States
Alabama 447 Alaska 43 Arizona 636 Arkansas 438 California 15,474 Colorado 1,551 Connecticut 340 Delaware 134 District of Columbia 1,318 Florida 1,280 Georgia 1,078 Hawaii 136 Idaho 182 Illinois 1,845 Indiana 307 Iowa 277 Kansas 117 Kentucky 164 Louisiana 111 Maine 83 Maryland 1,656 Massachusetts 2,274 Michigan 688 Minnesota 411 Mississippi 96 Missouri 485 Montana 49 Nebraska 183 Nevada 200 New Hampshire 112 New Jersey 806 New Mexico 163 New York 6,728 North Carolina 1,186 North Dakota 72 Ohio 693 Oklahoma 185 Oregon 356 Pennsylvania 882 Rhode Island 94 South Carolina 200 South Dakota 60 Tennessee 287 Texas 3,673 Utah 467 Vermont 72 Virginia 3,678 Washington 2,767 West Virginia 76 Wisconsin 333 Wyoming 61
Cities
San Francisco Bay Area, CA 10,496 New York, NY 5,641 Washington, DC 3,613 Seattle, WA 2,149 Los Angeles, CA 2,073 Boston, MA 1,343 Austin, TX 1,197 Chicago, IL 1,160 Dallas–Fort Worth, TX 1,066 Denver, CO 797 Atlanta, GA 702 Raleigh–Durham, NC 477 San Diego, CA 429 Phoenix, AZ 358 Charlotte, NC 345 Houston, TX 250 Pittsburgh, PA 229 Miami, FL 215 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 131 Baltimore, MD 107 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,258 Product Manager 3,318 Engineering Manager 2,112 Program Manager 1,938 Project Manager 1,935 Data Scientist 1,557 Machine Learning Engineer 1,507 Security Engineer 1,446 Marketing Manager 1,364 Full Stack Developer 1,208 AI Engineer 1,077 DevOps Engineer 1,072 Data Engineer 890 IT Support Specialist 859 Cybersecurity Analyst 854 Backend Developer 788 Systems Administrator 767 Site Reliability Engineer 725 Graphic Designer 702 Data Analyst 650 Product Marketing Manager 631 Mobile Developer 597 Network Engineer 569 Business Analyst 546 Product Designer 534 Content Writer 515 QA Engineer 503 Growth Marketing Manager 344 Frontend Developer 340 Cloud Engineer 307 UX Designer 239 PPC Specialist 222 Email Marketing Specialist 211 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 169 Video Editor 106 Creative Director 92 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 72 Influencer Marketing Manager 66 BI Developer 63 Art Director 50 Web Developer 49 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,888 Machine learning 9,065 Product roadmapping 8,614 AWS 8,215 CI/CD 7,625 SQL 6,220 Kubernetes 6,129 LLMs 5,745 AI agents 5,389 C++ 5,142 Linux 5,092 Java 5,067 Azure 4,861 Distributed systems 4,766 Agile 4,612 Docker 4,291 Google Cloud 4,083 Git 4,078 Go 3,886 TypeScript 3,882 React 3,587 Terraform 3,341 JavaScript 3,309 Go-to-market 2,891 REST APIs 2,762 Jira 2,691 Test automation 2,644 PostgreSQL 2,474 C 2,455 Generative AI 2,447 Incident response 2,411 Product strategy 2,403 Microservices 2,396 Bash 2,263 Positioning & messaging 2,177 Excel 2,043 GitHub 1,903 Embedded systems 1,874 Node.js 1,845 Rust 1,763 Stakeholder management 1,722 PyTorch 1,717 Kafka 1,713 CRM 1,634 IAM 1,630 Product marketing 1,628 CompTIA certifications 1,622 C# 1,612 Spark 1,582 Computer vision 1,573 Scrum 1,572 Ansible 1,532 Cryptography 1,514 GitLab 1,507 Firmware 1,490 Android 1,467 Market research 1,446 Data modeling 1,409 Jenkins 1,402 Deep learning 1,371 PRDs 1,359 RAG 1,343 iOS 1,338 Data warehousing 1,318 PMP 1,294 Design systems 1,277 Confluence 1,274 NoSQL 1,241 OpenAI API 1,234 ETL 1,217 NIST 1,202 Vulnerability management 1,178 Firewalls 1,177 Salesforce 1,165 Google Workspace 1,156 HTML 1,139 Grafana 1,131 Competitive analysis 1,093 Snowflake 1,092 Databricks 1,080 TCP/IP 1,080 CSS 1,069 Tableau 1,056 Kotlin 1,045 DNS / DHCP 1,044 PowerShell 