Period
to 17 February 2018

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 17 February 2018 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
17 Feb 2018
Same period 2017 Same period 2016
Rank 500 722 580
Rank change year-on-year +222 -142 -77
Permanent jobs citing Twitter 956 501 957
As % of all permanent IT jobs advertised in the UK 0.55% 0.29% 0.45%
As % of the Vendors category 1.22% 0.65% 1.00%
Number of salaries quoted 869 411 875
UK median annual salary £37,500 £42,500 £45,000
Median salary % change year-on-year -11.76% -5.56% +12.50%
10th Percentile £22,000 £26,250 £27,500
90th Percentile £61,250 £77,500 £70,000
UK excluding London median annual salary £35,000 £35,000 £40,000
% change year-on-year - -12.50% +6.67%

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 78,186 76,902 96,166
As % of all permanent IT jobs advertised in the UK 44.64% 43.78% 45.61%
Number of salaries quoted 61,946 61,816 78,596
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £76,250 £75,000 £73,750
UK excluding London median annual salary £42,500 £42,500 £41,500
% change year-on-year - +2.41% +3.75%

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 17 February 2018.

Salary histogram for Twitter in the UK

Twitter
Top 16 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 17 February 2018. 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 +250 934 £37,500 -16.67% 353
UK excluding London +281 717 £35,000 - 306
North of England +234 373 £35,000 -17.65% 127
London -11 234 £55,000 - 78
Yorkshire +189 227 £32,500 -18.75% 41
North West +80 140 £37,500 -11.76% 85
Midlands +80 132 £34,000 +4.62% 41
South East +81 130 £40,000 +14.29% 53
West Midlands +46 76 £34,000 -9.33% 22
East Midlands +57 56 £35,000 +41.41% 19
East of England +18 35 £30,000 -25.00% 32
South West +25 30 £37,500 -0.66% 21
Wales +9 14 £25,000 -20.63% 3
North East - 6 £30,000 - 1
Scotland -48 4 £40,000 +14.29% 29
Northern Ireland -20 1 £67,500 +117.74%

For the 6 months to 17 February 2018, IT jobs citing Twitter also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for Twitter.

1 567 (59.31%) Google
2 389 (40.69%) Agile Software Development
3 350 (36.61%) JavaScript
4 311 (32.53%) HTML
5 288 (30.13%) C#
6 285 (29.81%) .NET
7 283 (29.60%) CSS
8 215 (22.49%) Facebook
9 199 (20.82%) SQL
10 190 (19.87%) MVC
11 179 (18.72%) Marketing
12 172 (17.99%) Scrum
13 168 (17.57%) SQL Server
14 167 (17.47%) TDD
15 166 (17.36%) ASP.NET
16 145 (15.17%) Finance
16 145 (15.17%) jQuery
17 141 (14.75%) HTML5
18 139 (14.54%) Degree
19 134 (14.02%) Analytics
20 131 (13.70%) PHP
21 129 (13.49%) Social Media
22 111 (11.61%) MySQL
23 106 (11.09%) Git (software)
24 105 (10.98%) Continuous Integration
25 100 (10.46%) E-Commerce
26 99 (10.36%) Java
27 98 (10.25%) AngularJS
28 95 (9.94%) Web Development
29 93 (9.73%) Windows

