States
Alabama 446 Alaska 45 Arizona 636 Arkansas 444 California 15,291 Colorado 1,539 Connecticut 349 Delaware 132 District of Columbia 1,296 Florida 1,271 Georgia 1,065 Hawaii 135 Idaho 184 Illinois 1,829 Indiana 314 Iowa 292 Kansas 120 Kentucky 158 Louisiana 109 Maine 82 Maryland 1,651 Massachusetts 2,279 Michigan 692 Minnesota 392 Mississippi 94 Missouri 468 Montana 47 Nebraska 181 Nevada 200 New Hampshire 108 New Jersey 817 New Mexico 159 New York 6,666 North Carolina 1,196 North Dakota 76 Ohio 679 Oklahoma 191 Oregon 345 Pennsylvania 910 Rhode Island 94 South Carolina 204 South Dakota 60 Tennessee 280 Texas 3,601 Utah 459 Vermont 73 Virginia 3,697 Washington 2,736 West Virginia 77 Wisconsin 334 Wyoming 64
Cities
San Francisco Bay Area, CA 10,408 New York, NY 5,590 Washington, DC 3,615 Seattle, WA 2,124 Los Angeles, CA 2,025 Boston, MA 1,360 Austin, TX 1,181 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,043 Denver, CO 792 Atlanta, GA 685 Raleigh–Durham, NC 486 San Diego, CA 433 Phoenix, AZ 363 Charlotte, NC 350 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 169 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 106 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,261 Product Manager 3,302 Engineering Manager 2,114 Project Manager 1,924 Program Manager 1,906 Data Scientist 1,579 Machine Learning Engineer 1,505 Security Engineer 1,425 Marketing Manager 1,366 Full Stack Developer 1,202 DevOps Engineer 1,064 AI Engineer 1,062 Data Engineer 898 Cybersecurity Analyst 839 IT Support Specialist 839 Backend Developer 801 Systems Administrator 766 Site Reliability Engineer 718 Graphic Designer 697 Data Analyst 662 Product Marketing Manager 604 Mobile Developer 594 Network Engineer 570 Business Analyst 552 Product Designer 525 Content Writer 521 QA Engineer 498 Growth Marketing Manager 347 Frontend Developer 338 Cloud Engineer 312 UX Designer 250 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 203 Digital Marketing Specialist 185 Marketing Analyst 172 Community Manager 171 Video Editor 104 Brand Manager 95 Creative Director 84 SEO Specialist 80 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Web Developer 50 Art Director 49 Copywriter 49 Game Designer 37 Motion Designer 36 3D Artist 28 Animator 24 UI Designer 21 Web Designer 16
Skills
Python 14,830 Machine learning 9,099 Product roadmapping 8,570 AWS 8,268 CI/CD 7,596 SQL 6,217 Kubernetes 6,128 LLMs 5,683 AI agents 5,309 C++ 5,122 Linux 5,053 Java 5,034 Azure 4,881 Distributed systems 4,704 Agile 4,642 Docker 4,282 Google Cloud 4,091 Git 4,075 TypeScript 3,902 Go 3,836 React 3,572 Terraform 3,339 JavaScript 3,306 Go-to-market 2,831 REST APIs 2,754 Jira 2,685 Test automation 2,642 PostgreSQL 2,481 Generative AI 2,469 C 2,428 Product strategy 2,425 Microservices 2,396 Incident response 2,378 Bash 2,228 Positioning & messaging 2,159 Excel 2,049 GitHub 1,888 Embedded systems 1,865 Node.js 1,855 Rust 1,754 Stakeholder management 1,735 PyTorch 1,715 Kafka 1,713 CRM 1,629 IAM 1,619 CompTIA certifications 1,617 Product marketing 1,609 C# 1,608 Scrum 1,600 Spark 1,585 Computer vision 1,563 Cryptography 1,502 Ansible 1,497 GitLab 1,475 Firmware 1,466 Android 1,460 Market research 1,440 Data modeling 1,431 Jenkins 1,397 Deep learning 1,362 PRDs 1,360 iOS 1,329 RAG 1,324 Data warehousing 1,313 Design systems 1,281 Confluence 1,275 PMP 1,262 NoSQL 1,259 OpenAI API 1,212 ETL 1,210 NIST 1,199 Google Workspace 1,172 Vulnerability management 1,172 Firewalls 1,164 Salesforce 1,164 HTML 1,147 Grafana 1,121 Competitive analysis 1,082 CSS 1,079 Snowflake 1,076 Databricks 1,076 