States
Alabama 444 Alaska 42 Arizona 640 Arkansas 435 California 15,521 Colorado 1,559 Connecticut 343 Delaware 134 District of Columbia 1,316 Florida 1,292 Georgia 1,074 Hawaii 135 Idaho 183 Illinois 1,857 Indiana 302 Iowa 275 Kansas 116 Kentucky 164 Louisiana 110 Maine 87 Maryland 1,656 Massachusetts 2,287 Michigan 686 Minnesota 411 Mississippi 95 Missouri 490 Montana 50 Nebraska 181 Nevada 199 New Hampshire 110 New Jersey 808 New Mexico 163 New York 6,756 North Carolina 1,175 North Dakota 71 Ohio 699 Oklahoma 184 Oregon 360 Pennsylvania 885 Rhode Island 93 South Carolina 200 South Dakota 61 Tennessee 285 Texas 3,687 Utah 469 Vermont 71 Virginia 3,692 Washington 2,776 West Virginia 75 Wisconsin 328 Wyoming 59
Cities
San Francisco Bay Area, CA 10,542 New York, NY 5,665 Washington, DC 3,620 Seattle, WA 2,156 Los Angeles, CA 2,079 Boston, MA 1,348 Austin, TX 1,205 Chicago, IL 1,169 Dallas–Fort Worth, TX 1,069 Denver, CO 800 Atlanta, GA 700 Raleigh–Durham, NC 474 San Diego, CA 429 Phoenix, AZ 363 Charlotte, NC 341 Houston, TX 254 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,258 Product Manager 3,328 Engineering Manager 2,119 Program Manager 1,948 Project Manager 1,941 Data Scientist 1,554 Machine Learning Engineer 1,516 Security Engineer 1,449 Marketing Manager 1,373 Full Stack Developer 1,203 AI Engineer 1,078 DevOps Engineer 1,073 Data Engineer 890 Cybersecurity Analyst 859 IT Support Specialist 858 Backend Developer 786 Systems Administrator 772 Site Reliability Engineer 724 Graphic Designer 701 Data Analyst 646 Product Marketing Manager 630 Mobile Developer 599 Network Engineer 571 Business Analyst 545 Product Designer 540 Content Writer 523 QA Engineer 503 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 307 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 171 Community Manager 171 Video Editor 105 Creative Director 92 Brand Manager 91 Content Creator 80 SEO Specialist 79 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 37 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,879 Machine learning 9,074 Product roadmapping 8,620 AWS 8,225 CI/CD 7,634 SQL 6,213 Kubernetes 6,140 LLMs 5,753 AI agents 5,400 C++ 5,146 Linux 5,107 Java 5,061 Azure 4,875 Distributed systems 4,776 Agile 4,623 Docker 4,296 Google Cloud 4,091 Git 4,084 Go 3,883 TypeScript 3,878 React 3,574 Terraform 3,340 JavaScript 3,307 Go-to-market 2,908 REST APIs 2,760 Jira 2,702 Test automation 2,647 PostgreSQL 2,464 C 2,458 Generative AI 2,443 Incident response 2,426 Product strategy 2,408 Microservices 2,404 Bash 2,286 Positioning & messaging 2,189 Excel 2,040 GitHub 1,907 Embedded systems 1,873 Node.js 1,848 Rust 1,758 Stakeholder management 1,725 PyTorch 1,722 Kafka 1,707 CRM 1,641 IAM 1,632 CompTIA certifications 1,630 Product marketing 1,630 C# 1,595 Scrum 1,576 Computer vision 1,568 Spark 1,564 Ansible 1,537 Cryptography 1,529 GitLab 1,510 Firmware 1,496 Android 1,465 Market research 1,451 Jenkins 1,409 Data modeling 1,400 Deep learning 1,374 PRDs 1,364 RAG 1,348 iOS 1,338 Data warehousing 1,320 PMP 1,301 Confluence 1,285 Design systems 1,281 NoSQL 1,243 OpenAI API 1,239 ETL 1,211 NIST 1,202 Vulnerability management 1,190 Firewalls 1,183 Salesforce 1,169 Google Workspace 1,158 Grafana 1,137 HTML 1,130 Snowflake 1,094 Competitive analysis 1,094 TCP/IP 1,083 Databricks 1,082 CSS 1,057 Tableau 1,051 DNS / DHCP 1,051 Kotlin 1,044 PowerShell 1,025 Angular 985 Power BI 983 Prototyping 979 CISSP 976 Figma 969 User