Managers · code 1324

Supply, distribution and related managers

Software already routes the lorries. When the port closes, it's still a manager on the phone.

All twelve tasks are mostly out of AI's reach. Logging purchases and stock is where it gets closest; negotiating supplier contracts and managing people are the furthest away.

What they actually do (and what else they get called)

Supply, distribution and related managers plan, direct and coordinate passenger transportation systems and facilities and the supply, transportation, storage and distribution of goods, either as the manager of a department or as the general manager of an enterprise or organization that does not have a hierarchy of managers. Tasks include - (a) determining, implementing and monitoring purchasing, storage and distribution strategies, policies and plans; (b) preparing and implementing plans to maintain required stock levels at minimum cost; (c) negotiating contracts with suppliers to meet quality, cost and delivery requirements; (d) monitoring and reviewing storage and inventory systems to meet supply requirements, and control stock levels; (e) overseeing the dispatch of road vehicles, trains, vessels or aircraft; (f) operating recording systems to track all movements of goods, and ensuring reordering and restocking at optimal times; (g) liaising with other departments and customers concerning requirements for outward goods and associated forwarding transportation; (h) overseeing the recording of purchase, storage and distribution transactions; (i) establishing and managing budgets, controlling expenditure and ensuring the efficient use of resources; (j) establishing and directing operational and administrative procedures; (k) planning and directing daily operations; (l) overseeing the selection, training and performance of staff. Examples of the occupations classified here: - Bus station manager - Logistics manager - Purchasing manager - Railway station manager - Railway station master - Supply and distribution manager - Supply chain manager - Transport company manager - Urban transit system manager - Warehouse manager Note Chief executives of major airports, railway companies, urban transit systems and other transportation corporations that have hierarchies of managers are included in Unit Group 1120: Managing Directors and Chief Executives.

railway station manager
move manager
airport director
air traffic manager
logistics and distribution manager
pipeline superintendent
movie distributor

Job titles from the EU's ESCO list. Search for any of them on the jobs page and you'll end up here.

62 / 100

Mostly holds up against AI

AI can take a few chores off your plate, but most of the day is still yours.

Not the odds you keep your job. It's how much of the everyday work still needs a person, out of 100.

← Robot's turf Human's turf →

The ILO's official verdict: Minimal Exposure

318 of 427 for holding up against AI

Why this score?

The ILO rated each of this job's 12 tasks for how much of it AI could do. They average 38.5 out of 100, so it holds up at 100 − 38.5 = 61.5.

That's the whole sum. No black box, no secret sauce: you can check it against the ILO's study. ILO group “Minimal Exposure”: A few tasks are affected, but the heart of the job isn't.

This job rates 30.2 out of 100 for how hands-on it is. The score above only looks at AI tools, not robots, but for work this far from the physical that matters less.

from the source Working Paper 140, Generative AI and Jobs 2025 index data 0.8-observed-use

Man v Bot · compare

Who holds up better?

Supply, distribution and related managers 62

Go on, try your partner's job. Or your sibling's. We won't tell.

Man v Bot

Where the bot helps, and where the human wins

Bot

What AI takes

The routine stuff. You may not miss it.

Inventory and stock-level planning.
Tracking goods and transactions.
Routing and dispatch planning.

Man

What people still do better

Judgement, trust and skilled hands. Hard to download.

Handling disruption.
Negotiating with suppliers.
Leading warehouse and transport teams.

Both

What's arriving

New work that only exists because the AI does.

AI demand forecasting.
Warehouse automation.
Supply chain resilience and reshoring.

Written by a human, from the ILO's task ratings below. Yes, we see the irony. Read it as one person's take.

Meet your two rivals

They're not the same machine. AI software can only reach the parts of a job done on a screen or in words. A chatbot can't climb a ladder. A robot might, one day, if it doesn't fall off.

The AI

Lives in a screen. Never had to fix a boiler.

Threat level: Medium

50 could do without you

It could take over some of the work, and help with more. It could help with 73 of 100.

The robot

The wildcard. Has hands, still working out stairs.

How much it matters here: Lower

30 how hands-on

Not much of this job needs hands, so the robot can sit this one out.

So could a robot do the physical part?

Less than half of this job is hands-on. Robots still matter, but for a smaller part of the work, so we don't sort it any further.

Robots hate fiddly work in awkward spaces. On that measure, this job scores 12 out of 100. The higher it is, the longer the robot waits.

