States
Alabama 443 Alaska 43 Arizona 635 Arkansas 435 California 15,360 Colorado 1,534 Connecticut 339 Delaware 136 District of Columbia 1,310 Florida 1,282 Georgia 1,075 Hawaii 137 Idaho 175 Illinois 1,845 Indiana 305 Iowa 278 Kansas 118 Kentucky 162 Louisiana 114 Maine 82 Maryland 1,633 Massachusetts 2,278 Michigan 693 Minnesota 401 Mississippi 96 Missouri 475 Montana 51 Nebraska 188 Nevada 201 New Hampshire 110 New Jersey 816 New Mexico 163 New York 6,689 North Carolina 1,181 North Dakota 73 Ohio 690 Oklahoma 186 Oregon 346 Pennsylvania 883 Rhode Island 92 South Carolina 203 South Dakota 61 Tennessee 284 Texas 3,642 Utah 462 Vermont 72 Virginia 3,690 Washington 2,765 West Virginia 77 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,428 New York, NY 5,610 Washington, DC 3,617 Seattle, WA 2,144 Los Angeles, CA 2,070 Boston, MA 1,344 Austin, TX 1,191 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,058 Denver, CO 794 Atlanta, GA 692 Raleigh–Durham, NC 472 San Diego, CA 426 Phoenix, AZ 354 Charlotte, NC 343 Houston, TX 253 Pittsburgh, PA 227 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,207 Product Manager 3,303 Engineering Manager 2,102 Project Manager 1,929 Program Manager 1,919 Data Scientist 1,552 Machine Learning Engineer 1,498 Security Engineer 1,440 Marketing Manager 1,353 Full Stack Developer 1,209 AI Engineer 1,071 DevOps Engineer 1,067 Data Engineer 890 Cybersecurity Analyst 852 IT Support Specialist 846 Backend Developer 789 Systems Administrator 775 Site Reliability Engineer 726 Graphic Designer 697 Data Analyst 644 Product Marketing Manager 621 Mobile Developer 592 Network Engineer 568 Business Analyst 552 Product Designer 535 Content Writer 517 QA Engineer 498 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 300 UX Designer 242 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 199 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 172 Video Editor 104 Brand Manager 92 Creative Director 90 SEO Specialist 79 Content Creator 79 Scrum Master 68 Influencer Marketing Manager 65 BI Developer 62 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 14,820 Machine learning 9,040 Product roadmapping 8,541 AWS 8,197 CI/CD 7,573 SQL 6,168 Kubernetes 6,107 LLMs 5,740 AI agents 5,347 C++ 5,128 Linux 5,062 Java 5,008 Azure 4,850 Distributed systems 4,726 Agile 4,566 Docker 4,257 Google Cloud 4,083 Git 4,043 TypeScript 3,886 Go 3,839 React 3,584 Terraform 3,328 JavaScript 3,292 Go-to-market 2,850 REST APIs 2,750 Jira 2,673 Test automation 2,620 PostgreSQL 2,469 C 2,447 Generative AI 2,445 Product strategy 2,401 Incident response 2,399 Microservices 2,363 Bash 2,226 Positioning & messaging 2,151 Excel 2,039 GitHub 1,885 Embedded systems 1,862 Node.js 1,847 Rust 1,754 PyTorch 1,711 Stakeholder management 1,701 Kafka 1,700 IAM 1,632 CompTIA certifications 1,622 Product marketing 1,618 CRM 1,615 C# 1,598 Scrum 1,566 Spark 1,564 Computer vision 1,564 Cryptography 1,509 Ansible 1,499 GitLab 1,478 Firmware 1,476 Android 1,461 Market research 1,439 Data modeling 1,404 Jenkins 1,384 Deep learning 1,374 PRDs 1,355 iOS 1,333 RAG 1,326 Data warehousing 1,306 Design systems 1,283 PMP 1,280 Confluence 1,265 ETL 1,226 NoSQL 1,224 OpenAI API 1,222 NIST 1,192 Vulnerability management 1,179 Firewalls 1,173 Google Workspace 1,158 Salesforce 1,153 HTML 1,140 Grafana 1,120 Competitive analysis 1,080 CSS 1,077 Snowflake 1,072 TCP/IP 1,063 Databricks 1,060 Tableau 1,046 DNS / DHCP 1,044 Kotlin 1,034 PowerShell 1,005 Prototyping 980 Power BI 978 CISSP 