1,014 Angular 983 Power BI 982 Prototyping 980 CISSP 971 Figma 964 User stories 964 Scala 951 Prometheus 948 MLOps 934 TensorFlow 919 SAP 895 GitHub Actions 894 Brand marketing 893 A/B testing 866 Active Directory 856 MySQL 831 R 830 Spring Boot 830 Prompt engineering 830 NLP 822 Web accessibility (WCAG) 820 Pricing strategy 820 Airflow 807 Oracle 802 Zero Trust 802 Redis 792 Elasticsearch 784 User research 778 Unix 773 Demand generation 770 Reinforcement learning 769 OAuth 765 Sales enablement 760 SSO / SAML 754 RTOS 753 Splunk 736 Routing & switching 727 SOC 2 718 ServiceNow 701 GraphQL 698 MongoDB 693 Datadog 692 VPN 692 Vector databases 684 SQL Server 678 BigQuery 652 Cisco 652 JUnit 652 Helm 646 CUDA 639 ITIL 636 .NET 633 SIEM 629 VMware 624 HIPAA 623 Microsoft 365 621 SEO 619 CCNA / CCNP 615 Technical writing 607 Threat modeling 600 Serverless 593 gRPC 587 Microsoft Project 581 CloudFormation 577 Ruby 575 Next.js 566 LangChain 559 Budget management 552 Adobe Creative Cloud 546 Marketing automation 546 MATLAB 543 Product analytics 540 FedRAMP 538 SAFe 538 dbt 527 Content strategy 523 Jetpack Compose 521 Email marketing 521 Penetration testing 513 SharePoint 511 ISO 27001 495 GIAC certifications 488 Argo CD 483 pandas 475 CMS 468 scikit-learn 466 macOS 450 EDR 445 Windows Server 439 HubSpot 433 Six Sigma 429 Vue.js 425 Looker 424 ELK Stack 417 DynamoDB 412 OpenTelemetry 411 Typography 410 FastAPI 403 Event marketing 398 Chef / Puppet 386 Photoshop 371 Hadoop 369 Google Analytics 369 Video editing 369 FPGA 369 Okta 366 Load testing 363 React Native 359 Paid social 342 OpenShift 341 Illustrator 335 Account-based marketing 335 Service mesh 332 SAST / DAST 331 NumPy 328 Django 323 Flink 321 Redshift 315 Intune / SCCM 315 CISM 299 OWASP 291 Kanban 291 Blockchain 291 SD-WAN 290 GRC 287 Wireframing 286 Hugging Face 283 Motion graphics 283 RabbitMQ 273 Swift 267 ClickHouse 264 Selenium 262 Ruby on Rails 261 Juniper 260 OKRs 257 Playwright 252 Perl 250 Power Platform 244 WebSockets 241 Content marketing 239 Smartsheet 238 Cassandra 230 Google Ads 227 Wireshark 226 Pulumi 223 Unreal Engine 223 PPC 217 Flask 214 After Effects 209 PCI DSS 205 Canva 205 Copywriting 205 Information architecture 203 SOAR 198 SageMaker 196 Marketo 194 Redux 192 Premiere Pro 192 Asana 188 Vertex AI 182 Tailwind CSS 179 NetSuite 177 Presto / Trino 176 InDesign 174 Notion 173 Cypress 166 Hive 162 Cloudflare 160 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Influencer marketing 149 pytest 147 Workday 145 Zapier 143 PHP 139 OSCP 138 Jest 137 Zendesk 132 Shopify 132 monday.com 130 SEM 129 WordPress 126 Amplitude 120 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 115 SwiftUI 106 Meta Ads 106 Verilog / VHDL 105 Jupyter 104 Neo4j 102 CapCut 100 Unity 99 Braze 98 XGBoost 97 SAS 96 NestJS 92 Fivetran 91 WebGL 90 Programmatic advertising 89 VBA 86 SEO tools 86 Nginx 84 HashiCorp Vault 84 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 77 Blender 77 Keras 75 D3.js 74 Firebase 74 PCB design 74 Looker Studio 73 Final Cut Pro 72 Vite 71 Affiliate marketing 71 LinkedIn Ads 70 Webflow 68 Airtable 68 Flutter 67 Three.js 66 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 58 Google Tag Manager 57 Qlik 55 DaVinci Resolve 54 Klaviyo 52 Elixir 51 Citrix 51 Miro 50 Objective-C 48 Storybook 48 UIKit 47 Appium 44 Maya 44 Lua 43 Cinema 4D 43 Sass 39 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Adobe XD 31 Alteryx 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 10 Erlang 9 ZBrush 8 Stata 3
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