States
Alabama 428 Alaska 36 Arizona 625 Arkansas 340 California 15,655 Colorado 1,522 Connecticut 328 Delaware 133 District of Columbia 1,311 Florida 1,316 Georgia 1,101 Hawaii 134 Idaho 175 Illinois 1,852 Indiana 305 Iowa 273 Kansas 113 Kentucky 165 Louisiana 104 Maine 76 Maryland 1,639 Massachusetts 2,263 Michigan 679 Minnesota 400 Mississippi 89 Missouri 472 Montana 50 Nebraska 182 Nevada 191 New Hampshire 111 New Jersey 778 New Mexico 160 New York 6,815 North Carolina 1,165 North Dakota 64 Ohio 683 Oklahoma 173 Oregon 351 Pennsylvania 878 Rhode Island 86 South Carolina 192 South Dakota 53 Tennessee 286 Texas 3,730 Utah 461 Vermont 64 Virginia 3,713 Washington 2,766 West Virginia 67 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,626 New York, NY 5,721 Washington, DC 3,651 Seattle, WA 2,160 Los Angeles, CA 2,096 Boston, MA 1,335 Austin, TX 1,246 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,083 Denver, CO 789 Atlanta, GA 720 Raleigh–Durham, NC 484 San Diego, CA 420 Phoenix, AZ 351 Charlotte, NC 342 Houston, TX 258 Pittsburgh, PA 228 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 58 Portland, OR 30
Role
Software Engineer 11,213 Product Manager 3,354 Engineering Manager 2,124 Program Manager 1,950 Project Manager 1,943 Data Scientist 1,520 Machine Learning Engineer 1,513 Security Engineer 1,478 Marketing Manager 1,408 Full Stack Developer 1,215 AI Engineer 1,103 DevOps Engineer 1,086 Data Engineer 891 IT Support Specialist 867 Cybersecurity Analyst 858 Backend Developer 795 Systems Administrator 764 Site Reliability Engineer 751 Graphic Designer 728 Product Marketing Manager 639 Data Analyst 638 Mobile Developer 584 Network Engineer 569 Product Designer 544 Business Analyst 542 Content Writer 530 QA Engineer 493 Growth Marketing Manager 354 Frontend Developer 336 Cloud Engineer 293 UX Designer 240 PPC Specialist 217 Email Marketing Specialist 204 Social Media Manager 201 Marketing Analyst 179 Community Manager 174 Digital Marketing Specialist 173 Video Editor 106 Creative Director 95 Brand Manager 88 SEO Specialist 80 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 63 BI Developer 62 Art Director 51 Web Developer 49 Copywriter 45 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,828 Machine learning 9,056 Product roadmapping 8,718 AWS 8,191 CI/CD 7,599 Kubernetes 6,128 SQL 6,108 LLMs 5,792 AI agents 5,501 Linux 5,167 C++ 5,146 Java 4,985 Azure 4,887 Distributed systems 4,829 Agile 4,537 Docker 4,237 Google Cloud 4,065 Git 4,018 Go 3,974 TypeScript 3,918 React 3,548 Terraform 3,353 JavaScript 3,237 Go-to-market 2,969 REST APIs 2,684 Test automation 2,678 Jira 2,648 Incident response 2,461 PostgreSQL 2,452 C 2,442 Product strategy 2,438 Generative AI 2,399 Microservices 2,364 Bash 2,273 Positioning & messaging 2,222 Excel 2,071 Embedded systems 1,883 GitHub 1,870 Node.js 1,823 Rust 1,810 Stakeholder management 1,725 PyTorch 1,714 Kafka 1,685 CRM 1,681 IAM 1,665 Product marketing 1,658 CompTIA certifications 1,587 Computer vision 1,576 Cryptography 1,570 Scrum 1,568 C# 1,566 Ansible 1,559 Spark 1,545 Firmware 1,516 GitLab 1,481 Market research 1,457 Android 1,442 Data modeling 1,437 Jenkins 1,356 iOS 1,337 PRDs 1,336 RAG 1,335 Deep learning 1,333 PMP 1,329 Data warehousing 1,324 Design systems 1,271 Confluence 1,268 NIST 1,221 NoSQL 1,220 Firewalls 1,214 ETL 1,210 OpenAI API 1,209 Salesforce 1,208 Vulnerability management 1,207 Google Workspace 1,120 Grafana 1,113 TCP/IP 1,112 HTML 1,107 Competitive analysis 1,104 DNS / DHCP 1,094 Snowflake 1,079 Databricks 1,079 Tableau 1,045 CSS 1,032 PowerShell 1,030 Kotlin 1,029 CISSP 993 Power BI 990 Prototyping 982 Angular 974 Scala 967 Figma 