Period
to 20 August 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 20 August 2018 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 29 27 31
Rank change year-on-year -2 +4 +3
Permanent jobs citing Analytics 5,468 5,884 5,293
As % of all permanent IT jobs advertised in London 7.91% 7.99% 6.56%
As % of the Processes & Methodologies category 8.63% 8.63% 7.11%
Number of salaries quoted 3,792 4,183 4,519
London median annual salary £65,000 £65,000 £60,000
Median salary % change year-on-year - +8.33% +4.35%
10th Percentile £37,500 £37,500 £36,250
90th Percentile £102,500 £101,250 £100,000
England median annual salary £55,000 £55,000 £55,000

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 63,396 68,186 74,393
As % of all permanent IT jobs advertised in London 91.73% 92.59% 92.14%
Number of salaries quoted 50,653 53,042 64,363
London median annual salary £62,000 £60,000 £57,500
Median salary % change year-on-year +3.33% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

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 20 August 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 20 August 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 +8 866 £65,000 +8.33% 201
West London +26 161 £53,750 +2.38% 120
South London +17 96 £47,500 -5.00% 25
East London +8 49 £65,000 -8.77% 46
North London +16 15 £52,500 - 4
Analytics
England

For the 6 months to 20 August 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 1,992 (36.43%) SQL
2 1,680 (30.72%) Finance
3 1,565 (28.62%) Agile Software Development
4 1,436 (26.26%) Python
5 1,375 (25.15%) Big Data
6 1,374 (25.13%) Degree
7 1,202 (21.98%) Data Analytics
8 1,104 (20.19%) Business Intelligence
9 1,099 (20.10%) Analytical Skills
10 1,062 (19.42%) Java
11 1,015 (18.56%) Data Science
12 978 (17.89%) Problem-Solving
13 849 (15.53%) Machine Learning
14 824 (15.07%) Marketing
15 767 (14.03%) SQL Server
16 716 (13.09%) JavaScript
16 716 (13.09%) Amazon AWS
17 711 (13.00%) Banking
18 703 (12.86%) Computer Science
19 690 (12.62%) Hadoop
20 687 (12.56%) ETL
21 661 (12.09%) Visualisation
22 648 (11.85%) Microsoft Azure
23 641 (11.72%) Apache Spark
24 630 (11.52%) User Experience
25 605 (11.06%) Data Warehouse
26 601 (10.99%) Tableau
27 586 (10.72%) Microsoft
28 578 (10.57%) R
29 574 (10.50%) 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
1 641 (11.72%) Apache Spark
2 357 (6.53%) SAS
3 197 (3.60%) CMS
4 192 (3.51%) Apache
5 105 (1.92%) Elasticsearch
6 87 (1.59%) EPiServer
7 72 (1.32%) Confluence
8 69 (1.26%) Apache Pig
9 53 (0.97%) Sitecore CMS
10 51 (0.93%) IIS
11 47 (0.86%) Adobe Experience Manager
12 45 (0.82%) Oracle SOA Suite
13 35 (0.64%) SharePoint
14 34 (0.62%) Apache Solr
15 32 (0.59%) Tomcat
16 18 (0.33%) WordPress
17 16 (0.29%) Apache Airflow
17 16 (0.29%) Marvel
17 16 (0.29%) MS Exchange
18 15 (0.27%) Drupal
Applications
1 282 (5.16%) Microsoft Excel
2 101 (1.85%) Microsoft Office
2 101 (1.85%) SPSS
3 68 (1.24%) Microsoft PowerPoint
4 43 (0.79%) MS Visio
5 40 (0.73%) InVision
6 35 (0.64%) Photoshop
7 26 (0.48%) Spreadsheet
8 25 (0.46%) Microsoft Project
