skills.index_title
skills.all_skills →
skills.page_title
skills.page_sub
skills.quotable_label
skills.quote_paid
n=561, skills.as_of_short 2026-10-18 · skills.geo_answer_method
561
skills.stat_open_roles
0.4%
skills.stat_share
231
skills.stat_rated_ranges
$195,000
skills.stat_median
skills.by_family_title
skills.by_family_caption
skills.by_family_table
| skills.job_family | skills.open_roles_col | skills.share_of_skill |
|---|---|---|
| Data & ML | 411 | 73.3% |
| Engineering | 109 | 19.4% |
| Consulting | 16 | 2.9% |
| Sales | 10 | 1.8% |
| Operations | 4 | 0.7% |
| Other | 2 | 0.4% |
| Product | 2 | 0.4% |
| Retail & Hospitality | 2 | 0.4% |
| Skilled Trades | 2 | 0.4% |
| Finance | 1 | 0.2% |
| Legal | 1 | 0.2% |
| People & HR | 1 | 0.2% |
skills.by_country_table
| skills.country | skills.open_roles_col | skills.share_of_skill |
|---|---|---|
| United States | 233 | 41.5% |
| India | 45 | 8.0% |
| Canada | 37 | 6.6% |
| Germany | 28 | 5.0% |
| United Kingdom | 21 | 3.7% |
| Brazil | 16 | 2.9% |
| Singapore | 15 | 2.7% |
| France | 12 | 2.1% |
| Poland | 12 | 2.1% |
| Spain | 10 | 1.8% |
| Netherlands | 8 | 1.4% |
| Portugal | 7 | 1.2% |
| Mexico | 6 | 1.1% |
| New Zealand | 6 | 1.1% |
| Ireland | 5 | 0.9% |
| UA | 5 | 0.9% |
| United Arab Emirates | 4 | 0.7% |
| Australia | 4 | 0.7% |
| Japan | 4 | 0.7% |
| Greece | 3 | 0.5% |
| Italy | 3 | 0.5% |
| MT | 3 | 0.5% |
| Sweden | 3 | 0.5% |
| Bulgaria | 2 | 0.4% |
| CL | 2 | 0.4% |
| CO | 2 | 0.4% |
| Hungary | 2 | 0.4% |
| South Korea | 2 | 0.4% |
| MA | 2 | 0.4% |
| PH | 2 | 0.4% |
| SA | 2 | 0.4% |
| Taiwan | 2 | 0.4% |
| AR | 1 | 0.2% |
| Belgium | 1 | 0.2% |
| Switzerland | 1 | 0.2% |
| Czechia | 1 | 0.2% |
| EG | 1 | 0.2% |
| Finland | 1 | 0.2% |
| Croatia | 1 | 0.2% |
| Israel | 1 | 0.2% |
| Lithuania | 1 | 0.2% |
| Luxembourg | 1 | 0.2% |
| Latvia | 1 | 0.2% |
| PE | 1 | 0.2% |
| QA | 1 | 0.2% |
| RS | 1 | 0.2% |
| Slovakia | 1 | 0.2% |
| TH | 1 | 0.2% |
| ZA | 1 | 0.2% |
skills.cooccur_title
skills.cooccur_caption
Python n=9,587
Excel n=9,003
SQL n=7,324
Roadmapping n=7,151
AWS n=6,210
LLM n=5,045
Agile n=4,513
CI/CD n=4,455
iOS n=4,411
Salesforce n=4,044
CRM n=3,905
Azure n=3,894
skills.related_title
Procurement n=3,893
Supply Chain n=3,812
GCP n=3,515
Kubernetes n=3,343
Negotiation n=3,223
React n=3,097
Java n=3,014
Git n=2,902
Account Management n=2,710
A/B Testing n=2,658
TypeScript n=2,591
Payroll n=2,517
skills.method_note salaries.geo_answer_method →