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The Task Graph

Understand how AI is changing work — built from public government databases with transparent methods and plain-language explanations.

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Role-specific view20 role tasks

Role summary

Project Management Specialists

AI changes this role through status reporting, update review, and budget tracking, while stakeholder negotiation and team leadership stay human-led.

Analyze and coordinate the schedule, timeline, procurement, staffing, and budget of a product or service on a per project basis. Lead and guide the work of technical staff. May serve as a point of contact for the client or customer.

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Work impacted by AI

Moderate AI support30–45%

AI can help with a meaningful share of the work, while people still own judgment, review, and relationships.

8 tasks most likely to change

AI may reach parts of the task, not erase the task.

20 tasks have external evidence

Task-level matches are marked in the details.

Not a job-loss prediction or a claim that this work should be fully automated.

Source coverage and task evidence are shown in the task section and evidence section below.

How this estimate is calculated

The estimate averages the analyzed task-level AI impact signals for this role. Each task starts with stored task analysis, then uses direct public task evidence when an exact task match is available.

20 tasks are included; 20 have matched external task evidence. Role-level benchmarks are shown below as context, not pushed into individual task estimates.

Tasks in this role

Which tasks may change with AI support

Scan the work areas, choose a task, then inspect what changes, what stays human-led, and which source signals are attached.

List and detail viewExternal evidence

Reviewed task path

Start with the reviewed examples, then explore every task in the role.

Find tasks

20 of 20 tasks

Search directly, or filter for the tasks most worth inspecting first. Work area is a secondary filter.

3 strong AI-support tasks20 tasks with direct evidence

Selected task

Report project status, such as budget, resources, technical issues, or customer satisfaction, to managers.

Strong AI work-change signal
AI supportAI impact 61%1 source signal

Why this task is shown

i

Select a node; details update below.

Selected task: Report project status, such as budget, resources, technical issues, or customer satisfaction, to managers.. Click a node to inspect the source path for this task.

7 path nodes1 evidence

Task

The selected work activity

Work concept

Plain-language bridge

Estimate

AI work-change read

Evidence

Matched public support

Source

Where signals came from

Evidence path

Select a node to inspect the evidence path.

Selected node

This section updates when you choose a node in the path.

Task

Report project status, such as budget, resources, technical issues, or customer satisfaction, to managers.

Parts of the work are structured, but exceptions likely matter. It is not a standard document-processing task, so the work context matters. Formal accountability pressure looks limited. The task wording does not show a clean standalone workflow, so automation readiness should stay conservative. This task is mostly human interaction work. This task mixes technical limits with delivery constraints, so the best first move is usually narrow AI assistance rather than full automation.

Why linked

maps to

AI work-change
61%
Workflow automation
22%

Connected path

  1. Report project status, such as budget, resources, technical issues, or...
  2. Human Interaction
  3. AI work-change estimate
  4. Workflow automation estimate
  5. OpenAI GPTs are GPTs
  6. OpenAI GPTs are GPTs
  7. The Task Graph analysis

Supporting details

2

Where AI reaches

1 matched public source signal is visible for this task. The AI work-change signal is strongest around information handling, drafting, analysis, checking, or repeatable digital steps.

What changes

Parts of the work are structured, but exceptions likely matter.

What stays human

Automation is limited mainly by audience or relationship dependence.

Next move

Start with AI support

Use AI for preparation, drafting, analysis, checking, or first-pass synthesis while people review the result.

Sources

Evidence attached to this task

1 matched

OpenAI GPTs are GPTs

Exact O*NET task-id match

high

How this source is linked

This source row is matched to the same O*NET occupation task used in The Task Graph. It is an exact task-id match, not a fuzzy text guess.

Confidence
95%
What the value means
Model exposure signal; it does not mean full task automation.

OpenAI records a high public AI source signal for this task (75 / 100). This is best read as model exposure and possible AI assistance, not as a guarantee of full automation.

View source

Why this signal is shown

1 external source signal matched to this task. The visible signal combines stored task analysis with matched public task evidence when a direct match exists.

Evidence trail

Work concepts

Human Interaction

Evidence records

OpenAI GPTs are GPTs

OpenAI records a high public AI source signal for this task (75 / 100). This is best read as model exposure and possible AI assistance, not as a guarantee of full automation.

high

Sources

OpenAI GPTs are GPTsThe Task Graph analysis

Evidence

What the page is grounded in

The task view keeps task-level evidence close to each task. This section keeps broader role context and source records available when you want to inspect them.

Role-level benchmarks

These records describe the occupation as a whole. They provide context for the top estimate, but task-level evidence is only used on a task when it directly matches that task.

AI USAGE

MICROSOFT

Mapped directly to this occupation.

low

AI EXPOSURE

OPENAI

Mapped directly to this occupation.

high

Supporting role signals

AI EXPOSURE

INTERNAL · INTERNAL MODEL

medium

ROUTINE INTENSITY

OECD · GROUP MAPPING

low

HUMAN INTERACTION LEVEL

INTERNAL · INTERNAL MODEL

low

TASK COMPLEXITY

INTERNAL · INTERNAL MODEL

low

Occupation source records

These are the occupation records used for the role structure. Public AI evidence links are shown beside the matched task evidence above.

ONET

O*NET

View source record

Important to know

Task-level evidence can shape a task estimate only when it is matched directly to that task. Role-level benchmarks stay as context because they describe the occupation as a whole.

Task sources

Tasks

O*NET · O*NET Task Statements.txt · db_30_0_text

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