9 18 (0.33%) Adobe Creative Suite
10 15 (0.27%) Adobe Illustrator
11 12 (0.22%) Stata
12 11 (0.20%) OmniGraffle
13 7 (0.13%) Chatbot
14 5 (0.091%) EViews
14 5 (0.091%) GNU Octave
15 4 (0.073%) Gephi
15 4 (0.073%) InDesign
15 4 (0.073%) UserZoom
16 2 (0.037%) Adobe Premiere
Business Applications
1 58 (1.06%) Eloqua
2 26 (0.48%) Adobe Campaign
3 23 (0.42%) Actimize
4 18 (0.33%) Unica
5 17 (0.31%) Relativity
6 16 (0.29%) Dynamics CRM
7 13 (0.24%) SAP ERP
8 12 (0.22%) Abakus
8 12 (0.22%) SAP S/4HANA
9 11 (0.20%) Ringtail
9 11 (0.20%) Veritas eDiscovery
10 10 (0.18%) Cognos TM1
10 10 (0.18%) SAP GRC
11 9 (0.16%) FastStats
12 8 (0.15%) Oracle EBS
12 8 (0.15%) Oracle Retail
12 8 (0.15%) Salesforce.com CRM
12 8 (0.15%) Workday HCM
13 7 (0.13%) NetSuite
13 7 (0.13%) SAP HCM
Cloud Services
1 716 (13.09%) Amazon AWS
2 648 (11.85%) Microsoft Azure
3 362 (6.62%) Google Analytics
4 188 (3.44%) SaaS
5 182 (3.33%) Adobe Analytics
6 145 (2.65%) Azure Data Factory
7 132 (2.41%) PaaS
8 128 (2.34%) Google Cloud Platform
9 107 (1.96%) npm
10 95 (1.74%) Serverless
11 85 (1.55%) Cloud Computing
12 74 (1.35%) IaaS
13 65 (1.19%) Amazon S3
14 60 (1.10%) Cortana Intelligence Suite
15 56 (1.02%) Amazon EMR
16 54 (0.99%) Amazon EC2
17 53 (0.97%) Office 365
18 44 (0.80%) Azure Machine Learning
19 41 (0.75%) AdWords
20 34 (0.62%) AWS Lambda
Communications & Networking
1 126 (2.30%) Firewall
2 104 (1.90%) Internet
3 51 (0.93%) TCP/IP
4 48 (0.88%) HTTP
4 48 (0.88%) Wireless
5 37 (0.68%) Unified Communications
6 34 (0.62%) Wireless Security
7 33 (0.60%) DNS
8 28 (0.51%) Sourcefire
9 24 (0.44%) WAN
10 22 (0.40%) LAN
10 22 (0.40%) Network Security
10 22 (0.40%) SAN
11 21 (0.38%) Cisco Firepower
12 20 (0.37%) Cisco ASA
13 17 (0.31%) Intranet
13 17 (0.31%) ZigBee
14 16 (0.29%) SSL
14 16 (0.29%) VPN
15 14 (0.26%) SMS
Database & Business Intelligence
1 1,375 (25.15%) Big Data
2 767 (14.03%) SQL Server
3 690 (12.62%) Hadoop
4 605 (11.06%) Data Warehouse
5 443 (8.10%) NoSQL
6 423 (7.74%) Power BI
7 348 (6.36%) Data Lake
8 343 (6.27%) SQL Server Integration Services
9 293 (5.36%) MongoDB
10 282 (5.16%) Relational Database
11 265 (4.85%) SQL Server Reporting Services
12 249 (4.55%) SQL Server Analysis Services
13 239 (4.37%) Apache Hive
14 194 (3.55%) Data Mining
15 180 (3.29%) PostgreSQL
16 161 (2.94%) MySQL
17 147 (2.69%) QlikView
18 135 (2.47%) Apache Cassandra
19 131 (2.40%) Amazon Redshift
20 129 (2.36%) Azure SQL Database
Development Applications
1 401 (7.33%) Git (software)
2 211 (3.86%) Jenkins
3 181 (3.31%) Visual Studio
4 177 (3.24%) JIRA
5 149 (2.72%) Team Foundation Server
6 126 (2.30%) Selenium
7 123 (2.25%) gulp
8 118 (2.16%) TeamCity
9 102 (1.87%) Octopus Deploy
10 84 (1.54%) webpack
11 80 (1.46%) Bower
11 80 (1.46%) Karma Test Runner
11 80 (1.46%) Mocha
12 77 (1.41%) Protractor
13 76 (1.39%) Sinon.JS
14 53 (0.97%) Subversion
15 46 (0.84%) Atlassian Bamboo
16 42 (0.77%) Maven
17 39 (0.71%) Axure RP
18 37 (0.68%) Visual Studio Team System
General
1 1,680 (30.72%) Finance
2 824 (15.07%) Marketing
3 711 (13.00%) Banking
4 416 (7.61%) Retail
5 362 (6.62%) Investment Banking
