Where is job-market talk concentrated?
Compared to previous 3 months
Occupations, industries, and places named in Reddit career posts — not unemployment rates.
As of Nov 3, 2026, this is where worker-pressure talk on r/layoffs, r/jobs, and r/recruitinghell is concentrated — not which state or industry has the official highest unemployment rate.
Software Engineering currently carries 29% of named-occupation pressure talk. Bigger communities produce more posts, so read the lists as conversation share.
Technology currently carries 41% of named-industry pressure talk.
US state and country maps shade share of posts that named a place, not official unemployment.
Aug 3, 2026 – Nov 3, 2026
OccupationsTop Occupations
- 29%↑ 1.6pp
Software Engineering
- 10%↑ 0.7pp
Sales
- 10%→ 0.0pp
Marketing
- 9%↑ 0.3pp
Finance
- 8%↓ 0.4pp
Healthcare
- 6%→ 0.0pp
Customer Support
- 6%↑ 0.2pp
Recruiting / HR
- 5%↓ 1.2pp
Skilled Trades
IndustriesTop Industries
- 41%↓ 0.3pp
Technology
- 11%↓ 0.5pp
Retail
- 11%↑ 0.2pp
Finance
- 10%↓ 0.5pp
Healthcare
- 5%↓ 0.5pp
Education
- 5%↓ 0.3pp
Hospitality
- 3%↑ 0.7pp
Government
- 2%↑ 0.5pp
Manufacturing
US StatesTop US States
- 1
New York
38%↑ 3.6pp - 2
California
11%↑ 0.7pp - 3
Florida
9%↑ 3.1pp - 4
New Jersey
8%- - 5
Texas
7%→ 0.0pp
CountriesTop Countries
- 1
United States
55%↓ 0.5pp - 2
India
13%↑ 0.5pp - 3
Canada
10%→ 0.0pp - 4
United Kingdom
10%↓ 1.2pp - 5
Australia
2%↑ 1.3pp
Questions
Which jobs and places are under the most pressure?
As of Nov 3, 2026, the lists and maps show each occupation, industry, and place’s share of worker-pressure talk from posts that named one. Shares add to 100% of named talk, not official unemployment.
Is this unemployment by state?
No. When a post names a US state, we count that state’s share of Reddit worker-pressure talk. Bigger states produce more posts. It is not the BLS unemployment rate.
Is this official labor statistics?
No. This is a reading of public posts from r/layoffs, r/jobs, and r/recruitinghell. It is not BLS unemployment, payrolls, or JOLTS.
How often is this updated?
Numbers update daily as new posts are ingested and classified.