States
Alabama 445 Alaska 44 Arizona 624 Arkansas 439 California 15,294 Colorado 1,524 Connecticut 337 Delaware 130 District of Columbia 1,294 Florida 1,275 Georgia 1,066 Hawaii 134 Idaho 176 Illinois 1,822 Indiana 303 Iowa 277 Kansas 119 Kentucky 161 Louisiana 111 Maine 80 Maryland 1,642 Massachusetts 2,284 Michigan 691 Minnesota 394 Mississippi 94 Missouri 464 Montana 47 Nebraska 182 Nevada 202 New Hampshire 108 New Jersey 807 New Mexico 159 New York 6,672 North Carolina 1,179 North Dakota 73 Ohio 690 Oklahoma 188 Oregon 348 Pennsylvania 884 Rhode Island 91 South Carolina 201 South Dakota 59 Tennessee 283 Texas 3,600 Utah 455 Vermont 72 Virginia 3,666 Washington 2,738 West Virginia 76 Wisconsin 328 Wyoming 62
Cities
San Francisco Bay Area, CA 10,401 New York, NY 5,607 Washington, DC 3,585 Seattle, WA 2,120 Los Angeles, CA 2,053 Boston, MA 1,354 Austin, TX 1,178 Chicago, IL 1,140 Dallas–Fort Worth, TX 1,040 Denver, CO 789 Atlanta, GA 688 Raleigh–Durham, NC 483 San Diego, CA 423 Phoenix, AZ 353 Charlotte, NC 333 Houston, TX 254 Pittsburgh, PA 224 Miami, FL 210 Philadelphia, PA 170 Salt Lake City, UT 161 Detroit, MI 145 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,233 Product Manager 3,270 Engineering Manager 2,099 Project Manager 1,916 Program Manager 1,909 Data Scientist 1,567 Machine Learning Engineer 1,504 Security Engineer 1,436 Marketing Manager 1,350 Full Stack Developer 1,199 AI Engineer 1,066 DevOps Engineer 1,059 Data Engineer 897 IT Support Specialist 855 Cybersecurity Analyst 835 Backend Developer 795 Systems Administrator 770 Site Reliability Engineer 717 Graphic Designer 693 Data Analyst 638 Product Marketing Manager 609 Mobile Developer 594 Network Engineer 565 Business Analyst 547 Product Designer 524 Content Writer 514 QA Engineer 494 Growth Marketing Manager 351 Frontend Developer 331 Cloud Engineer 299 UX Designer 240 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 169 Video Editor 103 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 66 BI Developer 62 Art Director 52 Web Developer 50 Copywriter 48 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,816 Machine learning 9,044 Product roadmapping 8,514 AWS 8,216 CI/CD 7,568 SQL 6,190 Kubernetes 6,106 LLMs 5,715 AI agents 5,307 C++ 5,115 Linux 5,056 Java 5,008 Azure 4,849 Distributed systems 4,710 Agile 4,588 Docker 4,265 Google Cloud 4,068 Git 4,062 TypeScript 3,886 Go 3,832 React 3,567 Terraform 3,319 JavaScript 3,299 Go-to-market 2,822 REST APIs 2,757 Jira 2,672 Test automation 2,618 PostgreSQL 2,472 Generative AI 2,451 C 2,434 Microservices 2,388 Product strategy 2,387 Incident response 2,371 Bash 2,230 Positioning & messaging 2,161 Excel 2,032 GitHub 1,882 Embedded systems 1,855 Node.js 1,839 Rust 1,751 Stakeholder management 1,716 PyTorch 1,710 Kafka 1,705 IAM 1,617 CompTIA certifications 1,615 CRM 1,614 Product marketing 1,606 C# 1,598 Scrum 1,581 Spark 1,568 Computer vision 1,558 Cryptography 1,512 Ansible 1,496 GitLab 1,466 Firmware 1,466 Android 1,458 Market research 1,426 Data modeling 1,424 Jenkins 1,393 PRDs 1,361 Deep learning 1,360 iOS 1,328 RAG 1,326 Data warehousing 1,309 Design systems 1,277 PMP 1,261 Confluence 1,260 NoSQL 1,242 OpenAI API 1,220 ETL 1,216 NIST 1,186 Google Workspace 1,179 Vulnerability management 1,175 Salesforce 1,165 Firewalls 1,164 HTML 1,145 Grafana 1,116 CSS 1,079 Competitive analysis 1,074 Snowflake 1,068 TCP/IP 1,064 Databricks 1,059 Tableau 1,053 DNS / DHCP 1,032 Kotlin 1,030 PowerShell 994 Angular 983 Power BI 979 CISSP 970 Prototyping 967 