States
Alabama 441 Alaska 41 Arizona 649 Arkansas 435 California 15,525 Colorado 1,552 Connecticut 339 Delaware 136 District of Columbia 1,321 Florida 1,302 Georgia 1,099 Hawaii 137 Idaho 184 Illinois 1,857 Indiana 302 Iowa 276 Kansas 117 Kentucky 166 Louisiana 110 Maine 88 Maryland 1,659 Massachusetts 2,287 Michigan 691 Minnesota 410 Mississippi 95 Missouri 490 Montana 50 Nebraska 191 Nevada 201 New Hampshire 113 New Jersey 813 New Mexico 163 New York 6,750 North Carolina 1,180 North Dakota 71 Ohio 694 Oklahoma 187 Oregon 363 Pennsylvania 888 Rhode Island 92 South Carolina 202 South Dakota 61 Tennessee 286 Texas 3,713 Utah 469 Vermont 71 Virginia 3,701 Washington 2,780 West Virginia 74 Wisconsin 334 Wyoming 59
Cities
San Francisco Bay Area, CA 10,553 New York, NY 5,668 Washington, DC 3,632 Seattle, WA 2,153 Los Angeles, CA 2,083 Boston, MA 1,348 Austin, TX 1,213 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,084 Denver, CO 791 Atlanta, GA 710 Raleigh–Durham, NC 475 San Diego, CA 429 Phoenix, AZ 373 Charlotte, NC 349 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 218 Salt Lake City, UT 167 Philadelphia, PA 166 Detroit, MI 142 Minneapolis, MN 131 Baltimore, MD 109 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,252 Product Manager 3,350 Engineering Manager 2,121 Project Manager 1,953 Program Manager 1,948 Data Scientist 1,550 Machine Learning Engineer 1,519 Security Engineer 1,456 Marketing Manager 1,384 Full Stack Developer 1,204 AI Engineer 1,087 DevOps Engineer 1,070 Data Engineer 890 Cybersecurity Analyst 867 IT Support Specialist 860 Backend Developer 786 Systems Administrator 776 Site Reliability Engineer 726 Graphic Designer 706 Data Analyst 643 Product Marketing Manager 630 Mobile Developer 600 Network Engineer 568 Business Analyst 558 Product Designer 537 Content Writer 525 QA Engineer 498 Growth Marketing Manager 347 Frontend Developer 336 Cloud Engineer 303 UX Designer 245 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 173 Video Editor 104 Creative Director 95 Brand Manager 90 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 51 Web Developer 49 Copywriter 44 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,886 Machine learning 9,085 Product roadmapping 8,657 AWS 8,222 CI/CD 7,645 SQL 6,212 Kubernetes 6,138 LLMs 5,768 AI agents 5,411 C++ 5,142 Linux 5,117 Java 5,050 Azure 4,887 Distributed systems 4,785 Agile 4,654 Docker 4,292 Google Cloud 4,102 Git 4,090 TypeScript 3,886 Go 3,877 React 3,571 Terraform 3,330 JavaScript 3,308 Go-to-market 2,926 REST APIs 2,766 Jira 2,712 Test automation 2,644 C 2,462 PostgreSQL 2,457 Generative AI 2,454 Incident response 2,429 Product strategy 2,415 Microservices 2,402 Bash 2,293 Positioning & messaging 2,198 Excel 2,063 GitHub 1,910 Embedded systems 1,874 Node.js 1,851 Rust 1,760 Stakeholder management 1,735 PyTorch 1,724 Kafka 1,708 CRM 1,644 IAM 1,639 Product marketing 1,630 CompTIA certifications 1,624 C# 1,603 Scrum 1,583 Computer vision 1,562 Spark 1,556 Ansible 1,536 Cryptography 1,534 GitLab 1,510 Firmware 1,498 Android 1,470 Market research 1,448 Jenkins 1,410 Data modeling 1,408 Deep learning 1,374 PRDs 1,371 RAG 1,348 iOS 1,346 Data warehousing 1,315 PMP 1,308 Confluence 1,289 Design systems 1,279 NoSQL 1,259 OpenAI API 1,243 ETL 1,216 NIST 1,208 Vulnerability management 1,189 Firewalls 1,186 Salesforce 1,171 Google Workspace 1,159 Grafana 1,134 HTML 1,129 Competitive analysis 1,092 TCP/IP 1,086 Snowflake 1,084 Databricks 1,076 DNS / DHCP 1,062 Tableau 1,057 CSS 1,050 Kotlin 1,048 