Period
to 22 November 2017

The table below provides summary statistics for permanent job vacancies with a requirement for knowledge and experience of Twitter products and/or services. Included is a benchmarking guide to the salaries offered in vacancies that have cited Twitter over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

The figures below represent the IT labour market in general and are not representative of salaries within Twitter, Inc.

Twitter
UK
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 596 764 617
Rank change year-on-year +168 -147 -133
Permanent jobs citing Twitter 688 484 883
As % of all permanent IT jobs advertised in the UK 0.38% 0.25% 0.41%
As % of the Vendors category 0.85% 0.58% 0.90%
Number of salaries quoted 599 409 721
UK median annual salary £40,000 £40,000 £42,500
Median salary % change year-on-year - -5.88% +6.25%
10th Percentile £22,000 £26,250 £25,000
90th Percentile £61,250 £68,750 £70,000
UK excluding London median annual salary £35,000 £32,500 £36,018
% change year-on-year +7.69% -9.77% -3.95%

Twitter is in the Vendor Products and Services category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for knowledge or experience of vendor products and services.

All Vendors
UK
Permanent vacancies with a requirement for knowledge or experience of vendor products and services 80478 83375 98527
As % of all permanent IT jobs advertised in the UK 44.56% 43.83% 45.66%
Number of salaries quoted 62276 67313 80223
UK median annual salary £47,500 £46,000 £45,000
Median salary % change year-on-year +3.26% +2.22% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £75,000 £75,000 £75,000
UK excluding London median annual salary £42,500 £42,500 £41,000
% change year-on-year - +3.66% +2.50%

Twitter
Job Vacancy Trend

Job postings citing Twitter as a percentage of all IT jobs advertised.

Job vacancy trend for Twitter in the UK

Twitter
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Twitter.

Salary trend for Twitter in the UK

Twitter
Salary Histogram

The salary distribution of IT jobs citing Twitter over the 6 months to 22 November 2017.

Salary histogram for Twitter in the UK

Twitter
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Twitter within the UK over the 6 months to 22 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +167 663 £40,000 -5.88% 260
UK excluding London +207 504 £35,000 +7.69% 204
North of England +124 226 £35,000 +7.69% 80
London -23 178 £55,000 - 56
Yorkshire +138 139 £32,500 -0.34% 51
Midlands +83 107 £35,000 +7.69% 61
South East +76 88 £40,000 +14.29% 40
North West +17 86 £40,000 +18.52% 29
East Midlands +78 65 £35,000 +27.27% 41
West Midlands +19 42 £32,000 -1.54% 20
East of England +31 35 £45,000 +12.50% 9
South West +10 29 £45,000 +47.54% 14
Wales +18 13 £40,000 +37.93%
Scotland -32 6 £40,000 +14.29%
North East -8 1 £28,500 -7.36%

For the 6 months to 22 November 2017, IT jobs citing Twitter also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Twitter.

1 374 (54.36%) Google
2 274 (39.83%) Agile Software Development
3 262 (38.08%) JavaScript
4 247 (35.90%) HTML
5 223 (32.41%) CSS
6 216 (31.40%) C#
7 215 (31.25%) .NET
8 201 (29.22%) Facebook
9 170 (24.71%) Marketing
10 150 (21.80%) SQL
11 145 (21.08%) SQL Server
12 134 (19.48%) Scrum
13 132 (19.19%) Finance
14 129 (18.75%) MVC
15 125 (18.17%) HTML5
16 120 (17.44%) TDD
17 116 (16.86%) jQuery
18 108 (15.70%) ASP.NET
19 105 (15.26%) Analytics
20 104 (15.12%) PHP
20 104 (15.12%) Social Media
21 93 (13.52%) Continuous Integration
22 91 (13.23%) Degree
23 84 (12.21%) Git (software)
24 80 (11.63%) MySQL
24 80 (11.63%) Windows
25 79 (11.48%) Twitter Bootstrap
26 78 (11.34%) E-Commerce
27 77 (11.19%) Social Network
28 75 (10.90%) Digital Marketing

