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Toronto 2,978 San Francisco 2,934 New York 2,459 Vancouver 2,406 Seattle 2,345 Berlin 2,198 Chicago 1,760 Austin 1,728 Boston 1,606 Dublin 1,499 Amsterdam 1,498 Washington D.C. 1,464 Montreal 1,464 Los Angeles 1,438 Stockholm 1,332 Barcelona 1,329 London 1,298 Paris 1,294 Sydney 1,228 Atlanta 1,226 Madrid 1,216 Calgary 1,211 Melbourne 1,179 Zurich 1,176 Ottawa 1,168 Munich 1,090 Dallas 1,082 Salt Lake City 1,080 Portland 1,031 Tel Aviv 949 Buenos Aires 904 Sao Paulo 866 Phoenix 834 Singapore 799 San Diego 711 Helsinki 694 Copenhagen 673 Milano 625 Porto 618 Denver 615 Philadelphia 605 Baltimore 605 Oslo 592 Raleigh 586 Bangalore 582 Prague 543 Mexico City 534 Other (Relocation) 509 Albania 503 Detroit 483 Auckland 453 Guadalajara 451 Hong Kong 448 Lisbon 438 Miami 427 Vienna 426 Athens 416 Charlotte 390 Cape Town 374 Dubai 362 Orange County 326 Rome 319 Hamburg 309 Edmonton 309 Luxembourg 289 Sofia 281 Utrecht 278 Brisbane 270 Cleveland 268 Twin Cities 254 Reading 253 Hartford 239 St. Louis 236 Edinburgh 236 Kitchener 233 Glasgow 223 Pittsburgh 207 Minneapolis 189 Frankfurt 187 Eindhoven 166 Tokyo 144 Bristol 135 Winnipeg 129 Moscow 119 Belgium 116 Ontario 113 Pennsylvania 60 Manchester 60 San Antonio 60 Netherlands 53 Romania 49 Halifax 41 Austria 39 Tampa 35 Istanbul 27 Missouri Area 23 Rio de Janeiro 19 Las Vegas 16 Houston 15 SoCal 14 New South Wales 10 Poland 10 St. Paul Area 10 N.S. 2

AI/ML 665 AR/VR Engineer 216 Backend Engineer 5,210 Customer Success 916 Data Engineer 1,387 Data Science 4,317 Design 532 DevOps 1,894 Engineering Manager 2,611 Frontend Engineer 5,888 Full Stack Engineer 7,583 Gaming Engineer 340 Machine Learning Engineer 1,663 Mobile Engineer 1,162 Other (Non Technical) 13,404 Product 669 Product Manager 17,116 Product Marketing 4,834 Program Manager 1,068 Project Manager 3,240 QA Engineer 2,232 Software Engineer 812 Solutions Architect 363 Solutions Engineer 447 UI/UX Designer 7,852 User Research 759 UX Designer 2,352 UX Researcher 1,507 Visual Designer 5,591

HTML 21,148 JavaScript 17,031 Agile 16,697 SQL 16,689 CSS 14,096 Python 13,218 Photoshop 11,642 Other 9,831 Illustrator 9,742 Java 9,681 InDesign 8,737 C++ 8,260 React 7,348 Node.js 6,923 Bootstrap 5,784 jQuery 5,769 UI/UX 4,873 Figma 4,762 HTML/CSS 3,858 Product Management 3,858 .NET 3,768 PHP 3,709 R Programming 3,491 Android 2,803 AngularJS 2,656 AdobeXD 2,483 iOS 2,432 Sketch 2,006 UX 1,844 Ruby 1,724 Ruby on Rails 1,623 UI 1,478 Vue.js 1,474 C/C++ 1,138 Perl 942 Go 901 C# 893 Unity 888 Data Science (Hadoop, R) 824 Swift 793 Zeplin 759 PMI Project Manager 740 Kotlin 732 Scala 683 Certified Scrum Product Owner 679 Certified Scrum Master 656 MySQL 475 SAFe Product Owner/Project Manager 425 PMI Agile Project Manager 313 Android (Java) 292 PostgreSQL 259 Haskell 221 Rust 197 Ember.js 182 Salesforce / Salesforce Certified 173 Mongo 145 Scaled Professional Scrum 137 iOS (Objective C, Swift) 134 Elixir 113 clojure 107 Erlang 74 F# 71 CloudSQL 60 Golang 35 User Experience 1 User Design 1