General office clerks

AI Overlap Index
67.3 / 100
Mostly Exposed

Most of the workflow is automatable. Human judgment remains for exceptions, clients, or ambiguity.

SOC 43-9061 · Office And Administrative Support

Bureau of Labor Statistics
Median pay
$43,630/yr
Hourly
$21/hr
Jobs 2024
2,646,000
Projected 2034
2,468,200
10-yr outlook
-7% · Decline
Employment change
-177,800
Entry education
High school diploma or equivalent
SOC code
43-9061

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
68.5
contribution to AOI: 41.1
Automation Potential weight 10%
90.0
contribution to AOI: 9.0
Market Pressure weight 15%
45.0
contribution to AOI: 6.8
Entry Barrier Erosion weight 15%
70.0
contribution to AOI: 10.5

By seniority

multiplicative adjustment from category curve

Entry
84.1
mult 1.25x
Mid
67.3
mult 1.00x
Senior
52.5
mult 0.78x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

9 tasks · model: claude-sonnet-4-5-20250929
Core t4

Collect information and perform data entry

AI excels at structured data entry from forms, invoices, and documents using OCR and extraction models. Systems can validate entries against rules and databases, requiring human review only for ambiguous cases or exceptions.

BLS evidence: The duties section lists 'Collect information and perform data entry' as a typical task, and notes that clerks 'enter data into computers.'

88
automation
Important t7

Type, format, or edit routine memos or other reports

Large language models can draft, format, and edit routine memos and reports from brief instructions or templates with quality matching or exceeding median clerks. Light human review ensures tone and accuracy, but the core writing task is highly automatable.

BLS evidence: The duties section explicitly states clerks 'Type, format, or edit routine memos or other reports.'

85
automation
Core t3

Copy, file, and update paper and electronic documents

Document management systems with AI can automatically categorize, file, and update electronic documents with minimal human input. OCR and classification models handle scanning and organization at scale, though some quality review may be needed for complex filing schemes.

BLS evidence: The page states clerks 'Copy, file, and update paper and electronic documents' and emphasizes that clerks 'file and retrieve records.'

82
automation
Important t8

Prepare and process bills and other office documents

Invoice processing, bill preparation, and routine document generation are well-suited to AI automation with template-based systems and data extraction. Validation rules catch most errors, requiring human intervention mainly for exceptions or discrepancies.

BLS evidence: The duties section lists 'Prepare and process bills and other office documents' as a typical task.

80
automation
Core t1

Answer and transfer telephone calls or take messages

AI phone systems can now handle call routing, message-taking, and basic inquiries with high accuracy using speech recognition and natural language understanding. Human oversight needed mainly for complex or sensitive calls, but routine transfers and messages are highly automatable.

BLS evidence: The duties section lists 'Answer and transfer telephone calls or take messages' as a primary task that general office clerks typically do.

72
automation
Important t6

Provide general information to staff, clients, or the public

AI chatbots and virtual assistants can field routine informational queries about hours, policies, and procedures with high accuracy. Complex or sensitive inquiries still benefit from human judgment, but the majority of general information requests are automatable.

BLS evidence: The duties section lists 'Provide general information to staff, clients, or the public' and the Important Qualities section emphasizes customer service.

68
automation
Important t5

Schedule appointments and receive customers or visitors

AI scheduling assistants can handle appointment booking via email/chat and manage calendars autonomously. However, in-person visitor reception requires physical presence for greeting, security, and handling unexpected situations, limiting full automation.

BLS evidence: The duties section states clerks 'Schedule appointments and receive customers or visitors.'

58
automation
Core t2

Sort and deliver incoming mail and send outgoing mail

Physical mail sorting and delivery requires manual handling in varied office layouts. While AI can read addresses and categorize, the physical manipulation and navigation through office spaces remains labor-intensive and requires human presence.

BLS evidence: The duties section explicitly states clerks 'Sort and deliver incoming mail and send outgoing mail.'

35
automation
Supporting t9

Operate photocopiers, scanners, fax machines, and other office equipment

Operating physical office equipment requires manual presence, loading paper, clearing jams, and handling originals. While some equipment has automated features, the physical manipulation and troubleshooting aspects remain predominantly manual tasks.

BLS evidence: The page states that clerks 'frequently use photocopiers, scanners, fax machines, and other office equipment.'

25
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
90
karpathy 9/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
45
outlook: Decline
  • BLS projected outlook: Decline (-7%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
70
ed: High school diploma or equivalent
  • BLS typical entry-level education: High school diploma or equivalent
  • Credential trend signal (annual refresh)

Related in Office And Administrative Support

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