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 47 (4.92%) CMS
2 36 (3.77%) Apache Spark
3 32 (3.35%) WordPress
4 21 (2.20%) Elasticsearch
5 18 (1.88%) Apache
6 13 (1.36%) Umbraco
7 10 (1.05%) SAS
8 8 (0.84%) IIS
8 8 (0.84%) Sitecore CMS
9 4 (0.42%) Drupal
9 4 (0.42%) SharePoint
10 3 (0.31%) Confluence
10 3 (0.31%) EPiServer
10 3 (0.31%) Kentico
10 3 (0.31%) Luigi
10 3 (0.31%) TYPO3
11 2 (0.21%) JBoss
11 2 (0.21%) MS Exchange
11 2 (0.21%) Telligent Community
11 2 (0.21%) Tomcat
Applications
1 32 (3.35%) Photoshop
2 29 (3.03%) Microsoft Excel
3 17 (1.78%) Adobe Illustrator
4 15 (1.57%) Adobe Creative Suite
4 15 (1.57%) Microsoft Office
5 12 (1.26%) Microsoft PowerPoint
6 7 (0.73%) SPSS
7 4 (0.42%) InDesign
8 3 (0.31%) Adobe After Effects
8 3 (0.31%) Adobe Premiere
9 2 (0.21%) AutoCAD
9 2 (0.21%) InVision
9 2 (0.21%) Mathematica
10 1 (0.10%) Spreadsheet
Business Applications
1 20 (2.09%) Magento
2 8 (0.84%) Eloqua
3 2 (0.21%) NetSuite
4 1 (0.10%) Cognos TM1
Cloud Services
1 61 (6.38%) Microsoft Azure
2 60 (6.28%) Amazon AWS
3 51 (5.33%) Google Analytics
4 27 (2.82%) AdWords
5 19 (1.99%) Google Cloud Platform
6 14 (1.46%) npm
7 13 (1.36%) SaaS
8 11 (1.15%) Adobe Creative Cloud
9 10 (1.05%) GitHub
10 7 (0.73%) MailChimp
11 6 (0.63%) Amazon S3
11 6 (0.63%) Office 365
12 5 (0.52%) Heroku
13 2 (0.21%) AWS CloudFormation
13 2 (0.21%) Boomi
13 2 (0.21%) Cloud Computing
13 2 (0.21%) Dropbox
13 2 (0.21%) PaaS
13 2 (0.21%) Sage Pay
13 2 (0.21%) Twilio
Communications & Networking
1 33 (3.45%) HTTP
2 13 (1.36%) Internet
3 7 (0.73%) Firewall
3 7 (0.73%) Intranet
4 5 (0.52%) DNS
4 5 (0.52%) TCP/IP
5 4 (0.42%) LAN
6 3 (0.31%) DHCP
6 3 (0.31%) WAN
7 2 (0.21%) AMQP
7 2 (0.21%) SMS
7 2 (0.21%) WLAN
8 1 (0.10%) BGP
8 1 (0.10%) Cisco ASA
8 1 (0.10%) Cisco ISE
8 1 (0.10%) DMVPN
8 1 (0.10%) IPsec
8 1 (0.10%) VLAN
8 1 (0.10%) Wi-Fi
8 1 (0.10%) Wireless
Database & Business Intelligence
1 168 (17.57%) SQL Server
2 111 (11.61%) MySQL
3 66 (6.90%) Big Data
4 43 (4.50%) SQL Server 2016
5 38 (3.97%) SQL Server 2014
6 33 (3.45%) MongoDB
7 24 (2.51%) NoSQL
8 23 (2.41%) Hadoop
9 22 (2.30%) Apache Cassandra
9 22 (2.30%) PostgreSQL
10 20 (2.09%) Data Warehouse
10 20 (2.09%) Power BI
10 20 (2.09%) SQL Server Integration Services
11 18 (1.88%) SQL Server Reporting Services
12 17 (1.78%) SQL Server Analysis Services
13 13 (1.36%) Amazon Redshift
14 12 (1.26%) CockroachDB
15 9 (0.94%) Data Lake
16 8 (0.84%) Cosmos DB
17 7 (0.73%) Flink
Development Applications
1 106 (11.09%) Git (software)
2 82 (8.58%) MSTest
3 76 (7.95%) NUnit
4 55 (5.75%) Moq
5 52 (5.44%) Rhino Mocks
6 41 (4.29%) gulp
7 34 (3.56%) Jasmine
8 33 (3.45%) Subversion
9 31 (3.24%) webpack
10 28 (2.93%) Grunt