6 257 (4.70%) Front Office
7 243 (4.44%) Advertising
8 217 (3.97%) Financial Institution
9 180 (3.29%) Games
10 127 (2.32%) Telecoms
11 126 (2.30%) Legal
12 84 (1.54%) Manufacturing
13 82 (1.50%) Law
14 77 (1.41%) Publishing
15 74 (1.35%) Pharmaceutical
16 54 (0.99%) Back Office
17 41 (0.75%) Retail Banking
18 34 (0.62%) German Language
19 25 (0.46%) Automotive
19 25 (0.46%) Electronics
Job Titles
1 1,275 (23.32%) Developer
2 700 (12.80%) Analyst
3 470 (8.60%) Consultant
4 451 (8.25%) Architect
5 347 (6.35%) Data Scientist
6 314 (5.74%) Data Engineer
7 208 (3.80%) Senior Developer
8 203 (3.71%) Java Developer
9 174 (3.18%) Data Analyst
10 157 (2.87%) Business Intelligence Developer
10 157 (2.87%) Data Architect
11 148 (2.71%) Designer
12 142 (2.60%) Solutions Architect
13 139 (2.54%) Analytics Manager
13 139 (2.54%) Data Consultant
14 137 (2.51%) Analytics Consultant
15 134 (2.45%) Software Engineer
16 131 (2.40%) UX Designer
17 130 (2.38%) C# Developer
18 122 (2.23%) .NET Developer
Libraries, Frameworks & Software Standards
1 548 (10.02%) HTML
2 459 (8.39%) .NET
3 388 (7.10%) CSS
4 367 (6.71%) AngularJS
5 322 (5.89%) Kafka
6 298 (5.45%) Web Services
7 251 (4.59%) RESTful
8 250 (4.57%) React
9 215 (3.93%) jQuery
10 212 (3.88%) HTML5
11 194 (3.55%) Spring
12 192 (3.51%) Node.js
13 179 (3.27%) REST
14 152 (2.78%) Natural Language Processing
15 147 (2.69%) XML
16 131 (2.40%) Sass
17 124 (2.27%) CSS3
18 111 (2.03%) LESS
18 111 (2.03%) Twitter Bootstrap
19 109 (1.99%) ASP.NET
Miscellaneous
1 1,099 (20.10%) Analytical Skills
2 703 (12.86%) Computer Science
3 630 (11.52%) User Experience
4 364 (6.66%) Algorithms
5 280 (5.12%) Fintech
6 210 (3.84%) Data Structures
7 201 (3.68%) Management Information System
8 195 (3.57%) Self-Motivation
9 184 (3.37%) Greenfield Project
10 182 (3.33%) Cyberthreat
11 153 (2.80%) Equities
12 147 (2.69%) Derivative
13 135 (2.47%) Mobile App
14 126 (2.30%) Social Media
15 120 (2.19%) Enterprise Software
16 109 (1.99%) Credit Risk
17 105 (1.92%) Foreign Exchange (FX)
18 90 (1.65%) Hedge funds
19 89 (1.63%) Market Risk
20 84 (1.54%) Virtual Team
Operating Systems
1 513 (9.38%) Linux
2 267 (4.88%) Windows
3 203 (3.71%) Unix
4 119 (2.18%) Android
5 105 (1.92%) Apple iOS
6 49 (0.90%) Windows Server
7 37 (0.68%) Solaris
8 34 (0.62%) AIX
9 33 (0.60%) HPUX
10 28 (0.51%) Red Hat Enterprise Linux
11 24 (0.44%) Ubuntu
12 21 (0.38%) CentOS
13 14 (0.26%) Windows Server 2012
14 13 (0.24%) Debian
15 12 (0.22%) VMS
16 10 (0.18%) FreeBSD
16 10 (0.18%) Windows 10
16 10 (0.18%) Windows 7
16 10 (0.18%) Windows Server 2008
17 7 (0.13%) Fedora
Processes & Methodologies
1 1,565 (28.62%) Agile Software Development
2 1,202 (21.98%) Data Analytics
3 1,104 (20.19%) Business Intelligence
4 1,015 (18.56%) Data Science
5 978 (17.89%) Problem-Solving
6 849 (15.53%) Machine Learning
7 687 (12.56%) ETL
8 661 (12.09%) Visualisation
9 574 (10.50%) Mathematics
10 518 (9.47%) Software Engineering
11 489 (8.94%) DevOps
12 473 (8.65%) Data Modelling
13 410 (7.50%) Project Management
14 404 (7.39%) Data Analysis
15 395 (7.22%) Data Management