974 Angular 970 User stories 960 Figma 959 MLOps 935 Prometheus 932 Scala 927 TensorFlow 917 SAP 895 GitHub Actions 890 Brand marketing 885 A/B testing 860 Active Directory 859 Spring Boot 832 MySQL 825 NLP 825 Prompt engineering 824 Web accessibility (WCAG) 823 R 822 Pricing strategy 813 Airflow 810 Zero Trust 803 Oracle 790 Redis 788 Elasticsearch 787 User research 779 Demand generation 773 Unix 768 Reinforcement learning 765 Sales enablement 757 RTOS 756 SSO / SAML 753 OAuth 750 Splunk 725 Routing & switching 720 SOC 2 710 ServiceNow 707 GraphQL 702 VPN 698 MongoDB 683 Datadog 681 Vector databases 680 SQL Server 660 ITIL 658 BigQuery 650 Cisco 644 JUnit 640 CUDA 636 Helm 634 SIEM 630 SEO 627 VMware 626 .NET 624 Microsoft 365 617 HIPAA 614 CCNA / CCNP 608 Technical writing 602 Serverless 592 Threat modeling 592 gRPC 589 CloudFormation 581 Microsoft Project 581 Ruby 569 Next.js 564 LangChain 559 MATLAB 550 Budget management 544 Marketing automation 541 Product analytics 540 Adobe Creative Cloud 539 FedRAMP 535 dbt 532 Content strategy 524 SAFe 521 Email marketing 520 Jetpack Compose 518 SharePoint 517 Penetration testing 516 ISO 27001 498 GIAC certifications 491 pandas 479 scikit-learn 474 Argo CD 472 CMS 468 macOS 447 EDR 444 Windows Server 440 Six Sigma 428 HubSpot 428 Looker 426 Vue.js 422 DynamoDB 411 ELK Stack 410 Typography 406 FastAPI 400 OpenTelemetry 399 Event marketing 395 Chef / Puppet 386 Photoshop 371 FPGA 371 Google Analytics 370 Load testing 367 Hadoop 366 Okta 366 Video editing 365 React Native 364 Paid social 340 Illustrator 336 OpenShift 335 SAST / DAST 334 NumPy 333 Service mesh 330 Account-based marketing 330 Django 329 Intune / SCCM 317 Flink 314 Redshift 311 CISM 304 OWASP 295 Wireframing 294 Blockchain 291 Kanban 290 SD-WAN 287 GRC 284 Hugging Face 280 Motion graphics 278 RabbitMQ 270 Swift 267 Juniper 262 Selenium 262 Ruby on Rails 260 ClickHouse 259 Perl 254 Playwright 251 OKRs 250 Power Platform 249 Smartsheet 245 Content marketing 241 WebSockets 237 Unreal Engine 231 Cassandra 226 Google Ads 223 Wireshark 222 Pulumi 221 Flask 217 PPC 214 After Effects 209 Canva 205 Information architecture 205 PCI DSS 204 Copywriting 199 SageMaker 197 Marketo 195 Redux 194 SOAR 190 Premiere Pro 189 Asana 189 Vertex AI 184 Tailwind CSS 178 InDesign 174 NetSuite 173 Presto / Trino 172 Notion 172 Cypress 163 Hive 158 Salesforce Marketing Cloud 157 Cloudflare 156 Jamf 154 Kinesis 151 pytest 149 Postman 149 Influencer marketing 146 Workday 144 Zapier 140 PHP 139 OSCP 139 Jest 139 monday.com 133 Zendesk 131 Shopify 130 SEM 126 WordPress 126 Amplitude 120 New Relic 120 Conversion rate optimization 120 jQuery 116 Cucumber 109 Jupyter 106 Unity 105 Meta Ads 104 Verilog / VHDL 104 SwiftUI 103 Neo4j 101 XGBoost 99 CapCut 99 Braze 98 SAS 97 Fivetran 92 NestJS 91 WebGL 90 VBA 88 Programmatic advertising 87 SEO tools 87 Nginx 86 Sketch 82 HashiCorp Vault 81 Google Search Console 81 Social media tools 81 Blender 78 Airtable 78 Informatica 77 Keras 77 D3.js 74 Looker Studio 73 Firebase 72 PCB design 72 Final Cut Pro 71 LinkedIn Ads 70 Affiliate marketing 69 Vite 68 Three.js 68 Flutter 68 Webflow 68 Mixpanel 65 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 49 Miro 48 Objective-C 47 Storybook 47 UIKit 47 Maya 45 Appium 43 Lua 41 Cinema 4D 41 Sass 37 Markdown 36 Adobe XD 33 Express.js 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 Retool 23 SPSS 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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