Twitter
Co-occurring IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 39 (5.67%) CMS
2 24 (3.49%) WordPress
3 21 (3.05%) Apache Spark
4 19 (2.76%) Elasticsearch
5 16 (2.33%) Apache
6 15 (2.18%) Umbraco
7 14 (2.03%) SAS
8 13 (1.89%) Drupal
9 9 (1.31%) Sitecore CMS
10 8 (1.16%) Sitefinity
11 6 (0.87%) IIS
12 4 (0.58%) Tomcat
13 2 (0.29%) Confluence
13 2 (0.29%) JBoss
13 2 (0.29%) Luigi
13 2 (0.29%) nginx
13 2 (0.29%) Oracle SOA Suite
13 2 (0.29%) Telligent Community
14 1 (0.15%) EPiServer
14 1 (0.15%) Kentico
Applications
1 28 (4.07%) Microsoft Excel
2 25 (3.63%) Photoshop
3 19 (2.76%) Microsoft Office
4 14 (2.03%) Microsoft PowerPoint
5 13 (1.89%) SPSS
6 12 (1.74%) Adobe Illustrator
7 9 (1.31%) Adobe Creative Suite
7 9 (1.31%) Moqups
8 5 (0.73%) InDesign
9 4 (0.58%) Adobe After Effects
10 3 (0.44%) Adobe Premiere
11 2 (0.29%) AutoCAD
11 2 (0.29%) Chatbot
11 2 (0.29%) InVision
11 2 (0.29%) Mathematica
12 1 (0.15%) LaTeX
12 1 (0.15%) Spreadsheet
Business Applications
1 15 (2.18%) Magento
2 5 (0.73%) Eloqua
3 4 (0.58%) Revive Adserver
4 2 (0.29%) NetSuite
5 1 (0.15%) Adobe Campaign
5 1 (0.15%) FastStats PeopleStage
5 1 (0.15%) Unica
Cloud Services
1 55 (7.99%) Amazon AWS
2 41 (5.96%) Microsoft Azure
3 37 (5.38%) Google Analytics
4 15 (2.18%) AdWords
5 14 (2.03%) npm
6 11 (1.60%) SaaS
7 10 (1.45%) Google Cloud Platform
8 9 (1.31%) Adobe Creative Cloud
9 8 (1.16%) Amazon S3
10 7 (1.02%) GitHub
11 6 (0.87%) Cloud Computing
12 4 (0.58%) Heroku
12 4 (0.58%) MailChimp
13 3 (0.44%) AWS CloudFormation
13 3 (0.44%) BlueKai
14 2 (0.29%) Boomi
14 2 (0.29%) Dropbox
14 2 (0.29%) Firebase
14 2 (0.29%) Sage Pay
14 2 (0.29%) Twilio
Communications & Networking
1 25 (3.63%) HTTP
2 10 (1.45%) Internet
3 6 (0.87%) LAN
4 5 (0.73%) Intranet
5 3 (0.44%) TCP/IP
6 2 (0.29%) AMQP
6 2 (0.29%) DNS
7 1 (0.15%) SMS
7 1 (0.15%) VLAN
7 1 (0.15%) VPN
7 1 (0.15%) WAN
Database & Business Intelligence
1 145 (21.08%) SQL Server
2 80 (11.63%) MySQL
3 44 (6.40%) Big Data
4 41 (5.96%) SQL Server 2014
5 29 (4.22%) SQL Server 2016
6 28 (4.07%) MongoDB
7 23 (3.34%) PostgreSQL
8 17 (2.47%) NoSQL
9 14 (2.03%) Apache Cassandra
9 14 (2.03%) Data Warehouse
10 13 (1.89%) Hadoop
10 13 (1.89%) Power BI
11 10 (1.45%) SQL Server Integration Services
12 9 (1.31%) Amazon Redshift
12 9 (1.31%) SQL Server Analysis Services
13 8 (1.16%) SQL Server Reporting Services
14 7 (1.02%) Azure SQL Database
15 6 (0.87%) Flink
15 6 (0.87%) QlikView
15 6 (0.87%) Redis
Development Applications
1 84 (12.21%) Git (software)
2 69 (10.03%) MSTest
3 66 (9.59%) NUnit
4 45 (6.54%) Moq
