BLS occupations in view
6
Current occupation pages used in the published comparison chart
Research
The Great Reallocation
A source-backed research brief on AI, labor demand, and workforce restructuring. Public charts on this page now run only on current BLS occupation data, live ATS board aggregates, and official-source layoff disclosures.
Scope
This brief is limited to what can be sourced directly today: BLS occupation outlook pages, live public hiring boards, and a narrow monitored layoff feed with direct source links. Broader sector, geography, and displacement models return only after their inputs are auditable end to end.
Updated
May 14, 2026 at 2:56 PM UTC
BLS pages accessed March 2026. ATS aggregates refresh every 10 minutes.
Live ATS boards tracked
17/17
Successful board fetches in the current cycle
Official-source layoffs published
10
Confirmed disclosures with direct company or SEC links
Workers affected in monitored feed
~23,314
47,250 in events where AI is cited in the source text
BLS occupation outlook
Source-backed
Verified occupation outlook across selected exposed roles
Question this chart answers: How do current BLS growth projections and median pay compare across a small set of occupations relevant to the AI labor-market debate?
Every row on this comparison chart comes from the current BLS Occupational Outlook Handbook. It favors mobile readability and explicit values over a modeled visual abstraction.
Positive growth outlook
Declining outlook
Data Scientists
15-2051 · Mathematical Science Occupations
Projected growth over 2024–2034
BLS annual openings: 23,400
Median pay
$112,590
Employment
245,900
Projected change
+82,500
Information Security Analysts
15-1212 · Computer and Mathematical Occupations
Projected growth over 2024–2034
BLS annual openings: 16,000
Median pay
$124,910
Employment
182,800
Projected change
+52,100
Software Developers, QA Analysts, and Testers
15-1252 / 15-1253 · Computer and Mathematical Occupations
Projected growth over 2024–2034
BLS annual openings: 129,200
Median pay
$133,080
Employment
1,895,500
Projected change
+287,900
Accountants and Auditors
13-2011 · Business and Financial Operations Occupations
Projected growth over 2024–2034
BLS annual openings: 124,200
Median pay
$81,680
Employment
1,579,800
Projected change
+72,800
Customer Service Representatives
43-4051 · Office and Administrative Support Occupations
Projected decline over 2024–2034
BLS annual openings: 341,700
Median pay
$42,830
Employment
2,814,000
Projected change
-153,700
Computer Programmers
15-1251 · Computer and Mathematical Occupations
Projected decline over 2024–2034
BLS annual openings: 5,500
Median pay
$98,670
Employment
121,200
Projected change
-6,800
Source: U.S. Bureau of Labor Statistics Occupational Outlook Handbook, current pages accessed March 2026
Methodology v1.1Live ATS feed
Source-backed
Current open roles by original posting week
Question this chart answers: How is the current live inventory distributed by original post week across the boards we monitor?
This chart is built from the current open snapshot, then bucketed by original posted date. It is not a frozen historical series, so older weeks can shrink as roles close.
Openings posted
Latest week in view
88 currently open roles
Current live inventory by original post week.
Source: Tracked public Greenhouse and Ashby boards across 11 AI-native companies plus AI-titled roles at Notion, Ramp, Databricks, Figma, Stripe, MongoDB.
Methodology v1.1Live ATS feed
Source-backed
Current openings by role family
Question this chart answers: Which role families account for the largest share of current openings on the tracked company boards?
Families are grouped from live job titles on the tracked boards. This view emphasizes ranking, company breadth, and readable counts instead of relying on a client-side chart runtime.
Open roles
Applied AI and ML
16 companies hiring in this family
128
Data and Platform
8 companies hiring in this family
58
Software Engineering
8 companies hiring in this family
53
Growth and Revenue
6 companies hiring in this family
45
Solutions
7 companies hiring in this family
38
Operations
6 companies hiring in this family
30
Product
5 companies hiring in this family
17
GTM Engineering
4 companies hiring in this family
16
Source: Tracked public Greenhouse and Ashby boards across 11 AI-native companies plus AI-titled roles at Notion, Ramp, Databricks, Figma, Stripe, MongoDB.
Methodology v1.1Live ATS feed
Source-backed
Open roles by tracked company
Question this chart answers: Which tracked company boards hold the largest current inventory of open roles?
This view is a direct count of currently published jobs on the boards we poll. It uses a ranked list so company concentration stays readable on both desktop and smaller screens.
Open roles
OpenAI
Current inventory on the tracked public board
265
Anthropic
Current inventory on the tracked public board
149
LangChain
Current inventory on the tracked public board
57
Scale AI
Current inventory on the tracked public board
48
Cohere
Current inventory on the tracked public board
45
Cursor
Current inventory on the tracked public board
44
Perplexity
Current inventory on the tracked public board
28
Figure
Current inventory on the tracked public board
22
Source: Tracked public Greenhouse and Ashby boards across 11 AI-native companies plus AI-titled roles at Notion, Ramp, Databricks, Figma, Stripe, MongoDB.
Methodology v1.1What this brief can support
- Current BLS baseline facts for selected occupations: employment, pay, and projected growth.
- Current hiring-board aggregates across a disclosed set of AI-company career pages.
- Confirmed workforce reductions when the source document is a filing or an official company release.
What is still withheld
- Modeled displacement ratios and velocity curves.
- Geographic heat maps built from unaudited model output.
- Posting-trend and seniority estimates that do not yet have a public provenance trail.
Research note
This is a public research brief built from auditable source material. It is narrower than the full research protocol by design, and it stays that way until the broader displacement, geography, and sector models are rebuilt on verified datasets.