States
Alabama 442 Alaska 44 Arizona 634 Arkansas 435 California 15,357 Colorado 1,523 Connecticut 340 Delaware 135 District of Columbia 1,303 Florida 1,288 Georgia 1,080 Hawaii 135 Idaho 179 Illinois 1,843 Indiana 309 Iowa 278 Kansas 121 Kentucky 161 Louisiana 117 Maine 82 Maryland 1,641 Massachusetts 2,274 Michigan 698 Minnesota 401 Mississippi 98 Missouri 472 Montana 52 Nebraska 190 Nevada 201 New Hampshire 111 New Jersey 811 New Mexico 162 New York 6,699 North Carolina 1,177 North Dakota 75 Ohio 692 Oklahoma 189 Oregon 344 Pennsylvania 884 Rhode Island 93 South Carolina 204 South Dakota 63 Tennessee 287 Texas 3,625 Utah 464 Vermont 73 Virginia 3,699 Washington 2,757 West Virginia 79 Wisconsin 330 Wyoming 64
Cities
San Francisco Bay Area, CA 10,431 New York, NY 5,617 Washington, DC 3,613 Seattle, WA 2,135 Los Angeles, CA 2,072 Boston, MA 1,346 Austin, TX 1,187 Chicago, IL 1,152 Dallas–Fort Worth, TX 1,047 Denver, CO 793 Atlanta, GA 695 Raleigh–Durham, NC 473 San Diego, CA 429 Phoenix, AZ 353 Charlotte, NC 338 Houston, TX 255 Pittsburgh, PA 227 Miami, FL 213 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 145 Minneapolis, MN 127 Baltimore, MD 104 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,214 Product Manager 3,283 Engineering Manager 2,100 Project Manager 1,924 Program Manager 1,905 Data Scientist 1,560 Machine Learning Engineer 1,508 Security Engineer 1,438 Marketing Manager 1,347 Full Stack Developer 1,206 AI Engineer 1,070 DevOps Engineer 1,061 Data Engineer 898 Cybersecurity Analyst 850 IT Support Specialist 847 Backend Developer 792 Systems Administrator 775 Site Reliability Engineer 723 Graphic Designer 697 Data Analyst 650 Product Marketing Manager 617 Mobile Developer 593 Network Engineer 566 Business Analyst 550 Product Designer 533 Content Writer 514 QA Engineer 498 Growth Marketing Manager 346 Frontend Developer 332 Cloud Engineer 302 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 181 Marketing Analyst 176 Community Manager 172 Video Editor 104 Brand Manager 91 Creative Director 88 Content Creator 79 SEO Specialist 77 Scrum Master 66 Influencer Marketing Manager 65 BI Developer 61 Web Developer 51 Art Director 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 27 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,839 Machine learning 9,046 Product roadmapping 8,524 AWS 8,210 CI/CD 7,569 SQL 6,198 Kubernetes 6,111 LLMs 5,730 AI agents 5,332 C++ 5,124 Linux 5,069 Java 5,002 Azure 4,855 Distributed systems 4,727 Agile 4,567 Docker 4,262 Google Cloud 4,089 Git 4,047 TypeScript 3,887 Go 3,829 React 3,578 Terraform 3,323 JavaScript 3,296 Go-to-market 2,841 REST APIs 2,747 Jira 2,666 Test automation 2,619 PostgreSQL 2,469 C 2,447 Generative AI 2,443 Incident response 2,392 Product strategy 2,390 Microservices 2,375 Bash 2,231 Positioning & messaging 2,149 Excel 2,043 GitHub 1,886 Embedded systems 1,861 Node.js 1,844 Rust 1,757 PyTorch 1,712 Kafka 1,708 Stakeholder management 1,706 CompTIA certifications 1,626 CRM 1,620 IAM 1,619 Product marketing 1,610 C# 1,593 Spark 1,574 Scrum 1,565 Computer vision 1,553 Cryptography 1,505 Ansible 1,496 Firmware 1,475 GitLab 1,473 Android 1,462 Market research 1,435 Data modeling 1,403 Jenkins 1,394 Deep learning 1,374 PRDs 1,355 iOS 1,332 RAG 1,323 Data warehousing 1,312 Design systems 1,285 PMP 1,273 Confluence 1,262 NoSQL 1,235 ETL 1,226 OpenAI API 1,225 NIST 1,186 Vulnerability management 1,175 Firewalls 1,168 Google Workspace 1,161 Salesforce 1,154 HTML 1,140 Grafana 1,120 Competitive analysis 1,079 CSS 1,076 Snowflake 1,072 Databricks 1,068 