Period
to 23 May 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 23 May 2018 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 25 24 31
Rank change year-on-year -1 +7 +9
Permanent jobs citing Analytics 5,684 5,198 5,656
As % of all permanent IT jobs advertised in London 8.24% 7.61% 6.88%
As % of the Processes & Methodologies category 8.98% 8.33% 7.55%
Number of salaries quoted 4,086 4,159 4,728
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +7.62%
10th Percentile £37,500 £36,450 £36,250
90th Percentile £105,000 £97,500 £100,000
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - +10.00%

Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 63,314 62,438 74,949
As % of all permanent IT jobs advertised in London 91.73% 91.44% 91.14%
Number of salaries quoted 51,197 51,794 64,361
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £35,750 £34,500 £33,250
90th Percentile £93,750 £90,000 £86,250
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

Analytics
Job Vacancy Trend in London

Job postings citing Analytics as a percentage of all IT jobs advertised in London.

Job vacancy trend for Analytics in London

Analytics
Salary Trend in London

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

Salary trend for Analytics in London

Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Analytics in London over the 6 months to 23 May 2018.

Salary histogram for Analytics in London

Analytics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the London region over the 6 months to 23 May 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
Central London +1 897 £65,000 +8.33% 183
West London +38 190 £55,000 +29.41% 105
South London -7 66 £47,500 -17.39% 19
East London +2 37 £68,750 +5.77% 56
North London +7 17 £47,500 -36.67% 5
Analytics
England

For the 6 months to 23 May 2018, IT jobs citing Analytics 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 across the London region with a requirement for Analytics.

1 1,993 (35.06%) SQL
2 1,622 (28.54%) Agile Software Development
3 1,584 (27.87%) Finance
4 1,502 (26.43%) Big Data
5 1,429 (25.14%) Python
6 1,369 (24.09%) Degree
7 1,262 (22.20%) Data Analytics
8 1,243 (21.87%) Business Intelligence
9 1,146 (20.16%) Analytical Skills
10 1,105 (19.44%) Java
11 1,065 (18.74%) Data Science
12 901 (15.85%) Problem-Solving
13 863 (15.18%) Marketing
14 830 (14.60%) SQL Server
15 828 (14.57%) Machine Learning
16 802 (14.11%) Hadoop
17 751 (13.21%) Apache Spark
18 734 (12.91%) ETL
19 732 (12.88%) JavaScript
19 732 (12.88%) Amazon AWS
20 730 (12.84%) Microsoft Azure
21 708 (12.46%) Tableau
22 703 (12.37%) Computer Science
23 654 (11.51%) Visualisation
24 651 (11.45%) R
25 642 (11.29%) Banking
26 641 (11.28%) Microsoft
27 585 (10.29%) Google
28 582 (10.24%) Data Warehouse
29 566 (9.96%) Mathematics

