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    Subject
                                        Employment
                     Industry                                  Job/Position             Job role            knowledge
                                       opportunities
                                                                                                             required

                                                             Machine Learning  Builds AI systems
                                                             Engineer             and algorithms.        Computer
                                   Create AI algorithms,
                   Information     systems and               AI Developer         Develops AI-enabled    Science/Artificial
                                                                                  apps.
                                                                                                         Intelligence,
                   Technology      infrastructure for a                                                  Mathematics,
                                   variety of applications.  AI Infrastructure    Manages and            Physics

                                                             Specialist           optimises AI
                                                                                  infrastructure.

                                                             Visual Effects       Produces visual
                                                             Artist               effects with AI tools.
                                                                                                         Fine Arts,
                                   Creating visual           Content Creator      Produces material      Media Studies,
                                   effects, developing                            with insights from AI.
                   Media                                                                                 Computer
                                   content and analysing                          Employs AI             Science/Artificial
                                   audience behaviour.                            algorithms to
                                                             Audience Analyst                            Intelligence
                                                                                  examine audience
                                                                                  behaviour.

                                                             Inventory            Uses AI techniques
                                                             Management           to optimise
                                                             Specialist           inventory levels.      Business
                                   Optimising inventories,   Sales Forecasting    Predicts sales using   Studies,
                                   predicting sales and                                                  Mathematics,
                   Retail                                    Analyst              AI models.
                                   improving customer                                                    Computer
                                   experience.               Customer             Improves the           Science/Artificial

                                                             Experience           customer experience    Intelligence
                                                                                  through AI-driven
                                                             Designer
                                                                                  insights.

                                                             Marketing            Uses AI to automate
                                                             Campaign             marketing
                                                             Automation                                  Business
                                   Sales forecasting,        Specialist           campaigns.             Studies,
                   Sales &         customer                  Customer             Uses AI to segment     Mathematics,
                   Marketing       segmentation and          Segmentation         clients according to   Computer
                                   campaign automation.                                                  Science/Artificial
                                                             Analyst              their behaviour.
                                                                                                         Intelligence
                                                             Sales Forecasting    Uses AI models to
                                                             Analyst              forecast sales.

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