16 391 (7.15%) Artificial Intelligence
17 385 (7.04%) Scrum
18 374 (6.84%) TDD
19 366 (6.69%) Stakeholder Management
20 347 (6.35%) Risk Management
Programming Languages
1 1,992 (36.43%) SQL
2 1,436 (26.26%) Python
3 1,062 (19.42%) Java
4 716 (13.09%) JavaScript
5 578 (10.57%) R
6 543 (9.93%) C#
7 439 (8.03%) Scala
8 365 (6.68%) C++
9 162 (2.96%) C
10 153 (2.80%) T-SQL
11 140 (2.56%) Perl
12 139 (2.54%) VBA
13 122 (2.23%) MATLAB
14 121 (2.21%) PowerShell
15 106 (1.94%) PHP
16 96 (1.76%) Java 8
17 93 (1.70%) Ruby
18 91 (1.66%) Data Analysis Expressions (DAX)
19 84 (1.54%) Bash Shell
20 74 (1.35%) Shell Script
Qualifications
1 1,374 (25.13%) Degree
2 266 (4.86%) Computer Science Degree
3 182 (3.33%) PhD
4 157 (2.87%) Master's Degree
5 114 (2.08%) Security Cleared
6 110 (2.01%) Numerate Degree
7 96 (1.76%) CISSP
8 73 (1.34%) SAFe Agilist
9 68 (1.24%) Cisco Certification
10 65 (1.19%) SC Cleared
11 51 (0.93%) CCIE
12 46 (0.84%) CCNP
13 44 (0.80%) Microsoft Certification
14 41 (0.75%) CCNA
15 37 (0.68%) CEH
16 34 (0.62%) PMP
17 30 (0.55%) PMI Certification
18 29 (0.53%) CISM
19 27 (0.49%) CISA
19 27 (0.49%) MCSE
Quality Assurance & Compliance
1 257 (4.70%) QA
2 228 (4.17%) Data Quality
3 53 (0.97%) ISO/IEC 27001
4 49 (0.90%) GDPR
5 40 (0.73%) SLA
6 35 (0.64%) PMO
7 26 (0.48%) COBIT
8 25 (0.46%) GCP
8 25 (0.46%) MiFID
9 17 (0.31%) WCAG
10 16 (0.29%) PCI DSS
11 13 (0.24%) Actionable Recommendations
12 11 (0.20%) HMG Security Policy Framework
12 11 (0.20%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
13 10 (0.18%) Sarbanes-Oxley
14 9 (0.16%) GPG13
15 7 (0.13%) EMIR
15 7 (0.13%) Solvency II
16 6 (0.11%) PMBOK
17 3 (0.055%) Disclosure Scotland
System Software
1 289 (5.29%) Docker
2 102 (1.87%) HDFS
3 73 (1.34%) VMware Infrastructure
4 68 (1.24%) Active Directory
5 51 (0.93%) Apache Flume
6 34 (0.62%) Virtual Machines
7 30 (0.55%) Snort
8 29 (0.53%) VirtualBox
9 17 (0.31%) Hyper-V
10 14 (0.26%) XenApp
10 14 (0.26%) XenDesktop
11 10 (0.18%) KVM
11 10 (0.18%) NFS
11 10 (0.18%) pfSense
11 10 (0.18%) Samba
12 7 (0.13%) Apache ZooKeeper
12 7 (0.13%) Microsoft App-V
13 6 (0.11%) VMware Workstation
14 3 (0.055%) ISA Server
14 3 (0.055%) ProxySG
Systems Management
1 145 (2.65%) Ansible
2 131 (2.40%) Kubernetes
3 102 (1.87%) Terraform
4 77 (1.41%) Puppet
5 67 (1.23%) Opscode Chef
6 41 (0.75%) Oozie
7 37 (0.68%) Kibana
8 31 (0.57%) Docker Swarm
9 27 (0.49%) Suricata
10 19 (0.35%) Hadoop YARN
11 17 (0.31%) Ambari
12 16 (0.29%) ZABBIX
13 14 (0.26%) EnCase
13 14 (0.26%) Nagios
14 13 (0.24%) Packer
14 13 (0.24%) Single Sign-On
15 12 (0.22%) FTK
16 9 (0.16%) Mesos
16 9 (0.16%) Prometheus
16 9 (0.16%) QRadar
Vendors
1 601 (10.99%) Tableau
2 586 (10.72%) Microsoft
3 550 (10.06%) Google
4 496 (9.07%) Oracle
5 313 (5.72%) Adobe
6 165 (3.02%) SAP
7 147 (2.69%) Informatica
8 146 (2.67%) Salesforce.com
9 138 (2.52%) Talend
10 137 (2.51%) Cloudera
11 127 (2.32%) IBM
12 122 (2.23%) Cognizant
13 93 (1.70%) Alteryx
13 93 (1.70%) Cisco
14 85 (1.55%) Splunk
15 84 (1.54%) Hortonworks
16 82 (1.50%) Sybase
17 78 (1.43%) MicroStrategy
18 77 (1.41%) VMware
19 71 (1.30%) Sitecore