TCP/IP 1,075 Tableau 1,060 Kotlin 1,031 DNS / DHCP 1,015 PowerShell 995 Power BI 986 Angular 977 Prototyping 977 CISSP 976 Figma 967 User stories 963 TensorFlow 941 MLOps 937 Scala 933 Prometheus 925 GitHub Actions 891 SAP 891 Brand marketing 881 R 859 A/B testing 859 Active Directory 848 Spring Boot 843 NLP 834 Web accessibility (WCAG) 831 Prompt engineering 826 MySQL 820 Airflow 817 Zero Trust 813 User research 800 Pricing strategy 795 Redis 792 Oracle 789 Elasticsearch 787 Demand generation 775 Reinforcement learning 760 Unix 758 SSO / SAML 754 Sales enablement 754 RTOS 753 OAuth 748 Splunk 732 GraphQL 727 Routing & switching 717 SOC 2 706 ServiceNow 704 VPN 691 MongoDB 687 Vector databases 684 Datadog 680 SQL Server 664 BigQuery 654 ITIL 650 Cisco 646 JUnit 644 Helm 640 CUDA 638 .NET 630 SEO 630 VMware 624 SIEM 622 Microsoft 365 615 CCNA / CCNP 614 Technical writing 607 HIPAA 603 Serverless 597 gRPC 594 CloudFormation 592 Threat modeling 583 Ruby 577 Microsoft Project 573 Next.js 567 LangChain 562 MATLAB 551 Budget management 547 Product analytics 544 Adobe Creative Cloud 538 dbt 537 Content strategy 536 FedRAMP 532 Marketing automation 531 SAFe 524 Email marketing 519 Jetpack Compose 518 SharePoint 502 Penetration testing 496 ISO 27001 486 scikit-learn 484 CMS 482 pandas 481 GIAC certifications 480 Argo CD 475 EDR 447 Windows Server 441 macOS 439 Looker 436 HubSpot 426 DynamoDB 423 ELK Stack 414 Typography 414 Six Sigma 414 Vue.js 412 Event marketing 401 FastAPI 399 OpenTelemetry 399 Chef / Puppet 388 Hadoop 373 FPGA 373 Google Analytics 371 Load testing 368 Photoshop 366 Okta 365 React Native 360 Video editing 359 Paid social 344 OpenShift 341 NumPy 334 Service mesh 334 SAST / DAST 331 Account-based marketing 330 Illustrator 328 Django 323 Redshift 320 Flink 313 Intune / SCCM 306 CISM 306 Kanban 301 Blockchain 298 Wireframing 294 SD-WAN 289 Hugging Face 283 OWASP 282 GRC 282 RabbitMQ 277 Motion graphics 277 Selenium 271 Swift 270 Perl 263 Ruby on Rails 263 Juniper 257 OKRs 254 ClickHouse 253 Playwright 253 Power Platform 246 Content marketing 241 WebSockets 239 Smartsheet 237 Cassandra 236 Unreal Engine 235 Wireshark 222 Google Ads 221 Pulumi 220 Flask 218 PPC 217 Information architecture 205 After Effects 205 Copywriting 205 Canva 200 SageMaker 199 PCI DSS 198 Redux 195 SOAR 192 Asana 192 Marketo 190 Premiere Pro 184 InDesign 178 Notion 178 Tailwind CSS 176 Vertex AI 176 Presto / Trino 171 Cypress 171 NetSuite 168 Hive 162 Kinesis 157 Cloudflare 156 Jamf 153 Salesforce Marketing Cloud 151 Workday 150 Postman 148 PHP 145 Influencer marketing 145 pytest 143 Jest 140 Zapier 140 OSCP 137 monday.com 133 Zendesk 132 SEM 131 Shopify 128 WordPress 122 New Relic 121 Conversion rate optimization 121 Amplitude 120 jQuery 117 Cucumber 111 Verilog / VHDL 107 Neo4j 105 Unity 104 SwiftUI 103 Meta Ads 102 XGBoost 100 CapCut 99 Jupyter 98 Braze 97 Fivetran 94 SAS 94 NestJS 92 Programmatic advertising 91 WebGL 90 SEO tools 90 VBA 88 Nginx 86 Google Search Console 86 Social media tools 83 Sketch 82 HashiCorp Vault 79 Blender 79 Airtable 79 Keras 77 Informatica 75 D3.js 73 PCB design 73 Looker Studio 72 Vite 70 Three.js 69 Firebase 69 Webflow 68 Mixpanel 67 Final Cut Pro 67 LinkedIn Ads 67 Affiliate marketing 67 Adobe Analytics 66 Flutter 63 Webpack 60 Svelte 57 Iterable 57 Google Tag Manager 57 Qlik 55 Citrix 54 Elixir 53 Storybook 52 DaVinci Resolve 52 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 39 Adobe XD 34 Markdown 34 Xcode 33 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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