that only appear at scale.
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