5 42 (6.10%) Rhino Mocks
6 33 (4.80%) gulp
7 30 (4.36%) Subversion
8 27 (3.92%) webpack
9 26 (3.78%) Jasmine
10 21 (3.05%) Grunt
11 19 (2.76%) Karma Test Runner
12 18 (2.62%) Selenium
13 12 (1.74%) Protractor
13 12 (1.74%) Visual Studio
14 8 (1.16%) Jenkins
15 7 (1.02%) Axure RP
16 6 (0.87%) Balsamiq Mockups
16 6 (0.87%) Cucumber
17 5 (0.73%) SpecFlow
17 5 (0.73%) TeamCity
General
1 170 (24.71%) Marketing
2 132 (19.19%) Finance
3 57 (8.28%) Retail
4 35 (5.09%) Advertising
5 30 (4.36%) Games
6 26 (3.78%) Electronics
6 26 (3.78%) Manufacturing
7 20 (2.91%) Telecoms
8 4 (0.58%) Law
8 4 (0.58%) Multimedia
8 4 (0.58%) Music Industry
9 3 (0.44%) Automotive
9 3 (0.44%) Banking
9 3 (0.44%) Brand Awareness
9 3 (0.44%) Publishing
10 2 (0.29%) Back Office
10 2 (0.29%) Pharmaceutical
11 1 (0.15%) Financial Institution
11 1 (0.15%) Legal
Job Titles
1 397 (57.70%) Developer
2 130 (18.90%) .NET Developer
3 94 (13.66%) C# Developer
4 86 (12.50%) C# .NET Developer
5 62 (9.01%) C# WPF Developer
5 62 (9.01%) Senior Developer
5 62 (9.01%) WPF Developer
6 49 (7.12%) Front End Developer (Client-Side Developer)
7 46 (6.69%) Software Developer
8 45 (6.54%) Junior
9 44 (6.40%) PHP Developer
10 38 (5.52%) JavaScript Developer
11 35 (5.09%) Junior Developer
12 27 (3.92%) Java Developer
13 24 (3.49%) Full Stack Developer
14 23 (3.34%) Analyst
14 23 (3.34%) Lead Developer
14 23 (3.34%) Tester
14 23 (3.34%) Web Developer
15 22 (3.20%) Designer
Libraries, Frameworks & Software Standards
1 247 (35.90%) HTML
2 223 (32.41%) CSS
3 215 (31.25%) .NET
4 125 (18.17%) HTML5
5 116 (16.86%) jQuery
6 108 (15.70%) ASP.NET
7 79 (11.48%) Twitter Bootstrap
8 74 (10.76%) AngularJS
9 71 (10.32%) CSS3
10 68 (9.88%) WPF
11 66 (9.59%) Ninject
11 66 (9.59%) Spring.NET
11 66 (9.59%) Unity DI Container
12 60 (8.72%) WinForms
13 56 (8.14%) React
14 55 (7.99%) Sass
15 50 (7.27%) Node.js
16 42 (6.10%) Castle Windsor
17 39 (5.67%) RESTful
18 36 (5.23%) ASP.NET MVC
Miscellaneous
1 104 (15.12%) Social Media
2 77 (11.19%) Social Network
3 70 (10.17%) Enterprise Software
4 60 (8.72%) User Experience
5 37 (5.38%) Analytical Skills
5 37 (5.38%) Computer Science
6 34 (4.94%) Greenfield Project
7 31 (4.51%) Blog
8 22 (3.20%) Tandem
9 17 (2.47%) Mobile App
10 12 (1.74%) Algorithms
11 10 (1.45%) BBC
12 9 (1.31%) Arduino
13 7 (1.02%) Animation
13 7 (1.02%) Data Structures
13 7 (1.02%) Graphic Design
13 7 (1.02%) Virtual Team
14 6 (0.87%) Management Information System
15 5 (0.73%) PlayStation
15 5 (0.73%) Xbox
Operating Systems
1 80 (11.63%) Windows
2 62 (9.01%) Linux
3 42 (6.10%) Android