11 27 (2.82%) Selenium
12 24 (2.51%) Karma Test Runner
13 17 (1.78%) Visual Studio
14 13 (1.36%) Cucumber
14 13 (1.36%) Protractor
15 10 (1.05%) Axure RP
15 10 (1.05%) Jenkins
16 9 (0.94%) TeamCity
17 8 (0.84%) Balsamiq Mockups
17 8 (0.84%) JUnit
General
1 179 (18.72%) Marketing
2 145 (15.17%) Finance
3 90 (9.41%) Retail
4 47 (4.92%) Advertising
5 25 (2.62%) Games
6 10 (1.05%) Telecoms
7 9 (0.94%) Manufacturing
8 8 (0.84%) Automotive
9 7 (0.73%) Legal
10 6 (0.63%) Banking
11 4 (0.42%) Law
12 3 (0.31%) Back Office
12 3 (0.31%) Multimedia
12 3 (0.31%) Music Industry
13 2 (0.21%) Financial Institution
13 2 (0.21%) Pharmaceutical
14 1 (0.10%) Brand Awareness
14 1 (0.10%) French Language
14 1 (0.10%) Investment Banking
14 1 (0.10%) Publishing
Job Titles
1 554 (57.95%) Developer
2 165 (17.26%) .NET Developer
3 123 (12.87%) C# Developer
4 107 (11.19%) C# .NET Developer
5 86 (9.00%) Senior Developer
6 70 (7.32%) PHP Developer
7 64 (6.69%) Software Developer
8 63 (6.59%) Front End Developer (Client-Side Developer)
9 61 (6.38%) C# WPF Developer
9 61 (6.38%) WPF Developer
10 59 (6.17%) Junior
11 53 (5.54%) JavaScript Developer
12 47 (4.92%) Junior Developer
12 47 (4.92%) Web Developer
13 39 (4.08%) Java Developer
14 32 (3.35%) Analyst
15 31 (3.24%) Designer
16 30 (3.14%) Tester
17 29 (3.03%) Lead Developer
18 26 (2.72%) Marketing Executive
Libraries, Frameworks & Software Standards
1 311 (32.53%) HTML
2 285 (29.81%) .NET
3 283 (29.60%) CSS
4 166 (17.36%) ASP.NET
5 145 (15.17%) jQuery
6 141 (14.75%) HTML5
7 98 (10.25%) AngularJS
8 90 (9.41%) Twitter Bootstrap
9 79 (8.26%) CSS3
10 78 (8.16%) WPF
11 77 (8.05%) React
12 76 (7.95%) Ninject
12 76 (7.95%) Spring.NET
12 76 (7.95%) Unity DI Container
13 68 (7.11%) ASP.NET MVC
13 68 (7.11%) Node.js
14 62 (6.49%) WinForms
15 61 (6.38%) RESTful
16 52 (5.44%) Castle Windsor
17 49 (5.13%) Sass
Miscellaneous
1 129 (13.49%) Social Media
2 87 (9.10%) Social Network
3 79 (8.26%) Enterprise Software
4 74 (7.74%) User Experience
5 63 (6.59%) Computer Science
6 47 (4.92%) Greenfield Project
7 45 (4.71%) Blog
8 41 (4.29%) Analytical Skills
9 31 (3.24%) Tandem
10 18 (1.88%) Algorithms
11 15 (1.57%) BBC
12 13 (1.36%) Mobile App
13 9 (0.94%) Data Structures
13 9 (0.94%) Linux Command Line
14 8 (0.84%) Graphic Design
15 7 (0.73%) Cyberthreat
15 7 (0.73%) Fintech
16 6 (0.63%) Animation
16 6 (0.63%) Management Information System
16 6 (0.63%) Video\Live Streaming
Operating Systems
1 93 (9.73%) Windows
2 76 (7.95%) Linux
3 39 (4.08%) Android
4 33 (3.45%) Apple iOS
5 15 (1.57%) Windows Server
6 10 (1.05%) Unix
7 4 (0.42%) CentOS
7 4 (0.42%) Ubuntu
8 2 (0.21%) Windows Server 2008
8 2 (0.21%) Windows Server 2012