Analytics
Co-occurring IT Skills in London 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
1 751 (13.21%) Apache Spark
2 363 (6.39%) SAS
3 191 (3.36%) CMS
4 188 (3.31%) Apache
5 134 (2.36%) Elasticsearch
6 71 (1.25%) Confluence
7 67 (1.18%) Oracle SOA Suite
8 57 (1.00%) EPiServer
9 52 (0.91%) Apache Pig
10 49 (0.86%) SharePoint
10 49 (0.86%) Sitecore CMS
11 45 (0.79%) Adobe Experience Manager
12 41 (0.72%) IIS
13 39 (0.69%) WordPress
14 34 (0.60%) Apache Solr
15 33 (0.58%) BizTalk Server
16 32 (0.56%) Tomcat
17 18 (0.32%) WebSphere
18 16 (0.28%) OpenStack
19 13 (0.23%) Luigi
Applications
1 329 (5.79%) Microsoft Excel
2 119 (2.09%) SPSS
3 106 (1.86%) Microsoft Office
4 58 (1.02%) Microsoft PowerPoint
5 53 (0.93%) MS Visio
6 41 (0.72%) Photoshop
7 37 (0.65%) Spreadsheet
8 28 (0.49%) InVision
9 23 (0.40%) Microsoft Project
10 16 (0.28%) Adobe Illustrator
11 14 (0.25%) Adobe Creative Suite
12 13 (0.23%) Stata
13 11 (0.19%) OmniGraffle
14 8 (0.14%) InDesign
15 6 (0.11%) Chatbot
15 6 (0.11%) Fireworks
16 5 (0.088%) Weka
17 4 (0.070%) Gephi
17 4 (0.070%) UserZoom
18 3 (0.053%) EViews
Business Applications
1 53 (0.93%) Eloqua
2 28 (0.49%) WebTrends
3 24 (0.42%) Dynamics CRM
4 21 (0.37%) Dynamics AX
5 20 (0.35%) Unica
6 19 (0.33%) Relativity
7 15 (0.26%) Adobe Campaign
8 14 (0.25%) Actimize
8 14 (0.25%) SAP S/4HANA
9 12 (0.21%) SAP HCM
10 11 (0.19%) Salesforce.com CRM
11 10 (0.18%) Cognos TM1
11 10 (0.18%) SAP ERP
11 10 (0.18%) Workday HCM
12 9 (0.16%) Ringtail
12 9 (0.16%) Veritas eDiscovery
13 8 (0.14%) SAP BPC
13 8 (0.14%) SAP GRC
14 7 (0.12%) Markit EDM
14 7 (0.12%) SAP HR
Cloud Services
1 732 (12.88%) Amazon AWS
2 730 (12.84%) Microsoft Azure
3 362 (6.37%) Google Analytics
4 236 (4.15%) SaaS
5 170 (2.99%) Adobe Analytics
6 153 (2.69%) Azure Data Factory
7 144 (2.53%) PaaS
8 133 (2.34%) Google Cloud Platform
9 127 (2.23%) Serverless
10 106 (1.86%) IaaS
11 103 (1.81%) npm
12 99 (1.74%) Cortana Intelligence Suite
13 89 (1.57%) Cloud Computing
14 68 (1.20%) Amazon S3
15 63 (1.11%) AdWords
16 54 (0.95%) Office 365
17 53 (0.93%) Amazon EC2
18 52 (0.91%) Azure Machine Learning
19 50 (0.88%) GitHub
20 46 (0.81%) AWS Lambda
Communications & Networking
1 112 (1.97%) Firewall
2 72 (1.27%) Internet
3 64 (1.13%) Wireless
4 57 (1.00%) TCP/IP
5 55 (0.97%) Unified Communications
6 53 (0.93%) Wireless Security
7 48 (0.84%) HTTP
8 40 (0.70%) DNS
8 40 (0.70%) Network Security
9 37 (0.65%) SSL
10 32 (0.56%) VPN
11 24 (0.42%) SMS
12 23 (0.40%) IPsec
13 22 (0.39%) DSL
14 21 (0.37%) Cisco Firepower
14 21 (0.37%) Sourcefire
15 20 (0.35%) SAN
16 18 (0.32%) Cisco ASA
17 17 (0.30%) Cisco ISE
17 17 (0.30%) Intrusion Detection
Database & Business Intelligence
1 1,502 (26.43%) Big Data
2 830 (14.60%) SQL Server
3 802 (14.11%) Hadoop
4 582 (10.24%) Data Warehouse
5 480 (8.44%) Power BI
6 458 (8.06%) NoSQL
7 383 (6.74%) Data Lake
8 358 (6.30%) SQL Server Integration Services
9 353 (6.21%) MongoDB
10 282 (4.96%) SQL Server Reporting Services
11 280 (4.93%) Relational Database
12 263 (4.63%) Apache Hive
13 240 (4.22%) SQL Server Analysis Services
14 219 (3.85%) MySQL
15 214 (3.76%) Data Mining
16 184 (3.24%) PostgreSQL
17 166 (2.92%) QlikView
18 163 (2.87%) Apache Cassandra
19 140 (2.46%) Azure SQL Database
20 126 (2.22%) HBase
Development Applications
1 386 (6.79%) Git (software)
2 226 (3.98%) Jenkins
3 187 (3.29%) Visual Studio