4 37 (5.38%) Apple iOS
5 8 (1.16%) Unix
6 4 (0.58%) Windows Server
7 3 (0.44%) CentOS
7 3 (0.44%) Ubuntu
8 2 (0.29%) Mac OS X
9 1 (0.15%) Debian
9 1 (0.15%) Red Hat Enterprise Linux
9 1 (0.15%) Windows Phone
Processes & Methodologies
1 274 (39.83%) Agile Software Development
2 134 (19.48%) Scrum
3 129 (18.75%) MVC
4 120 (17.44%) TDD
5 105 (15.26%) Analytics
6 93 (13.52%) Continuous Integration
7 78 (11.34%) E-Commerce
8 75 (10.90%) Digital Marketing
9 70 (10.17%) Dependency Injection
9 70 (10.17%) Kanban
10 67 (9.74%) Front End Development
10 67 (9.74%) Inversion of Control
11 66 (9.59%) MVVM
12 56 (8.14%) SEO
13 51 (7.41%) Test Automation
13 51 (7.41%) Web Development
14 50 (7.27%) OOP
15 47 (6.83%) CRM
15 47 (6.83%) Machine Learning
16 44 (6.40%) Business Intelligence
Programming Languages
1 262 (38.08%) JavaScript
2 216 (31.40%) C#
3 150 (21.80%) SQL
4 104 (15.12%) PHP
5 62 (9.01%) Java
6 53 (7.70%) Python
7 23 (3.34%) ES6
7 23 (3.34%) PHP 7
8 21 (3.05%) Ruby
9 17 (2.47%) C++
10 15 (2.18%) C
11 14 (2.03%) R
12 12 (1.74%) ECMAScript
12 12 (1.74%) Go
13 9 (1.31%) T-SQL
14 7 (1.02%) PHP 5
14 7 (1.02%) TypeScript
14 7 (1.02%) VBA
15 6 (0.87%) MATLAB
16 5 (0.73%) Objective-C
Qualifications
1 91 (13.23%) Degree
2 21 (3.05%) Computer Science Degree
3 18 (2.62%) ISEB
3 18 (2.62%) PhD
4 11 (1.60%) Master's Degree
5 10 (1.45%) ISTQB
6 8 (1.16%) Numerate Degree
7 5 (0.73%) CCNA
7 5 (0.73%) Cisco Certification
8 2 (0.29%) AWS Certification
8 2 (0.29%) MCP
8 2 (0.29%) Microsoft Certification
9 1 (0.15%) CREST Certified
9 1 (0.15%) DBS Check
9 1 (0.15%) GCFA
9 1 (0.15%) GIAC
9 1 (0.15%) OSCP
9 1 (0.15%) PRINCE2 Certification
9 1 (0.15%) SANS
9 1 (0.15%) Security Cleared
Quality Assurance & Compliance
1 15 (2.18%) QA
2 3 (0.44%) Data Quality
3 1 (0.15%) PMO
System Software
1 23 (3.34%) Docker
2 4 (0.58%) VMware Infrastructure
3 2 (0.29%) Hyper-V
3 2 (0.29%) Virtual Machines
Systems Management
1 13 (1.89%) Kubernetes
2 8 (1.16%) Opscode Chef
3 6 (0.87%) Puppet
4 5 (0.73%) Ansible
5 2 (0.29%) SCCM
5 2 (0.29%) Terraform
6 1 (0.15%) Galera Cluster
6 1 (0.15%) Systems Management Server (SMS)
6 1 (0.15%) WMI
Vendors
1 374 (54.36%) Google
2 201 (29.22%) Facebook
3 57 (8.28%) Microsoft
4 38 (5.52%) Adobe
5 24 (3.49%) Zend
6 19 (2.76%) SAP
7 14 (2.03%) Salesforce.com
8 11 (1.60%) Oracle
8 11 (1.60%) Tableau
9 10 (1.45%) Sony
10 9 (1.31%) Marketo
10 9 (1.31%) Sitecore
10 9 (1.31%) Xero
11 8 (1.16%) Apple
12 5 (0.73%) Hootsuite
12 5 (0.73%) IBM
12 5 (0.73%) Red Hat
12 5 (0.73%) Xamarin
13 4 (0.58%) Cisco
13 4 (0.58%) Cognizant