Period
to 22 November 2017

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 22 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 28 34 30
Rank change year-on-year +6 -4 +16
Permanent jobs citing Analytics 5870 4789 5875
As % of all permanent IT jobs advertised in London 7.79% 6.28% 6.68%
As % of the Processes & Methodologies category 8.50% 6.93% 7.46%
Number of salaries quoted 4132 4065 4631
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £36,250 £36,250 £32,500
90th Percentile £98,750 £100,000 £97,500
England median annual salary £55,000 £55,000 £51,459
% change year-on-year - +6.88% +2.92%

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 69031 69078 78753
As % of all permanent IT jobs advertised in London 91.60% 90.65% 89.58%
Number of salaries quoted 53165 59470 66332
London median annual salary £60,000 £57,604 £55,000
Median salary % change year-on-year +4.16% +4.73% -
10th Percentile £35,000 £33,750 £33,000
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 22 November 2017.

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 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
Central London -4 767 £60,000 +1.05% 112
West London +29 195 £57,500 +15.00% 36
South London +28 82 £44,000 -16.19% 9
East London -27 31 £70,000 - 20
North London -5 13 £47,500 -5.00% 2
Analytics
England

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

1 2139 (36.44%) Finance
2 2132 (36.32%) SQL
3 1862 (31.72%) Agile Software Development
4 1463 (24.92%) Data Analytics
5 1406 (23.95%) Python
6 1338 (22.79%) Analytical Skills
7 1325 (22.57%) Big Data
8 1175 (20.02%) Business Intelligence
9 1173 (19.98%) Banking
10 1156 (19.69%) Degree
11 1051 (17.90%) Java
12 974 (16.59%) Marketing
13 845 (14.40%) Asset Management
14 805 (13.71%) Data Warehouse
15 788 (13.42%) Investment Banking
16 761 (12.96%) Tableau
17 753 (12.83%) SQL Server
18 748 (12.74%) JavaScript
19 733 (12.49%) Visualisation
20 700 (11.93%) Hadoop
21 699 (11.91%) Microsoft
22 696 (11.86%) Google
23 694 (11.82%) Wealth Management
24 693 (11.81%) Retail Banking
25 691 (11.77%) Computer Science
26 682 (11.62%) R
27 679 (11.57%) Oracle
28 640 (10.90%) Apache Spark
29 636 (10.83%) Machine Learning
30 628 (10.70%) Amazon AWS