stories 967 Scala 950 Prometheus 950 MLOps 932 TensorFlow 921 GitHub Actions 894 SAP 892 Brand marketing 890 A/B testing 867 Active Directory 860 Prompt engineering 834 Spring Boot 832 MySQL 832 R 830 Pricing strategy 825 NLP 821 Web accessibility (WCAG) 815 Airflow 804 Zero Trust 804 Oracle 799 Redis 789 Elasticsearch 785 Demand generation 774 Reinforcement learning 773 OAuth 772 Unix 772 User research 772 Sales enablement 771 SSO / SAML 759 RTOS 754 Splunk 746 Routing & switching 731 SOC 2 724 ServiceNow 705 GraphQL 701 VPN 695 MongoDB 694 Datadog 694 Vector databases 686 SQL Server 678 Cisco 659 JUnit 655 BigQuery 650 Helm 645 ITIL 644 CUDA 639 .NET 634 SIEM 631 VMware 629 Microsoft 365 621 HIPAA 621 CCNA / CCNP 619 SEO 617 Technical writing 617 Threat modeling 605 Serverless 590 gRPC 588 Ruby 586 Microsoft Project 579 CloudFormation 578 Next.js 564 LangChain 564 Budget management 554 Adobe Creative Cloud 549 Marketing automation 544 MATLAB 540 Product analytics 540 FedRAMP 539 SAFe 538 dbt 529 Jetpack Compose 523 Content strategy 520 Penetration testing 518 Email marketing 513 SharePoint 511 ISO 27001 498 GIAC certifications 487 Argo CD 483 pandas 473 CMS 469 scikit-learn 467 macOS 452 Windows Server 449 EDR 447 HubSpot 433 Six Sigma 430 Vue.js 424 Looker 422 ELK Stack 421 OpenTelemetry 414 Typography 413 DynamoDB 410 FastAPI 407 Event marketing 396 Chef / Puppet 389 Photoshop 373 Video editing 369 FPGA 369 Google Analytics 368 Okta 368 Hadoop 365 React Native 361 Load testing 361 Paid social 340 Illustrator 337 OpenShift 335 SAST / DAST 335 Account-based marketing 335 Service mesh 332 NumPy 327 Django 321 Flink 320 Redshift 316 Intune / SCCM 316 CISM 303 OWASP 295 Blockchain 293 SD-WAN 290 Kanban 289 GRC 288 Wireframing 284 Motion graphics 284 Hugging Face 283 RabbitMQ 274 Swift 270 Ruby on Rails 268 Selenium 264 Juniper 260 OKRs 257 ClickHouse 255 Playwright 253 Perl 252 Smartsheet 242 WebSockets 241 Power Platform 241 Content marketing 240 Cassandra 229 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 221 PPC 217 Flask 210 After Effects 208 PCI DSS 206 Information architecture 205 Copywriting 205 Canva 203 SOAR 201 SageMaker 199 Marketo 194 Premiere Pro 191 Redux 189 Asana 187 Vertex AI 182 NetSuite 178 Presto / Trino 175 InDesign 175 Notion 172 Tailwind CSS 171 Cypress 168 Cloudflare 160 Hive 159 Postman 156 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Workday 148 pytest 147 Influencer marketing 147 Zapier 144 PHP 139 OSCP 139 Jest 138 Zendesk 131 Shopify 131 monday.com 130 SEM 129 WordPress 124 Amplitude 120 Conversion rate optimization 119 New Relic 118 Cucumber 117 jQuery 115 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 98 XGBoost 97 Braze 97 SAS 95 WebGL 92 NestJS 91 Fivetran 91 Programmatic advertising 88 VBA 86 HashiCorp Vault 85 SEO tools 85 Nginx 84 Social media tools 81 Sketch 80 Google Search Console 80 Informatica 77 Blender 77 PCB design 76 D3.js 74 Firebase 74 Keras 74 Vite 72 Looker Studio 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 67 Adobe Analytics 63 Webpack 62 Google Tag Manager 58 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Citrix 50 Miro 50 Objective-C 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 43 Sass 39 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 31 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 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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