4 168 (2.96%) JIRA
5 124 (2.18%) Team Foundation Server
6 123 (2.16%) gulp
7 95 (1.67%) TeamCity
8 93 (1.64%) Selenium
9 82 (1.44%) webpack
10 81 (1.43%) Octopus Deploy
11 67 (1.18%) Karma Test Runner
11 67 (1.18%) Protractor
12 65 (1.14%) Mocha
13 59 (1.04%) Bower
14 57 (1.00%) Sinon.JS
15 52 (0.91%) Grunt
16 48 (0.84%) Subversion
17 45 (0.79%) RStudio
18 44 (0.77%) Visual Studio Team System
19 42 (0.74%) NUnit
General
1 1,584 (27.87%) Finance
2 863 (15.18%) Marketing
3 642 (11.29%) Banking
4 467 (8.22%) Retail
5 300 (5.28%) Investment Banking
6 252 (4.43%) Advertising
7 216 (3.80%) Front Office
8 190 (3.34%) Financial Institution
9 171 (3.01%) Games
10 150 (2.64%) Telecoms
11 123 (2.16%) Legal
12 109 (1.92%) Manufacturing
13 103 (1.81%) Pharmaceutical
14 74 (1.30%) Law
15 63 (1.11%) Retail Banking
16 60 (1.06%) Publishing
17 43 (0.76%) Billing
18 34 (0.60%) Back Office
19 30 (0.53%) German Language
20 21 (0.37%) Electronics
Job Titles
1 1,323 (23.28%) Developer
2 679 (11.95%) Analyst
3 507 (8.92%) Consultant
4 504 (8.87%) Architect
5 369 (6.49%) Data Scientist
6 299 (5.26%) Data Engineer
7 233 (4.10%) Senior Developer
8 200 (3.52%) Data Architect
9 195 (3.43%) Analytics Manager
10 188 (3.31%) Java Developer
11 169 (2.97%) Business Intelligence Developer
12 163 (2.87%) C# Developer
13 149 (2.62%) Data Analyst
14 139 (2.45%) Solutions Architect
15 136 (2.39%) Designer
16 134 (2.36%) Analytics Consultant
17 120 (2.11%) Senior Manager
18 118 (2.08%) Business Analyst
19 116 (2.04%) Senior Data Scientist
20 114 (2.01%) Product Manager
Libraries, Frameworks & Software Standards
1 522 (9.18%) HTML
2 512 (9.01%) .NET
3 429 (7.55%) CSS
4 389 (6.84%) AngularJS
5 357 (6.28%) Kafka
6 300 (5.28%) Web Services
7 230 (4.05%) RESTful
8 225 (3.96%) jQuery
9 219 (3.85%) REST
10 214 (3.76%) Node.js
11 211 (3.71%) React
12 174 (3.06%) HTML5
13 160 (2.81%) Spring
14 154 (2.71%) Natural Language Processing
15 151 (2.66%) XML
16 136 (2.39%) ASP.NET
17 128 (2.25%) CSS3
18 122 (2.15%) Sass
19 117 (2.06%) JSON
20 103 (1.81%) Twitter Bootstrap
Miscellaneous
1 1,146 (20.16%) Analytical Skills
2 703 (12.37%) Computer Science
3 565 (9.94%) User Experience
4 385 (6.77%) Algorithms
5 331 (5.82%) Fintech
6 241 (4.24%) Management Information System
7 213 (3.75%) Greenfield Project
8 201 (3.54%) Data Structures
9 180 (3.17%) Mobile App
10 174 (3.06%) Self-Motivation
11 171 (3.01%) Enterprise Software
12 143 (2.52%) Social Media
13 131 (2.30%) Equities
14 130 (2.29%) Data Centre
15 129 (2.27%) Cyberthreat
16 98 (1.72%) Credit Risk
16 98 (1.72%) Derivative
17 92 (1.62%) Virtual Team
18 81 (1.43%) Fixed Income
19 75 (1.32%) Market Risk
Operating Systems
1 554 (9.75%) Linux
2 249 (4.38%) Windows
3 176 (3.10%) Unix
4 93 (1.64%) Android
5 87 (1.53%) Apple iOS
6 41 (0.72%) Windows Server
7 32 (0.56%) Red Hat Enterprise Linux
8 23 (0.40%) Solaris
9 22 (0.39%) AIX
9 22 (0.39%) HPUX
10 20 (0.35%) CentOS
10 20 (0.35%) Windows 7
11 17 (0.30%) Ubuntu
12 12 (0.21%) VMS
12 12 (0.21%) Windows Server 2012
13 7 (0.12%) Debian
14 6 (0.11%) Fedora
14 6 (0.11%) Windows 8
15 5 (0.088%) Windows 10
15 5 (0.088%) Windows Server 2008
Processes & Methodologies
1 1,622 (28.54%) Agile Software Development
2 1,262 (22.20%) Data Analytics
3 1,243 (21.87%) Business Intelligence
4 1,065 (18.74%) Data Science
5 901 (15.85%) Problem-Solving
