A weekly readout of which AI skills, companies, and research areas are moving from hype into hiring demand.
Updated from FrontierAlpha's daily pipeline.
| Skill | This week | Momentum | % of jobs |
|---|---|---|---|
| swiftui | 104 | +10400% | 1.6% |
| css3 | 92 | +9100% | 1.4% |
| palantir | 73 | +7200% | 1.1% |
| github copilot | 71 | +7000% | 1.1% |
| martech | 64 | +6400% | 1.0% |
| replit | 51 | +5100% | 0.8% |
| airtable | 51 | +5100% | 0.8% |
| cursor | 51 | +5100% | 0.8% |
| rxjs | 47 | +4700% | 0.7% |
| sass | 47 | +4700% | 0.7% |
Ranked by week-on-week momentum. Minimum 5 mentions to qualify.
| Skill | This week | Last week | Momentum |
|---|---|---|---|
| flutter | 7 | 56 | -88% |
| mechanical | 6 | 28 | -79% |
| hardware test | 6 | 23 | -74% |
| electrical | 8 | 27 | -70% |
| reliability | 9 | 25 | -64% |
Skills with negative momentum and at least 5 mentions last week. Cooling does not mean irrelevant.
| Company | This week | Last week | Change | Top skills |
|---|---|---|---|---|
| amazon.com | 2861 | 2376 | +485 |
machine learningllmdeep learning
|
| amazon web services | 697 | 497 | +200 |
machine learningawsllm
|
| speechify | 104 | 0 | +104 |
swiftswiftuibitrise
|
| openkyber | 99 | 1 | +98 |
pythonllmaws
|
| CVS Health | 62 | 2 | +60 |
gcpangulargraphql
|
| oak street health | 50 | 0 | +50 |
pythonsqlbigquery
|
| mindbank consulting group | 36 | 0 | +36 |
dockerpythonkubernetes
|
| motional | 38 | 7 | +31 |
machine learningpythondata analysis
|
Ranked by week-on-week acceleration. Top skills from the last 14 days.
| Topic | Papers | Jobs | Signal |
|---|---|---|---|
| diffusion | 1665 | 0 | High research, low hiring — possible early signal |
| reasoning | 1529 | 0 | High research, low hiring — possible early signal |
| graph | 1259 | 0 | High research, low hiring — possible early signal |
| multimodal | 1184 | 0 | High research, low hiring — possible early signal |
| representation | 753 | 0 | High research, low hiring — possible early signal |
| segmentation | 604 | 0 | High research, low hiring — possible early signal |
| agents | 527 | 0 | High research, low hiring — possible early signal |
| federated | 495 | 0 | High research, low hiring — possible early signal |
Topics with high conference paper frequency relative to current job listings. These are directional indicators, not predictions.
Top GitHub topics and Hugging Face task categories. Open-source signals can indicate practitioner adoption before it appears in hiring.
Watch skill clusters that are rising together. Companies accelerating hiring often signal upcoming hard-to-fill roles. Use cooling signals to set expectations with clients pursuing saturated skill sets.
Company acceleration may indicate budget expansion or strategic AI bets. Research topics ahead of hiring can suggest where future demand may form. These are directional signals, not investment recommendations.
Rising skills suggest where demand is growing. Research-ahead-of-hiring topics may be worth learning early. Cooling skills are not necessarily dead, but may be commoditising or consolidating.
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About FrontierAlpha · Built by Tristan Fletcher