Figma 964 User stories 953 MLOps 946 TensorFlow 934 Scala 929 Prometheus 923 GitHub Actions 890 SAP 877 Brand marketing 877 A/B testing 856 Active Directory 852 Spring Boot 850 R 845 Prompt engineering 830 Web accessibility (WCAG) 828 MySQL 827 NLP 827 Airflow 814 Zero Trust 812 Pricing strategy 796 Redis 793 Elasticsearch 786 Oracle 785 Demand generation 781 User research 779 Reinforcement learning 771 Unix 758 Sales enablement 758 RTOS 757 SSO / SAML 755 OAuth 746 Splunk 730 Routing & switching 715 GraphQL 712 ServiceNow 705 SOC 2 704 VPN 692 MongoDB 688 Vector databases 688 Datadog 681 SQL Server 658 ITIL 656 BigQuery 646 JUnit 644 Cisco 635 Helm 631 CUDA 629 .NET 626 SEO 624 SIEM 623 Microsoft 365 622 VMware 620 HIPAA 607 CCNA / CCNP 606 Technical writing 600 Serverless 596 Threat modeling 592 gRPC 591 CloudFormation 579 Ruby 578 Microsoft Project 572 Next.js 564 LangChain 561 MATLAB 551 Budget management 543 Adobe Creative Cloud 538 dbt 535 Product analytics 534 Marketing automation 533 FedRAMP 528 Content strategy 528 Email marketing 523 SAFe 521 Jetpack Compose 515 SharePoint 512 Penetration testing 509 ISO 27001 495 GIAC certifications 490 scikit-learn 482 pandas 479 CMS 472 Argo CD 470 macOS 447 EDR 444 Windows Server 437 Looker 429 DynamoDB 422 HubSpot 421 Vue.js 415 Six Sigma 412 Typography 411 ELK Stack 410 Event marketing 398 OpenTelemetry 397 FastAPI 396 Chef / Puppet 381 FPGA 373 Hadoop 371 Photoshop 371 Google Analytics 368 Okta 368 Load testing 363 React Native 362 Video editing 359 OpenShift 342 Paid social 341 Illustrator 334 Service mesh 333 SAST / DAST 333 NumPy 332 Account-based marketing 332 Django 327 Redshift 320 Intune / SCCM 317 Flink 313 CISM 304 Blockchain 298 Kanban 294 Wireframing 291 SD-WAN 290 OWASP 289 Hugging Face 286 GRC 282 Motion graphics 280 RabbitMQ 273 Swift 268 Selenium 264 Ruby on Rails 263 Perl 262 ClickHouse 255 Juniper 255 Power Platform 254 Playwright 252 OKRs 243 Content marketing 240 Smartsheet 239 WebSockets 234 Cassandra 231 Unreal Engine 231 Google Ads 223 Pulumi 221 Wireshark 220 Flask 218 PPC 215 After Effects 209 Information architecture 203 PCI DSS 202 Canva 202 SageMaker 200 Copywriting 200 Redux 193 Asana 191 Marketo 191 SOAR 190 Premiere Pro 185 Vertex AI 182 Tailwind CSS 176 Notion 176 InDesign 175 Presto / Trino 171 NetSuite 170 Cypress 169 Hive 162 Kinesis 156 Cloudflare 156 Jamf 155 Salesforce Marketing Cloud 151 Postman 148 Workday 148 PHP 146 Influencer marketing 145 pytest 144 Jest 141 Zapier 139 OSCP 138 Zendesk 133 monday.com 131 SEM 128 Shopify 127 WordPress 124 jQuery 122 New Relic 121 Conversion rate optimization 121 Amplitude 119 Cucumber 111 Verilog / VHDL 105 Neo4j 103 Jupyter 103 Meta Ads 103 Unity 102 XGBoost 101 SwiftUI 100 CapCut 100 Braze 96 SAS 95 Fivetran 93 NestJS 92 WebGL 90 Programmatic advertising 89 VBA 88 SEO tools 88 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 80 Informatica 78 Airtable 77 Keras 76 D3.js 73 Looker Studio 73 PCB design 72 Firebase 70 Vite 69 LinkedIn Ads 69 Affiliate marketing 69 Three.js 68 Webflow 68 Final Cut Pro 67 Flutter 65 Mixpanel 65 Adobe Analytics 64 Webpack 60 Qlik 57 Google Tag Manager 57 Svelte 56 Iterable 55 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 51 Klaviyo 50 Objective-C 48 UIKit 47 Maya 47 Appium 46 Cinema 4D 43 Lua 41 Sass 39 Markdown 35 Express.js 32 Xcode 32 Adobe XD 32 Haskell 30 Dart 29 Alteryx 29 Trello 29 TikTok Ads 28 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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