States
Alabama 442 Alaska 43 Arizona 632 Arkansas 380 California 15,160 Colorado 1,547 Connecticut 358 Delaware 132 District of Columbia 1,301 Florida 1,290 Georgia 1,065 Hawaii 132 Idaho 189 Illinois 1,840 Indiana 317 Iowa 288 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,641 Massachusetts 2,272 Michigan 707 Minnesota 401 Mississippi 93 Missouri 471 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 815 New Mexico 162 New York 6,590 North Carolina 1,202 North Dakota 77 Ohio 679 Oklahoma 192 Oregon 351 Pennsylvania 903 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 276 Texas 3,598 Utah 461 Vermont 76 Virginia 3,657 Washington 2,723 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,271 New York, NY 5,530 Washington, DC 3,578 Seattle, WA 2,106 Los Angeles, CA 2,014 Boston, MA 1,351 Austin, TX 1,173 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,044 Denver, CO 795 Atlanta, GA 680 Raleigh–Durham, NC 485 San Diego, CA 432 Phoenix, AZ 360 Charlotte, NC 360 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,182 Product Manager 3,267 Engineering Manager 2,106 Project Manager 1,928 Program Manager 1,885 Data Scientist 1,552 Machine Learning Engineer 1,505 Security Engineer 1,438 Marketing Manager 1,344 Full Stack Developer 1,192 AI Engineer 1,068 DevOps Engineer 1,043 Data Engineer 899 Cybersecurity Analyst 842 IT Support Specialist 833 Backend Developer 800 Systems Administrator 755 Site Reliability Engineer 725 Graphic Designer 700 Data Analyst 663 Product Marketing Manager 601 Mobile Developer 591 Business Analyst 566 Network Engineer 561 Product Designer 516 Content Writer 511 QA Engineer 502 Growth Marketing Manager 351 Frontend Developer 335 Cloud Engineer 304 UX Designer 244 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 85 SEO Specialist 79 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,714 Machine learning 9,085 Product roadmapping 8,534 AWS 8,243 CI/CD 7,484 SQL 6,117 Kubernetes 6,040 LLMs 5,653 AI agents 5,255 C++ 5,080 Linux 5,026 Java 4,935 Azure 4,884 Distributed systems 4,699 Agile 4,624 Docker 4,221 Google Cloud 4,075 Git 3,979 TypeScript 3,859 Go 3,823 React 3,540 Terraform 3,301 JavaScript 3,214 Go-to-market 2,813 REST APIs 2,677 Jira 2,661 Test automation 2,592 PostgreSQL 2,457 C 2,430 Generative AI 2,415 Product strategy 2,389 Microservices 2,370 Incident response 2,370 Bash 2,193 Positioning & messaging 2,142 Excel 2,033 Embedded systems 1,882 GitHub 1,843 Node.js 1,821 Stakeholder management 1,771 Rust 1,720 PyTorch 1,704 Kafka 1,691 CRM 1,644 Product marketing 1,599 IAM 1,590 Scrum 1,584 CompTIA certifications 1,583 Spark 1,560 C# 1,556 Computer vision 1,553 Cryptography 1,498 Ansible 1,477 GitLab 1,468 Firmware 1,463 Data modeling 1,442 Market research 1,428 Android 1,414 Deep learning 1,361 Jenkins 1,342 PRDs 1,337 RAG 1,327 Data warehousing 1,322 iOS 1,304 PMP 1,267 Design systems 1,260 Confluence 1,247 NoSQL 1,239 ETL 1,218 OpenAI API 1,207 NIST 1,185 Vulnerability management 1,181 Salesforce 1,175 Google Workspace 1,162 Firewalls 1,147 HTML 1,131 Databricks 1,086 Grafana 1,084 Competitive analysis 1,079 Snowflake 1,077 TCP/IP 1,063 CSS 1,060 Tableau 1,031 Kotlin 1,012 DNS / DHCP 1,001 PowerShell 989 Power BI 978 CISSP 978 Angular 973 Prototyping 966 Figma 958 MLOps 946 TensorFlow 934 Scala 922 User stories 921 Prometheus 906 SAP 877 Brand marketing 876 GitHub Actions 874 R 855 Web accessibility (WCAG) 842 Prompt engineering 840 Active Directory 838 A/B testing 837 NLP 837 Spring Boot 813 Airflow 803 Zero Trust 802 User research 800 Redis 795 MySQL 785 Pricing strategy 782 Demand generation 779 Elasticsearch 777 Oracle 768 Sales enablement 768 RTOS 761 Reinforcement learning 759 Unix 757 SSO / SAML 730 OAuth 728 GraphQL 716 SOC 2 715 Routing & switching 709 Splunk 700 Vector databases 694 ServiceNow 689 VPN 689 MongoDB 684 Datadog 675 SQL Server 657 ITIL 650 SIEM 643 Cisco 639 CUDA 632 SEO 631 .NET 630 BigQuery 625 Helm 623 VMware 618 Microsoft 365 617 JUnit 612 HIPAA 609 CCNA / CCNP 607 Serverless 596 Technical writing 592 gRPC 586 Threat modeling 586 Microsoft Project 582 CloudFormation 579 Ruby 565 LangChain 561 Next.js 559 FedRAMP 547 MATLAB 544 dbt 543 SAFe 536 Budget management 534 Adobe Creative Cloud 532 Marketing automation 530 Content strategy 530 Product analytics 526 Email marketing 522 Jetpack Compose 513 Penetration testing 502 SharePoint 501 GIAC certifications 497 ISO 27001 484 scikit-learn 481 CMS 474 pandas 469 Argo CD 465 EDR 457 Windows Server 442 macOS 438 Looker 431 HubSpot 426 DynamoDB 422 Vue.js 412 Six Sigma 409 Event marketing 409 ELK Stack 405 Typography 405 FastAPI 391 Chef / Puppet 388 OpenTelemetry 387 FPGA 374 Photoshop 371 Google Analytics 370 Video editing 353 React Native 352 Okta 350 Load testing 350 Hadoop 348 SAST / DAST 341 Django 336 Paid social 335 OpenShift 332 NumPy 331 Illustrator 330 Account-based marketing 330 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 CISM 299 Intune / SCCM 297 Kanban 295 SD-WAN 287 Hugging Face 285 OWASP 284 Wireframing 275 GRC 274 Motion graphics 274 RabbitMQ 272 Perl 264 Swift 259 Juniper 257 ClickHouse 253 Ruby on Rails 251 OKRs 250 Selenium 249 Playwright 249 Smartsheet 245 Content marketing 240 Power Platform 239 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 199 SOAR 199 Canva 198 Asana 195 Marketo 193 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 163 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 145 OSCP 145 Zapier 142 Postman 141 pytest 137 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 103 monday.com 103 Jupyter 100 SwiftUI 99 Neo4j 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 95 Braze 94 SAS 91 WebGL 90 SEO tools 90 NestJS 89 Programmatic advertising 89 Nginx 87 Google Search Console 87 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 68 Three.js 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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