技能：薪酬与招聘需求
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NumPy 职位与薪酬
有多少开放职位要求 NumPy、雇方为其明示的薪酬，以及这些需求分布在哪里。
可引用摘要
截至 2026-10-18，NumPy 出现在 153 个开放职位中（占全部职位的 0.1%），雇方明示薪酬中位数为 83,200（P25 83,200 – P75 154,000）。
n=153, 截至 2026-10-18 · 这些技能数据如何计算
153
开放职位
0.1%
占全部职位比
73
含薪资区间的职位
$83,200
明示薪酬中位数
哪些职能族在招聘这项技能
提及该技能的职位在各职能族中的分布。
按职能族划分的需求
| 职能族 | 开放职位 | 占该技能职位比 |
|---|---|---|
| Data & ML | 108 | 70.6% |
| Other | 21 | 13.7% |
| Engineering | 18 | 11.8% |
| Consulting | 1 | 0.7% |
| Design | 1 | 0.7% |
| Finance | 1 | 0.7% |
| Operations | 1 | 0.7% |
| Product | 1 | 0.7% |
| Support | 1 | 0.7% |
按国家划分的技能需求
| 国家/地区 | 开放职位 | 占该技能职位比 |
|---|---|---|
| United States | 40 | 26.1% |
| United Kingdom | 14 | 9.2% |
| Poland | 9 | 5.9% |
| India | 7 | 4.6% |
| Germany | 6 | 3.9% |
| Singapore | 6 | 3.9% |
| Brazil | 5 | 3.3% |
| Canada | 5 | 3.3% |
| Netherlands | 5 | 3.3% |
| AR | 4 | 2.6% |
| France | 4 | 2.6% |
| CL | 3 | 2.0% |
| CO | 3 | 2.0% |
| Greece | 3 | 2.0% |
| Portugal | 3 | 2.0% |
| China | 2 | 1.3% |
| Czechia | 2 | 1.3% |
| EG | 2 | 1.3% |
| Spain | 2 | 1.3% |
| Finland | 2 | 1.3% |
| Italy | 2 | 1.3% |
| Mexico | 2 | 1.3% |
| PE | 2 | 1.3% |
| Romania | 2 | 1.3% |
| Sweden | 2 | 1.3% |
| TR | 2 | 1.3% |
| UY | 2 | 1.3% |
| Belgium | 1 | 0.7% |
| Switzerland | 1 | 0.7% |
| Denmark | 1 | 0.7% |
| Hong Kong | 1 | 0.7% |
| Ireland | 1 | 0.7% |
| Slovakia | 1 | 0.7% |
| VN | 1 | 0.7% |
同时出现的相关技能
与 NumPy 最常出现在同一份职位中的技能。
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
相关技能
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
方法：数量来自公开招聘职位；薪酬仅采用雇方明示薪资区间的职位。 salaries.geo_answer_method →