TCP/IP 1,063 Tableau 1,061 DNS / DHCP 1,038 Kotlin 1,036 PowerShell 1,000 Power BI 988 Prototyping 975 Angular 968 CISSP 966 Figma 963 User stories 955 MLOps 935 Prometheus 928 TensorFlow 926 Scala 925 GitHub Actions 896 SAP 893 Brand marketing 883 A/B testing 866 Active Directory 852 Spring Boot 841 R 833 NLP 828 Prompt engineering 827 MySQL 826 Web accessibility (WCAG) 821 Pricing strategy 813 Airflow 811 Zero Trust 803 Redis 797 Elasticsearch 789 Oracle 781 User research 777 Demand generation 776 Reinforcement learning 769 Unix 767 Sales enablement 759 RTOS 757 SSO / SAML 754 OAuth 751 Splunk 722 Routing & switching 717 SOC 2 709 GraphQL 708 ServiceNow 706 VPN 694 MongoDB 687 Vector databases 681 Datadog 681 SQL Server 658 ITIL 654 BigQuery 651 Cisco 643 JUnit 639 Helm 636 CUDA 631 SIEM 627 VMware 626 SEO 624 .NET 622 Microsoft 365 616 HIPAA 610 CCNA / CCNP 608 Technical writing 600 Serverless 592 gRPC 590 Threat modeling 590 Microsoft Project 580 CloudFormation 578 Ruby 571 Next.js 563 LangChain 561 MATLAB 552 Budget management 544 Product analytics 543 Adobe Creative Cloud 539 Marketing automation 537 dbt 536 FedRAMP 534 Email marketing 526 Content strategy 524 SharePoint 520 SAFe 519 Jetpack Compose 517 Penetration testing 514 ISO 27001 496 GIAC certifications 487 pandas 481 scikit-learn 477 Argo CD 471 CMS 468 macOS 447 EDR 440 Windows Server 438 Looker 431 Six Sigma 424 HubSpot 424 Vue.js 421 DynamoDB 412 ELK Stack 410 Typography 408 FastAPI 400 OpenTelemetry 398 Event marketing 396 Chef / Puppet 386 Hadoop 371 FPGA 371 Google Analytics 370 Photoshop 370 Video editing 366 React Native 365 Okta 365 Load testing 365 Paid social 344 OpenShift 338 Illustrator 334 NumPy 333 SAST / DAST 332 Service mesh 330 Account-based marketing 330 Django 328 Flink 315 Intune / SCCM 315 Redshift 313 CISM 301 OWASP 292 Blockchain 292 Wireframing 291 Kanban 290 Hugging Face 286 SD-WAN 285 GRC 285 Motion graphics 279 RabbitMQ 272 Swift 268 Selenium 263 Ruby on Rails 262 Juniper 262 Perl 260 ClickHouse 259 Playwright 250 Power Platform 250 OKRs 247 Smartsheet 245 Content marketing 240 WebSockets 235 Unreal Engine 229 Cassandra 228 Pulumi 223 Google Ads 222 Wireshark 220 Flask 219 PPC 215 After Effects 210 Information architecture 206 PCI DSS 204 Canva 201 SageMaker 199 Copywriting 198 Redux 194 Marketo 190 SOAR 189 Premiere Pro 189 Asana 189 Vertex AI 186 Tailwind CSS 177 InDesign 174 Notion 174 NetSuite 173 Presto / Trino 172 Cypress 164 Hive 161 Cloudflare 160 Salesforce Marketing Cloud 157 Kinesis 155 Jamf 154 pytest 148 Postman 148 Influencer marketing 146 Workday 146 PHP 143 Zapier 140 OSCP 139 Jest 139 monday.com 134 Zendesk 133 Shopify 130 SEM 127 WordPress 125 Amplitude 120 New Relic 120 Conversion rate optimization 120 jQuery 119 Cucumber 109 Verilog / VHDL 106 Jupyter 105 Meta Ads 104 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 98 Fivetran 92 NestJS 91 WebGL 90 VBA 89 Programmatic advertising 88 SEO tools 88 Nginx 86 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 74 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 Final Cut Pro 70 LinkedIn Ads 69 Three.js 68 Webflow 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 64 Webpack 61 Svelte 58 Qlik 57 Iterable 56 Google Tag Manager 56 Citrix 54 DaVinci Resolve 54 Storybook 51 Klaviyo 51 Miro 50 Elixir 49 UIKit 48 Objective-C 47 Maya 45 Appium 42 Cinema 4D 42 Lua 41 Sass 38 Markdown 34 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 15 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 6 Stata 3
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