966 Prometheus 943 MLOps 917 GitHub Actions 910 Brand marketing 906 TensorFlow 898 User stories 893 SAP 890 Active Directory 865 Pricing strategy 855 A/B testing 845 Prompt engineering 822 Zero Trust 809 Web accessibility (WCAG) 801 Reinforcement learning 801 MySQL 792 OAuth 789 Airflow 787 Demand generation 785 R 784 Spring Boot 775 NLP 772 Sales enablement 772 Redis 768 User research 768 Oracle 767 Elasticsearch 762 Unix 761 SSO / SAML 759 RTOS 745 Routing & switching 744 SOC 2 725 Splunk 718 VPN 714 ServiceNow 704 Datadog 698 GraphQL 693 MongoDB 678 Cisco 672 SQL Server 657 Microsoft 365 651 .NET 650 ITIL 649 Vector databases 647 CUDA 647 SIEM 640 Technical writing 636 VMware 635 Threat modeling 631 BigQuery 630 Serverless 630 Helm 627 SEO 623 CCNA / CCNP 622 JUnit 617 HIPAA 605 gRPC 601 CloudFormation 587 Microsoft Project 583 Budget management 575 Ruby 570 Next.js 562 Adobe Creative Cloud 560 Marketing automation 556 LangChain 555 FedRAMP 552 MATLAB 539 dbt 536 SAFe 535 Content strategy 531 SharePoint 527 Penetration testing 524 Jetpack Compose 517 Product analytics 517 Email marketing 511 ISO 27001 508 GIAC certifications 499 Argo CD 481 CMS 468 macOS 463 pandas 460 EDR 459 Windows Server 453 scikit-learn 450 HubSpot 448 Six Sigma 438 OpenTelemetry 437 ELK Stack 414 Typography 414 Vue.js 410 FastAPI 409 Chef / Puppet 403 DynamoDB 401 Event marketing 399 Looker 397 Google Analytics 383 Okta 380 Photoshop 371 FPGA 371 Video editing 368 React Native 357 Load testing 356 SAST / DAST 350 Hadoop 348 Account-based marketing 344 Flink 339 OpenShift 336 Illustrator 328 Paid social 328 CISM 325 NumPy 320 Intune / SCCM 318 Redshift 315 Service mesh 313 Django 311 SD-WAN 307 OWASP 307 GRC 299 Blockchain 296 Kanban 290 Motion graphics 285 RabbitMQ 279 Hugging Face 273 ClickHouse 269 Juniper 263 Swift 260 Wireframing 259 Ruby on Rails 258 Perl 257 OKRs 256 Playwright 251 Smartsheet 250 Selenium 245 Power Platform 245 Content marketing 243 WebSockets 234 Unreal Engine 233 Pulumi 232 Wireshark 231 Google Ads 227 PPC 222 Cassandra 212 Canva 212 PCI DSS 211 Information architecture 208 After Effects 208 Copywriting 206 SOAR 205 Premiere Pro 202 Flask 198 Marketo 198 Asana 195 SageMaker 191 Redux 186 NetSuite 182 Vertex AI 178 Presto / Trino 176 InDesign 175 Notion 173 Cypress 167 Cloudflare 160 Tailwind CSS 159 Jamf 153 Hive 150 Kinesis 150 Salesforce Marketing Cloud 149 Influencer marketing 149 Zapier 145 OSCP 144 Workday 144 Postman 143 pytest 141 Zendesk 132 PHP 131 Shopify 131 Jest 128 SEM 128 WordPress 125 New Relic 120 jQuery 117 Conversion rate optimization 115 Amplitude 114 monday.com 108 Meta Ads 107 Verilog / VHDL 107 Cucumber 106 CapCut 103 Neo4j 101 Unity 101 SwiftUI 98 Jupyter 98 Braze 95 NestJS 93 SEO tools 90 WebGL 89 SAS 88 Fivetran 87 Programmatic advertising 87 Nginx 85 XGBoost 84 Blender 84 Google Search Console 84 HashiCorp Vault 82 Keras 79 Sketch 79 PCB design 79 Social media tools 78 VBA 76 Final Cut Pro 75 Informatica 74 Vite 73 Airtable 71 LinkedIn Ads 70 Looker Studio 69 Mixpanel 69 Webflow 69 Flutter 67 Affiliate marketing 67 Firebase 65 D3.js 64 Three.js 63 Webpack 61 Adobe Analytics 60 Iterable 60 Qlik 56 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Klaviyo 51 Elixir 50 Storybook 50 Miro 50 Citrix 49 Maya 49 Lua 46 Objective-C 45 Cinema 4D 43 Sass 40 UIKit 40 Appium 40 Haskell 33 Adobe XD 33 Markdown 32 Dart 31 Xcode 30 Express.js 29 Trello 29 TestRail 28 TikTok Ads 28 Laravel 27 Mailchimp 27 Alteryx 25 Retool 24 AP Style 23 SPSS 21 Framer 21 Substance 3D 18 Houdini 16 Amazon Ads 16 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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