30 How
hands-on

12 How fiddly
and cramped

Kind of hands-on work Less than half hands-on

The small print

They aren't a robot score, and nothing on this page is. Nobody measures how far robots have got well enough to put a number on it. These are the closest thing we have: how hands-on the job is, and how much fiddly, cramped work it takes, which is what Frey and Osborne found hardest for machines.

From O*NET, averaged across 2 US jobs .

finger skill 18.8 · hand skill 7.2 · cramped spaces 10.4 · averaged · rule: hands-on under 50

estimated O*NET 31.0 BLS occupational crosswalk chain ISCO-08 to 2010 SOC (Aug 2012, rev. Jun 2015); 2010 to 2018 SOC (Nov 2017); O*NET-SOC 2019 taxonomy data 0.8-observed-use measures chosen by Frey & Osborne (2017) · the grouping is a sorting, not a measurement

The job, task by task

Every job is really a bundle of tasks. Here's this one unpacked, with how much of each AI could do, out of 100. The score is the average, and averages can hide a lot.

AI's favourite task here scores 46, against an average of 39. The bigger the gap, the more lopsided the job: some of it wide open to AI, some of it barely touched.

46
Overseeing the recording of purchase, storage and distribution transactions

Low
45
Monitoring and reviewing storage and inventory systems to meet supply requirements and control stock levels

Low
44
Determining, implementing and monitoring purchasing, storage and distribution strategies, policies and plans

Low
44
Liaising with other departments and customers concerning requirements for outward goods and associated forwarding transportation

Low
41
Preparing and implementing plans to maintain required stock levels at minimum cost

Low
39
Establishing and managing budgets, controlling expenditure and ensuring the efficient use of resources

Low
37
Overseeing the dispatch of road vehicles, trains, vessels or aircraft

Low
37
Establishing and directing operational and administrative procedures

Low
35
Operating recording systems to track all movements of goods, and ensuring reordering and restocking at optimal times

Low
33
Planning and directing daily operations

Low
32
Overseeing the selection, training and performance of staff.

Low
32
Negotiating contracts with suppliers to meet quality, cost and delivery requirements

Low

12 tasks · the High to Very Low labels are the ILO's

from the source Working Paper 140, Generative AI and Jobs 2025 index data 0.8-observed-use

Sidekick or replacement?

A tool that makes you faster is a very different thing from one that does the task while you watch. Jobs and Skills Australia measured the two separately, which is handy.

AI helps you: 73
AI does it for you: 50

Sidekick wins, by 23 points.

How good a match is this?

3 Australian jobs match this one, and we've simply averaged them. Treat the numbers as a rough guide.

estimated Our Gen AI Transition (Gen AI Capacity Study) September 2025 detailed data release data 0.8-observed-use matched to Australian jobs 1333, 1336, 1494

Meanwhile, in real life…

Everything else here is about what AI could do. This is what people actually did. When they asked Claude for help with this kind of work, did they hand the whole task over, or roll their sleeves up and work through it together?

Tiny sample alert This job makes up 0.01% of all the conversations: a tiny slice. People using AI for a job isn't the same as AI being able to do it.

Out of every 100 conversations

worked through it together handed it over

The small print

Anthropic publishes this about its own product, and it doesn't feed into any score here. These are people who use Claude, not workers in general, so little use here doesn't mean AI can't reach the job.

These two add up to 100. The bars elsewhere on the page don't, because each is scored on its own, so we don't put them side by side.

observed use Anthropic Economic Index release 2026-06-26, period beginning 2026-05-01 data 0.8-observed-use 2026-05-01 · Anthropic, about its own product

So, should logistics managers be worried?

Short answer: not much. Some of the chores will change, and good riddance.

Parts of the job are changing. Transaction records, inventory systems, strategies, liaison, stock plans, budgets, dispatch, procedures, operations, staffing and supplier contracts all rate Low. Planning software and AI forecasting take on more; disruption and negotiation stay human.

Worth remembering: we score tasks, not jobs. When AI takes on a task, the job usually reshuffles around it rather than vanishing.

Where this job could lead

None of the new jobs we've written up start from here yet. Could be you're the first. See the jobs AI is creating →

How are the neighbours doing?

There are 30 jobs in the “Managers” family, averaging 64. This one is below the family average.

Pit this against any other job →