6 828 (14.57%) Machine Learning
7 734 (12.91%) ETL
8 654 (11.51%) Visualisation
9 566 (9.96%) Mathematics
10 546 (9.61%) Software Engineering
11 537 (9.45%) Data Modelling
12 458 (8.06%) DevOps
13 428 (7.53%) Project Management
14 412 (7.25%) Artificial Intelligence
15 411 (7.23%) Data Management
15 411 (7.23%) TDD
16 385 (6.77%) Scrum
17 377 (6.63%) Stakeholder Management
18 370 (6.51%) Data Visualisation
19 369 (6.49%) Data Analysis
Programming Languages
1 1,993 (35.06%) SQL
2 1,429 (25.14%) Python
3 1,105 (19.44%) Java
4 732 (12.88%) JavaScript
5 651 (11.45%) R
6 535 (9.41%) C#
7 479 (8.43%) Scala
8 320 (5.63%) C++
9 176 (3.10%) VBA
10 164 (2.89%) T-SQL
11 140 (2.46%) MATLAB
12 137 (2.41%) Perl
13 131 (2.30%) PHP
13 131 (2.30%) PowerShell
14 118 (2.08%) C
15 113 (1.99%) Java 8
16 102 (1.79%) Bash Shell
17 90 (1.58%) Ruby
18 86 (1.51%) Shell Script
19 65 (1.14%) VB
Qualifications
1 1,369 (24.09%) Degree
2 238 (4.19%) Computer Science Degree
3 215 (3.78%) PhD
4 111 (1.95%) Master's Degree
5 93 (1.64%) Security Cleared
6 85 (1.50%) Cisco Certification
7 80 (1.41%) CISSP
8 79 (1.39%) CCIE
9 77 (1.35%) Numerate Degree
10 65 (1.14%) SAFe Agilist
11 63 (1.11%) CCNP
12 54 (0.95%) CCNA
13 49 (0.86%) SC Cleared
14 47 (0.83%) PMI Certification
15 40 (0.70%) PMP
16 35 (0.62%) Microsoft Certification
17 34 (0.60%) CEH
18 33 (0.58%) TOGAF Certification
19 28 (0.49%) MBA
20 25 (0.44%) CISA
Quality Assurance & Compliance
1 277 (4.87%) Data Quality
2 249 (4.38%) QA
3 56 (0.99%) GDPR
4 44 (0.77%) ISO/IEC 27001
5 35 (0.62%) SLA
6 27 (0.48%) PMO
7 24 (0.42%) WCAG
8 21 (0.37%) COBIT
9 20 (0.35%) MiFID
10 19 (0.33%) GCP
11 15 (0.26%) PCI DSS
12 13 (0.23%) Solvency II
13 12 (0.21%) GPG13
14 11 (0.19%) EMIR
15 10 (0.18%) Sarbanes-Oxley
16 8 (0.14%) Actionable Recommendations
17 7 (0.12%) HMG Security Policy Framework
18 5 (0.088%) HIPAA
18 5 (0.088%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
19 4 (0.070%) IFRS
System Software
1 321 (5.65%) Docker
2 100 (1.76%) HDFS
3 78 (1.37%) VMware Infrastructure
4 72 (1.27%) Active Directory
5 59 (1.04%) Virtual Machines
6 46 (0.81%) Apache Flume
7 21 (0.37%) Snort
8 18 (0.32%) VirtualBox
9 13 (0.23%) Apache ZooKeeper
10 6 (0.11%) Hyper-V
11 5 (0.088%) KVM
11 5 (0.088%) NFS
11 5 (0.088%) pfSense
11 5 (0.088%) Samba
12 4 (0.070%) Firmware
13 3 (0.053%) ISA Server
13 3 (0.053%) OpenAM
13 3 (0.053%) Oracle RAC
13 3 (0.053%) XenApp
13 3 (0.053%) XenDesktop
Systems Management
1 145 (2.55%) Ansible
2 127 (2.23%) Kubernetes
3 100 (1.76%) Puppet
4 92 (1.62%) Terraform
5 78 (1.37%) Opscode Chef
6 26 (0.46%) Kibana
7 25 (0.44%) Hadoop YARN
8 23 (0.40%) Docker Swarm
9 22 (0.39%) Oozie
10 21 (0.37%) Suricata
11 20 (0.35%) Ambari
11 20 (0.35%) Salt
12 14 (0.25%) Packer
13 13 (0.23%) Mesos
14 12 (0.21%) EnCase
14 12 (0.21%) FTK
15 11 (0.19%) Single Sign-On
16 10 (0.18%) Oracle Identity Manager
17 9 (0.16%) Microsoft Intune
17 9 (0.16%) Nagios
Vendors
1 708 (12.46%) Tableau
2 641 (11.28%) Microsoft
3 585 (10.29%) Google
4 497 (8.74%) Oracle
5 266 (4.68%) Adobe
6 197 (3.47%) SAP
7 165 (2.90%) IBM
8 163 (2.87%) Talend
9 154 (2.71%) Cloudera
10 144 (2.53%) Informatica
10 144 (2.53%) Salesforce.com
11 118 (2.08%) Alteryx
12 109 (1.92%) Cisco
13 106 (1.86%) Cognizant
14 105 (1.85%) Splunk
15 81 (1.43%) VMware
16 80 (1.41%) MicroStrategy
17 76 (1.34%) Hortonworks
18 73 (1.28%) EMC
19 69 (1.21%) NetApp