States
Alabama 445 Alaska 44 Arizona 632 Arkansas 436 California 15,367 Colorado 1,519 Connecticut 342 Delaware 131 District of Columbia 1,306 Florida 1,284 Georgia 1,075 Hawaii 135 Idaho 178 Illinois 1,844 Indiana 309 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,276 Michigan 698 Minnesota 403 Mississippi 97 Missouri 470 Montana 50 Nebraska 185 Nevada 200 New Hampshire 109 New Jersey 803 New Mexico 161 New York 6,701 North Carolina 1,180 North Dakota 75 Ohio 692 Oklahoma 192 Oregon 345 Pennsylvania 893 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 287 Texas 3,612 Utah 460 Vermont 73 Virginia 3,677 Washington 2,758 West Virginia 78 Wisconsin 335 Wyoming 62
Cities
San Francisco Bay Area, CA 10,444 New York, NY 5,621 Washington, DC 3,596 Seattle, WA 2,135 Los Angeles, CA 2,071 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,039 Denver, CO 791 Atlanta, GA 689 Raleigh–Durham, NC 478 San Diego, CA 429 Phoenix, AZ 354 Charlotte, NC 336 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,236 Product Manager 3,283 Engineering Manager 2,093 Project Manager 1,918 Program Manager 1,905 Data Scientist 1,566 Machine Learning Engineer 1,503 Security Engineer 1,437 Marketing Manager 1,345 Full Stack Developer 1,204 AI Engineer 1,069 DevOps Engineer 1,058 Data Engineer 900 IT Support Specialist 851 Cybersecurity Analyst 843 Backend Developer 797 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 691 Data Analyst 649 Product Marketing Manager 611 Mobile Developer 593 Network Engineer 564 Business Analyst 549 Product Designer 527 Content Writer 514 QA Engineer 499 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 300 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 172 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 66 Influencer Marketing Manager 65 BI Developer 62 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,842 Machine learning 9,048 Product roadmapping 8,532 AWS 8,218 CI/CD 7,573 SQL 6,194 Kubernetes 6,105 LLMs 5,725 AI agents 5,329 C++ 5,130 Linux 5,068 Java 5,005 Azure 4,859 Distributed systems 4,727 Agile 4,577 Docker 4,256 Google Cloud 4,089 Git 4,055 TypeScript 3,900 Go 3,831 React 3,578 Terraform 3,326 JavaScript 3,299 Go-to-market 2,833 REST APIs 2,751 Jira 2,669 Test automation 2,620 PostgreSQL 2,466 C 2,446 Generative AI 2,442 Product strategy 2,387 Incident response 2,386 Microservices 2,382 Bash 2,232 Positioning & messaging 2,150 Excel 2,040 GitHub 1,885 Embedded systems 1,859 Node.js 1,840 Rust 1,756 PyTorch 1,710 Stakeholder management 1,710 Kafka 1,705 IAM 1,622 CompTIA certifications 1,620 CRM 1,617 Product marketing 1,608 C# 1,596 Scrum 1,577 Spark 1,568 Computer vision 1,553 Cryptography 1,507 Ansible 1,494 GitLab 1,476 Firmware 1,474 Android 1,463 Market research 1,433 Data modeling 1,419 Jenkins 1,389 Deep learning 1,373 PRDs 1,356 iOS 1,334 RAG 1,318 Data warehousing 1,309 Design systems 1,281 Confluence 1,263 PMP 1,263 NoSQL 1,236 OpenAI API 1,223 ETL 1,222 NIST 1,184 Vulnerability management 1,171 Google Workspace 1,165 Firewalls 1,162 Salesforce 1,152 HTML 1,141 Grafana 1,120 Competitive analysis 1,080 CSS 1,077 Snowflake 1,070 TCP/IP 1,063 Databricks 1,059 Tableau 1,059 DNS / DHCP 1,036 Kotlin 1,035 PowerShell 1,000 Power BI 986 Angular 973 Prototyping 968 CISSP 961 Figma 960 User stories 951 MLOps 935 Prometheus 929 Scala 928 TensorFlow 928 GitHub Actions 898 SAP 887 Brand marketing 883 A/B testing 865 Active Directory 849 R 842 Spring Boot 842 MySQL 828 NLP 827 Web accessibility (WCAG) 826 Prompt engineering 826 Pricing strategy 812 Airflow 811 Zero Trust 809 Redis 794 Elasticsearch 784 Oracle 779 User research 779 Demand generation 776 Reinforcement learning 770 Unix 769 RTOS 761 Sales enablement 756 SSO / SAML 754 OAuth 750 Splunk 722 Routing & switching 715 GraphQL 710 SOC 2 710 ServiceNow 706 VPN 687 MongoDB 686 Vector databases 683 Datadog 679 ITIL 659 SQL Server 654 BigQuery 649 JUnit 643 Helm 636 Cisco 636 CUDA 629 SIEM 628 SEO 624 VMware 622 .NET 621 Microsoft 365 616 HIPAA 609 CCNA / CCNP 602 Technical writing 599 gRPC 592 Threat modeling 592 Serverless 591 CloudFormation 577 Microsoft Project 574 Ruby 571 Next.js 563 LangChain 559 MATLAB 552 Budget management 544 Product analytics 542 Adobe Creative Cloud 537 dbt 536 Marketing automation 533 FedRAMP 532 Content strategy 526 Email marketing 524 SAFe 519 SharePoint 518 Jetpack Compose 517 Penetration testing 512 ISO 27001 495 GIAC certifications 487 pandas 482 scikit-learn 478 Argo CD 470 CMS 468 macOS 448 EDR 443 Windows Server 437 Looker 432 HubSpot 423 Six Sigma 421 Vue.js 419 DynamoDB 417 ELK Stack 410 Typography 407 FastAPI 399 OpenTelemetry 397 Event marketing 396 Chef / Puppet 381 FPGA 373 Photoshop 371 Hadoop 370 Google Analytics 368 Okta 367 React Native 366 Video editing 364 Load testing 363 OpenShift 341 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 SAST / DAST 331 Account-based marketing 330 Django 329 Redshift 317 Intune / SCCM 317 Flink 312 CISM 301 Kanban 295 Blockchain 293 Wireframing 292 OWASP 291 Hugging Face 286 GRC 285 SD-WAN 284 Motion graphics 279 RabbitMQ 272 Swift 269 Selenium 266 Ruby on Rails 261 Juniper 261 Perl 260 ClickHouse 256 Playwright 252 Power Platform 251 Smartsheet 245 OKRs 245 Content marketing 241 WebSockets 236 Unreal Engine 231 Cassandra 230 Pulumi 223 Google Ads 223 Flask 220 Wireshark 218 PPC 215 After Effects 210 PCI DSS 205 Information architecture 205 Canva 202 Copywriting 199 SageMaker 198 Redux 195 SOAR 191 Premiere Pro 189 Asana 189 Marketo 187 Vertex AI 184 Tailwind CSS 177 InDesign 174 Notion 174 Presto / Trino 171 NetSuite 171 Cypress 167 Hive 161 Cloudflare 159 Kinesis 155 Jamf 155 Salesforce Marketing Cloud 155 Postman 150 Workday 147 pytest 146 Influencer marketing 146 PHP 144 Jest 139 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 Conversion rate optimization 121 Amplitude 120 New Relic 120 jQuery 119 Cucumber 110 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 98 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 73 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 Final Cut Pro 70 Three.js 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 64 Webpack 61 Svelte 58 Qlik 56 Iterable 56 Google Tag Manager 56 Citrix 54 DaVinci Resolve 54 Elixir 51 Storybook 51 Miro 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 44 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 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 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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