9 1 (0.10%) Red Hat Enterprise Linux
9 1 (0.10%) Windows 10
9 1 (0.10%) Windows 7
9 1 (0.10%) Windows Mobile
9 1 (0.10%) Windows Server 2003
Processes & Methodologies
1 389 (40.69%) Agile Software Development
2 190 (19.87%) MVC
3 172 (17.99%) Scrum
4 167 (17.47%) TDD
5 134 (14.02%) Analytics
6 105 (10.98%) Continuous Integration
7 100 (10.46%) E-Commerce
8 95 (9.94%) Web Development
9 88 (9.21%) SEO
10 86 (9.00%) Front End Development
11 80 (8.37%) Dependency Injection
11 80 (8.37%) Kanban
12 77 (8.05%) Inversion of Control
12 77 (8.05%) Test Automation
13 76 (7.95%) MVVM
14 71 (7.43%) OOP
15 68 (7.11%) Digital Marketing
16 63 (6.59%) Unit Testing
17 60 (6.28%) Machine Learning
18 49 (5.13%) Pay per click
Programming Languages
1 350 (36.61%) JavaScript
2 288 (30.13%) C#
3 199 (20.82%) SQL
4 131 (13.70%) PHP
5 99 (10.36%) Java
6 88 (9.21%) Python
7 22 (2.30%) Go
8 20 (2.09%) Ruby
9 19 (1.99%) C++
9 19 (1.99%) ES6
10 17 (1.78%) ES7
10 17 (1.78%) R
11 16 (1.67%) PHP 7
11 16 (1.67%) T-SQL
12 12 (1.26%) C
13 9 (0.94%) PowerShell
13 9 (0.94%) VB.NET
14 8 (0.84%) VBA
15 7 (0.73%) Scala
15 7 (0.73%) TypeScript
Qualifications
1 139 (14.54%) Degree
2 32 (3.35%) Computer Science Degree
3 30 (3.14%) PhD
4 15 (1.57%) ISEB
5 11 (1.15%) ISTQB
6 9 (0.94%) Cisco Certification
6 9 (0.94%) Microsoft Certification
7 7 (0.73%) CCNA
7 7 (0.73%) Master's Degree
8 6 (0.63%) CEH
8 6 (0.63%) CISSP
9 4 (0.42%) SSCP
10 3 (0.31%) Security Cleared
11 2 (0.21%) MCP
11 2 (0.21%) MCSA
11 2 (0.21%) MCSE
11 2 (0.21%) Numerate Degree
12 1 (0.10%) A+ Certification
12 1 (0.10%) CCNP
12 1 (0.10%) PRINCE2 Certification
Quality Assurance & Compliance
1 14 (1.46%) QA
2 2 (0.21%) Data Quality
2 2 (0.21%) PMO
3 1 (0.10%) GDPR
3 1 (0.10%) ISO 22301
3 1 (0.10%) ISO/IEC 27001
3 1 (0.10%) PCI DSS
3 1 (0.10%) WCAG
System Software
1 37 (3.87%) Docker
2 7 (0.73%) Active Directory
3 6 (0.63%) VMware Infrastructure
4 4 (0.42%) Hyper-V
5 2 (0.21%) HDFS
6 1 (0.10%) Virtual Servers
Systems Management
1 26 (2.72%) Kubernetes
2 9 (0.94%) Opscode Chef
3 7 (0.73%) Puppet
4 4 (0.42%) Single Sign-On
5 3 (0.31%) Ansible
6 2 (0.21%) Hadoop YARN
6 2 (0.21%) SCCM
6 2 (0.21%) Terraform
7 1 (0.10%) Galera Cluster
7 1 (0.10%) Systems Management Server (SMS)
7 1 (0.10%) TrustSec
7 1 (0.10%) WMI
Vendors
1 567 (59.31%) Google
2 215 (22.49%) Facebook
3 73 (7.64%) Microsoft
4 39 (4.08%) Adobe
5 30 (3.14%) Zend
6 19 (1.99%) Salesforce.com
7 15 (1.57%) Sony
8 14 (1.46%) Apple
8 14 (1.46%) Marketo
8 14 (1.46%) Oracle
9 13 (1.36%) Tableau
10 11 (1.15%) Sitecore
11 9 (0.94%) Cisco
12 8 (0.84%) Hootsuite
13 7 (0.73%) HubSpot
13 7 (0.73%) Pardot
14 6 (0.63%) IBM
14 6 (0.63%) VMware
15 5 (0.52%) Red Hat
15 5 (0.52%) Xamarin