States
Alabama 435 Alaska 37 Arizona 628 Arkansas 378 California 15,061 Colorado 1,522 Connecticut 352 Delaware 122 District of Columbia 1,287 Florida 1,280 Georgia 1,057 Hawaii 122 Idaho 183 Illinois 1,821 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 77 Maryland 1,618 Massachusetts 2,279 Michigan 686 Minnesota 398 Mississippi 90 Missouri 499 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 795 New Mexico 148 New York 6,560 North Carolina 1,198 North Dakota 76 Ohio 668 Oklahoma 191 Oregon 349 Pennsylvania 883 Rhode Island 92 South Carolina 188 South Dakota 57 Tennessee 269 Texas 3,593 Utah 459 Vermont 76 Virginia 3,623 Washington 2,715 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,222 New York, NY 5,489 Washington, DC 3,537 Seattle, WA 2,100 Los Angeles, CA 2,008 Boston, MA 1,371 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,026 Denver, CO 777 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 358 Phoenix, AZ 354 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 211 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,187 Product Manager 3,278 Engineering Manager 2,093 Project Manager 1,932 Program Manager 1,882 Data Scientist 1,543 Machine Learning Engineer 1,489 Security Engineer 1,428 Marketing Manager 1,351 Full Stack Developer 1,187 AI Engineer 1,054 DevOps Engineer 1,029 Data Engineer 890 Cybersecurity Analyst 832 IT Support Specialist 830 Backend Developer 808 Systems Administrator 741 Site Reliability Engineer 710 Graphic Designer 690 Data Analyst 670 Product Marketing Manager 616 Mobile Developer 592 Network Engineer 574 Business Analyst 552 Product Designer 520 QA Engineer 507 Content Writer 490 Growth Marketing Manager 348 Frontend Developer 333 Cloud Engineer 298 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 197 Community Manager 177 Digital Marketing Specialist 176 Marketing Analyst 175 Video Editor 90 Brand Manager 90 Creative Director 81 SEO Specialist 76 Content Creator 75 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,607 Machine learning 9,093 Product roadmapping 8,541 AWS 8,190 CI/CD 7,419 SQL 6,089 Kubernetes 6,001 LLMs 5,592 AI agents 5,193 C++ 5,069 Linux 5,020 Java 4,908 Azure 4,848 Distributed systems 4,687 Agile 4,622 Docker 4,195 Google Cloud 4,055 Git 3,974 TypeScript 3,821 Go 3,795 React 3,527 Terraform 3,282 JavaScript 3,187 Go-to-market 2,836 REST APIs 2,673 Jira 2,638 Test automation 2,577 PostgreSQL 2,459 C 2,453 Generative AI 2,419 Product strategy 2,395 Incident response 2,369 Microservices 2,367 Positioning & messaging 2,169 Bash 2,164 Excel 2,043 Embedded systems 1,894 GitHub 1,855 Node.js 1,819 Stakeholder management 1,775 Rust 1,717 Kafka 1,691 PyTorch 1,691 Product marketing 1,619 CRM 1,618 IAM 1,574 C# 1,569 Spark 1,568 CompTIA certifications 1,567 Scrum 1,562 Computer vision 1,547 Cryptography 1,501 Firmware 1,482 GitLab 1,463 Ansible 1,456 Market research 1,454 Data modeling 1,430 Android 1,428 Deep learning 1,362 Jenkins 1,326 PRDs 1,324 iOS 1,310 RAG 1,310 Data warehousing 1,294 Design systems 1,263 PMP 1,260 NoSQL 1,240 Confluence 1,233 ETL 1,221 OpenAI API 1,199 NIST 1,184 Vulnerability management 1,170 Google Workspace 1,167 Firewalls 1,160 Salesforce 1,155 HTML 1,131 Competitive analysis 1,079 Databricks 1,075 Grafana 1,075 TCP/IP 1,067 Snowflake 1,065 CSS 1,057 Tableau 1,043 Kotlin 1,006 DNS / DHCP 1,003 PowerShell 984 Power BI 977 Angular 976 Prototyping 961 Figma 957 CISSP 955 MLOps 950 TensorFlow 933 Scala 918 User stories 900 Prometheus 890 GitHub Actions 872 Brand marketing 865 SAP 864 Web accessibility (WCAG) 861 A/B testing 861 R 849 NLP 840 Active Directory 838 Prompt engineering 830 Spring Boot 811 Airflow 811 User research 797 Zero Trust 794 Pricing strategy 785 Redis 784 Demand generation 778 MySQL 775 Sales enablement 771 Elasticsearch 769 Oracle 768 RTOS 759 Reinforcement learning 753 Unix 751 GraphQL 725 SSO / SAML 721 OAuth 713 Routing & switching 711 SOC 2 703 Vector databases 699 MongoDB 691 Splunk 690 VPN 685 ServiceNow 681 Datadog 663 SQL Server 659 Cisco 655 ITIL 648 SIEM 630 SEO 630 .NET 629 CUDA 623 Helm 621 Microsoft 365 619 BigQuery 615 JUnit 612 CCNA / CCNP 606 VMware 605 Serverless 593 Technical writing 590 Threat modeling 587 HIPAA 586 gRPC 581 Microsoft Project 580 CloudFormation 577 Next.js 572 Ruby 568 LangChain 557 MATLAB 544 FedRAMP 543 dbt 540 SAFe 533 Budget management 532 Product analytics 531 Marketing automation 530 Content strategy 527 Adobe Creative Cloud 521 Email marketing 517 Jetpack Compose 516 Penetration testing 509 SharePoint 501 GIAC certifications 486 ISO 27001 483 CMS 481 scikit-learn 478 pandas 470 Argo CD 462 macOS 447 EDR 445 Looker 435 Windows Server 434 HubSpot 420 Vue.js 415 ELK Stack 408 DynamoDB 407 Event marketing 406 FastAPI 400 Typography 399 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 386 FPGA 375 Google Analytics 368 Photoshop 360 Hadoop 351 Load testing 349 React Native 345 Okta 340 SAST / DAST 340 Paid social 336 OpenShift 333 Video editing 333 Django 331 Account-based marketing 329 NumPy 328 Illustrator 323 Service mesh 322 Redshift 313 Flink 304 Blockchain 302 Intune / SCCM 301 CISM 295 OWASP 291 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 270 Juniper 268 Motion graphics 268 Perl 261 OKRs 260 Swift 258 Selenium 257 Playwright 256 Ruby on Rails 251 ClickHouse 251 Smartsheet 243 Content marketing 237 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 221 Google Ads 220 PPC 218 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 199 PCI DSS 198 Copywriting 198 After Effects 197 Canva 195 SOAR 194 Asana 193 Marketo 192 Redux 189 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 NetSuite 168 Premiere Pro 167 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 OSCP 152 Kinesis 151 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 124 WordPress 121 Conversion rate optimization 119 Amplitude 118 New Relic 118 jQuery 112 monday.com 107 Cucumber 106 Verilog / VHDL 106 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 98 XGBoost 97 CapCut 95 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 Informatica 75 PCB design 75 Airtable 75 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Webflow 64 Flutter 63 Three.js 62 Firebase 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 55 Citrix 54 Elixir 53 Storybook 52 Qlik 52 Miro 48 Maya 47 Klaviyo 47 DaVinci Resolve 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Retool 26 Mailchimp 25 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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