Business and financial project
management professionals
Business and financial project management professionals manage and oversee major projects across all sectors of modern industry, commerce and the public sector, in areas such as e-commerce, business analysis, finance, product development, marketing, human resources.
- Employees (UK)
- 291k
- Median annual pay
- £57,874
- Exposure score ?
- 0.8/10 Minimal 8.4/10 Very high strict reading, with tools is 8.4/10 with-tools reading, strict is 0.8/10
- Wage exposure
- £1.35bn £14.15bn
Higher exposure than 44% of the 379 UK occupations we scored.
What this score means.
Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.
If you are in this role
Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.
Almost every routine task in this role is within reach of today's models. Roles like this are being rebuilt, usually not by disappearing but by one person using AI to produce what several did.
If you are in this role
Be the person doing the rebuilding. People who learn to run this kind of work with AI become very valuable, and the ones who wait tend to have the change made for them.

Where the work usually starts.
These are the most important tasks a language model can already handle directly. In a typical engagement the first wins come from building workflows around them, so they stop eating the team's time.
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Enter logistics-related data into databases.
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Maintain logistics records in accordance with corporate policies.
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Write or revise standard operating procedures for logistics processes.
These are the most important tasks AI can already handle when paired with the right tools and context. The first wins usually come from building workflows around them. That is the difference between a model that could do the job and one that actually does it inside your business.
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Maintain databases of logistics information.
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Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.
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Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.
Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.
Every task in the role.
Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.
Tasks via O*NET "Logistics Analysts" (13-1081.02).
What AI can already do
4 of 31 tasks, unaided
Enter logistics-related data into databases.
Maintain logistics records in accordance with corporate policies.
Write or revise standard operating procedures for logistics processes.
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.
What still needs a person
27 of 31 tasks
Maintain databases of logistics information.
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.
Track product flow from origin to final delivery.
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.
Recommend improvements to existing or planned logistics processes.
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.
Contact potential vendors to determine material availability.
Prepare reports on logistics performance measures.
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
Contact carriers for rates or schedules.
Manage systems to ensure that pricing structures adequately reflect logistics costing.
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.
Develop or maintain payment systems to ensure accuracy of vendor payments.
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.
Identify opportunities for inventory reductions.
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.
Determine packaging requirements.
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.
Tasks via O*NET "Logistics Analysts" (13-1081.02).
What AI can already do
31 of 31 tasks, with tools
Maintain databases of logistics information.
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.
Track product flow from origin to final delivery.
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.
Recommend improvements to existing or planned logistics processes.
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.
Contact potential vendors to determine material availability.
Prepare reports on logistics performance measures.
Enter logistics-related data into databases.
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
Maintain logistics records in accordance with corporate policies.
Contact carriers for rates or schedules.
Manage systems to ensure that pricing structures adequately reflect logistics costing.
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.
Develop or maintain payment systems to ensure accuracy of vendor payments.
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.
Identify opportunities for inventory reductions.
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.
Write or revise standard operating procedures for logistics processes.
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.
Determine packaging requirements.
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.
What still needs a person
0 of 31 tasks
When AI is paired with workflow tools, every task in this role is reachable. That doesn't mean the role disappears, it means almost all the routine surface area can be compressed.
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Related occupations.
Other roles in Professional occupations, and roles close by exposure.
What it means for your sector.
This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.
Back to the mapMethodologySources (PDF)Built 29 April 2026
Pictures
- "Census pantograph and 1930s keypunches" by U.S. Census Bureau employees, public domain, via Wikimedia Commons
- "Shepard Barclay, St. Louis lawyer, in his office" by Missouri Historical Society via DPLA, no known copyright restrictions, via Wikimedia Commons
- "Accountant's Office LCCN2016824374" by National Photo Company Collection, public domain, via Wikimedia Commons
- "Employment service in Oulu in the spring 1931" by Finnish Heritage Agency (Museovirasto), CC BY 4.0, via Wikimedia Commons


