AI Risk by Category

Enters, updates, and maintains data in computer systems and databases. Verifies accuracy of data and corrects errors.

Processes applications, manages public records, handles citizen enquiries, and implements government policy in administrative roles across the civil service.

Manages patient records, schedules appointments, processes referrals, handles correspondence, and supports clinical teams in NHS or healthcare settings.

Coordinates office operations, manages schedules, handles correspondence, oversees supplies, and ensures smooth daily running of a workplace.

Plans, executes, and oversees projects from inception to completion. Manages timelines, budgets, resources, and stakeholder expectations.

Creates written content for websites, marketing materials, advertisements, blogs, and social media. Researches topics and adapts tone for different audiences.

Creates visual content for print and digital media including logos, branding, marketing materials, websites, and social media graphics.

Captures images for commercial, editorial, events, portraits, and artistic purposes using professional camera equipment and editing software.

Records financial transactions, maintains ledgers, reconciles accounts, and produces financial reports for small to medium businesses.

Evaluates insurance applications, assesses risk, determines coverage terms, and sets premiums based on analysis of applicant data.

Prepares financial statements, ensures tax compliance, advises on financial planning, and audits financial records for businesses and individuals.

Analyses financial data, builds models, creates reports, and provides investment or business recommendations based on quantitative analysis.

Assists pharmacists in dispensing medications, managing inventory, and providing customer service in retail or hospital pharmacy settings.

Provides direct patient care, administers medications, monitors vital signs, coordinates with doctors, and supports patients through treatment and recovery.

Helps patients recover from injuries, manage chronic conditions, and improve mobility through physical exercises, manual therapy, and rehabilitation programmes.

Supports vulnerable individuals and families through assessment, intervention, advocacy, and safeguarding. Works with children, adults, and communities.

Provides therapeutic support for mental health issues including anxiety, depression, trauma, and relationship problems. Uses evidence-based techniques to help clients.

Provides personal care, medication support, and companionship to elderly or disabled individuals in their homes or care settings.

Designs, develops, tests, and maintains software applications. Writes code, fixes bugs, and collaborates with teams to build digital products.

Collects, processes, and analyses data to help organisations make informed decisions. Creates dashboards, reports, and data visualisations.

Designs user experiences for digital products. Conducts user research, creates wireframes and prototypes, and ensures products are intuitive and accessible.

Defines product strategy, prioritises features, works with engineering and design teams, and ensures products meet market needs and business goals.

Protects computer systems and networks from cyber threats. Monitors security systems, investigates breaches, and implements protective measures.

Designs, builds, and deploys AI and machine learning systems. Develops models, processes data, and creates AI-powered features for products and services.

Supports solicitors and barristers by researching case law, drafting documents, managing files, and preparing for hearings and trials.

Provides legal advice, drafts contracts and legal documents, represents clients in negotiations and some court proceedings, and ensures regulatory compliance.

Makes outbound calls to potential customers to sell products or services, or to solicit donations.

Helps clients buy, sell, and rent properties. Conducts viewings, negotiates deals, and manages the transaction process.

Develops and implements marketing strategies, manages campaigns across channels, analyses performance data, and leads marketing teams.

Sells products or services to businesses. Builds client relationships, conducts product demos, negotiates contracts, and meets revenue targets.

Plans and delivers lessons, assesses student progress, manages classroom behaviour, and supports student development across academic subjects.

Supports classroom teachers by helping students with learning activities, managing behaviour, preparing resources, and providing one-to-one or small group support.

Installs, maintains, and repairs electrical systems in homes, businesses, and industrial settings. Ensures compliance with safety regulations.

Installs, repairs, and maintains water supply, heating systems, and drainage in residential and commercial buildings.

Picks, packs, and dispatches goods in warehouse facilities. Operates equipment, manages stock, and ensures order accuracy.

Drives heavy goods vehicles to transport goods across local, regional, and long-distance routes. Manages deliveries, loading, and vehicle maintenance checks.

Handles customer enquiries, complaints, and requests via phone, email, chat, or in person. Resolves issues and provides product/service information.

Converts written or spoken content from one language to another, maintaining meaning, tone, and cultural nuances.

Researches, writes, and publishes news stories across print, digital, broadcast, and online media. Investigates events and interviews sources.

Manages employee records, processes payroll queries, handles onboarding paperwork, and supports HR policy implementation.

Sources, screens, and places candidates for job vacancies. Manages relationships with both clients and candidates throughout the hiring process.

Processes customer purchases at point-of-sale terminals. Handles cash, card payments, and customer queries at the checkout.