PowerShell 1,027 Power BI 992 Angular 988 Prototyping 983 User stories 983 CISSP 979 Figma 966 Scala 948 Prometheus 947 MLOps 924 TensorFlow 920 GitHub Actions 897 Brand marketing 894 SAP 890 A/B testing 872 Active Directory 860 Prompt engineering 833 Pricing strategy 832 Spring Boot 829 MySQL 825 NLP 824 R 820 Web accessibility (WCAG) 817 Zero Trust 810 Airflow 801 Oracle 797 Elasticsearch 789 Redis 788 Reinforcement learning 781 OAuth 779 Unix 778 User research 776 Demand generation 773 Sales enablement 770 SSO / SAML 758 RTOS 757 Splunk 748 Routing & switching 736 SOC 2 728 ServiceNow 717 GraphQL 705 VPN 700 MongoDB 695 Datadog 691 Vector databases 680 SQL Server 671 Cisco 658 BigQuery 654 ITIL 651 JUnit 650 .NET 643 CUDA 638 SIEM 638 Helm 636 VMware 626 Microsoft 365 625 SEO 620 Technical writing 620 HIPAA 616 CCNA / CCNP 615 Threat modeling 610 Serverless 594 gRPC 593 Ruby 583 Microsoft Project 579 CloudFormation 572 LangChain 567 Next.js 557 Budget management 556 Adobe Creative Cloud 553 Marketing automation 547 MATLAB 543 FedRAMP 543 SAFe 541 Product analytics 538 dbt 528 Jetpack Compose 522 Content strategy 522 SharePoint 521 Penetration testing 519 Email marketing 516 ISO 27001 503 GIAC certifications 489 Argo CD 482 pandas 472 CMS 471 scikit-learn 461 macOS 454 EDR 447 Windows Server 445 HubSpot 433 Six Sigma 429 Vue.js 421 OpenTelemetry 421 ELK Stack 419 Looker 417 Typography 415 FastAPI 407 DynamoDB 404 Chef / Puppet 397 Event marketing 394 Photoshop 373 Google Analytics 369 FPGA 368 Okta 367 Video editing 367 Hadoop 365 Load testing 362 React Native 359 OpenShift 339 Paid social 337 Illustrator 336 Account-based marketing 334 SAST / DAST 332 NumPy 329 Flink 324 Service mesh 323 Django 322 Intune / SCCM 319 Redshift 313 CISM 309 GRC 295 Kanban 295 SD-WAN 293 OWASP 293 Blockchain 293 Hugging Face 282 Motion graphics 282 Wireframing 281 RabbitMQ 276 Swift 273 Ruby on Rails 266 Selenium 265 Juniper 260 ClickHouse 258 Perl 256 OKRs 255 Playwright 254 Power Platform 247 Smartsheet 246 WebSockets 242 Content marketing 240 Cassandra 229 Google Ads 226 Pulumi 223 Wireshark 222 Unreal Engine 221 PPC 219 Flask 211 PCI DSS 210 Information architecture 208 SOAR 206 After Effects 206 Copywriting 205 Canva 204 SageMaker 196 Marketo 194 Redux 192 Premiere Pro 191 Asana 189 Vertex AI 181 InDesign 175 Presto / Trino 174 NetSuite 174 Notion 173 Cypress 170 Tailwind CSS 166 Hive 160 Cloudflare 160 Jamf 158 Salesforce Marketing Cloud 155 Kinesis 151 Postman 149 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 PHP 139 Jest 139 OSCP 138 Shopify 132 Zendesk 131 monday.com 130 SEM 128 WordPress 126 Amplitude 120 New Relic 119 Conversion rate optimization 118 jQuery 116 Cucumber 114 Verilog / VHDL 106 SwiftUI 105 Meta Ads 105 Neo4j 104 Jupyter 104 CapCut 101 Braze 99 Unity 98 XGBoost 95 SAS 93 WebGL 92 NestJS 90 Fivetran 87 Programmatic advertising 86 Nginx 85 HashiCorp Vault 85 SEO tools 85 VBA 83 Google Search Console 81 Social media tools 80 Informatica 78 Sketch 78 Keras 76 Blender 76 PCB design 76 Firebase 73 D3.js 72 Vite 71 Looker Studio 71 Final Cut Pro 70 LinkedIn Ads 70 Affiliate marketing 70 Mixpanel 68 Airtable 68 Three.js 67 Flutter 67 Webflow 67 Adobe Analytics 65 Webpack 63 Google Tag Manager 59 Iterable 58 Svelte 57 Qlik 55 DaVinci Resolve 54 Citrix 51 Klaviyo 51 Objective-C 50 Miro 50 Elixir 48 UIKit 48 Storybook 47 Maya 44 Appium 43 Cinema 4D 42 Lua 41 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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