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
1 640 (10.90%) Apache Spark
2 428 (7.29%) SAS
3 195 (3.32%) Apache
4 182 (3.10%) CMS
5 130 (2.21%) Elasticsearch
6 103 (1.75%) Tomcat
7 101 (1.72%) Confluence
8 75 (1.28%) JBoss
9 65 (1.11%) Apache Pig
10 53 (0.90%) SharePoint
11 48 (0.82%) WebSphere
12 47 (0.80%) WordPress
13 39 (0.66%) IIS
14 36 (0.61%) Apache Solr
15 33 (0.56%) Moodle
16 31 (0.53%) EPiServer
17 30 (0.51%) Sitecore CMS
18 28 (0.48%) Oracle SOA Suite
19 27 (0.46%) WebLogic
20 26 (0.44%) nginx
Applications
1 591 (10.07%) Microsoft Excel
2 169 (2.88%) SPSS
3 142 (2.42%) Microsoft PowerPoint
4 121 (2.06%) Microsoft Office
5 34 (0.58%) Photoshop
6 27 (0.46%) MS Visio
7 21 (0.36%) Spreadsheet
8 20 (0.34%) Adobe Illustrator
9 18 (0.31%) InVision
10 10 (0.17%) Chatbot
10 10 (0.17%) Microsoft Project
10 10 (0.17%) S-PLUS
11 7 (0.12%) Adobe Creative Suite
12 5 (0.085%) EViews
12 5 (0.085%) Mathematica
12 5 (0.085%) OmniGraffle
12 5 (0.085%) SPSS Modeler
13 4 (0.068%) Fireworks
13 4 (0.068%) Stata
14 3 (0.051%) Weka
Business Applications
1 40 (0.68%) WebTrends
2 34 (0.58%) Adobe Campaign
2 34 (0.58%) Eloqua
3 32 (0.55%) Actimize
4 24 (0.41%) SAP ERP
5 18 (0.31%) SAP S/4HANA
6 17 (0.29%) Magento
6 17 (0.29%) SAP InfiniteInsight
7 16 (0.27%) Dynamics CRM
8 13 (0.22%) Dynamics AX
9 12 (0.20%) SessionCam
10 11 (0.19%) Oracle EBS
11 10 (0.17%) Oracle ERP
12 9 (0.15%) Oracle AML
13 8 (0.14%) SAP PM
14 7 (0.12%) SAP CO
14 7 (0.12%) SAP FI
14 7 (0.12%) SAP FI/CO
15 6 (0.10%) Oracle Applications
15 6 (0.10%) SAP CRM
Cloud Services
1 628 (10.70%) Amazon AWS
2 494 (8.42%) Microsoft Azure
3 462 (7.87%) Google Analytics
4 240 (4.09%) SaaS
5 178 (3.03%) Adobe Analytics
6 138 (2.35%) Google Cloud Platform
7 132 (2.25%) PaaS
8 99 (1.69%) AdWords
9 86 (1.47%) Cloud Computing
9 86 (1.47%) IaaS
10 80 (1.36%) GitHub
11 66 (1.12%) Azure Machine Learning
12 65 (1.11%) Google Tag Manager
13 56 (0.95%) Azure Data Factory
14 49 (0.83%) npm
15 35 (0.60%) Amazon EC2
15 35 (0.60%) Amazon EMR
16 30 (0.51%) Amazon S3
17 24 (0.41%) Amazon Kinesis
17 24 (0.41%) Office 365
Communications & Networking
1 46 (0.78%) HTTP
2 45 (0.77%) Internet
3 42 (0.72%) Firewall
4 38 (0.65%) Network Security
5 27 (0.46%) TCP/IP
6 26 (0.44%) SMS
7 24 (0.41%) DNS
8 22 (0.37%) SSL
9 20 (0.34%) VPN
10 19 (0.32%) BGP
10 19 (0.32%) OSPF
11 16 (0.27%) DHCP
12 15 (0.26%) LAN
12 15 (0.26%) WAN
13 13 (0.22%) IPsec
13 13 (0.22%) Kerberos
13 13 (0.22%) Wireless
14 12 (0.20%) MPLS
15 11 (0.19%) LDAP
16 9 (0.15%) VLAN
Database & Business Intelligence
1 1325 (22.57%) Big Data
2 805 (13.71%) Data Warehouse
3 753 (12.83%) SQL Server
4 700 (11.93%) Hadoop
5 467 (7.96%) NoSQL
6 294 (5.01%) Power BI
7 255 (4.34%) MySQL
8 249 (4.24%) QlikView
9 245 (4.17%) Relational Database
10 240 (4.09%) SQL Server Integration Services
11 235 (4.00%) MongoDB
11 235 (4.00%) SQL Server Reporting Services
12 206 (3.51%) Apache Hive
13 200 (3.41%) Apache Cassandra
14 167 (2.84%) BusinessObjects
15 166 (2.83%) Data Mining
16 160 (2.73%) PostgreSQL
17 140 (2.39%) SQL Server Analysis Services
18 139 (2.37%) OLAP
19 130 (2.21%) Spotfire
Development Applications
1 341 (5.81%) JIRA
2 250 (4.26%) Git (software)
3 208 (3.54%) Jenkins
4 121 (2.06%) Maven
5 110 (1.87%) Selenium
6 101 (1.72%) TeamCity
7 91 (1.55%) Visual Studio
8 84 (1.43%) JUnit
9 77 (1.31%) Cucumber
10 74 (1.26%) Talend Open Studio
11 69 (1.18%) SQL Server Management Studio (SSMS)
12 68 (1.16%) gulp
13 67 (1.14%) Mockito
14 61 (1.04%) Subversion
15 59 (1.01%) RStudio
16 51 (0.87%) Sonatype Nexus
17 49 (0.83%) Mocha
18 43 (0.73%) Grunt
18 43 (0.73%) Karma Test Runner
18 43 (0.73%) webpack
General
1 2139 (36.44%) Finance
2 1173 (19.98%) Banking
3 974 (16.59%) Marketing
4 788 (13.42%) Investment Banking
5 693 (11.81%) Retail Banking
6 412 (7.02%) Retail
7 320 (5.45%) Front Office
8 155 (2.64%) Advertising
9 137 (2.33%) Legal
10 135 (2.30%) Publishing
11 120 (2.04%) Telecoms
12 111 (1.89%) Games
13 95 (1.62%) Law
14 86 (1.47%) Financial Institution
15 57 (0.97%) Pharmaceutical
16 52 (0.89%) Manufacturing
17 51 (0.87%) Billing
18 38 (0.65%) Electronics
19 35 (0.60%) Back Office
19 35 (0.60%) French Language
Job Titles
1 1348 (22.96%) Developer
2 983 (16.75%) Analyst
3 549 (9.35%) Consultant
4 436 (7.43%) Architect
5 323 (5.50%) Data Scientist
6 277 (4.72%) Senior Developer
7 252 (4.29%) Data Analyst
8 240 (4.09%) Business Analyst
9 219 (3.73%) Analytics Manager
10 207 (3.53%) Software Engineer
11 188 (3.20%) Data Architect
12 185 (3.15%) Java Developer
13 171 (2.91%) Data Engineer
14 152 (2.59%) Analytics Consultant
15 137 (2.33%) Product Manager
16 136 (2.32%) Data Consultant
17 133 (2.27%) Senior Analyst
18 126 (2.15%) Business Intelligence Developer
18 126 (2.15%) Project Manager
19 123 (2.10%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 523 (8.91%) HTML
2 436 (7.43%) CSS
3 434 (7.39%) .NET
4 356 (6.06%) AngularJS
5 292 (4.97%) Web Services
6 230 (3.92%) HTML5
7 227 (3.87%) Node.js
8 195 (3.32%) Spring
9 194 (3.30%) REST
10 192 (3.27%) jQuery
10 192 (3.27%) React
11 184 (3.13%) Kafka
12 180 (3.07%) RESTful
13 149 (2.54%) CSS3
14 127 (2.16%) ASP.NET
15 117 (1.99%) JSON
16 100 (1.70%) Natural Language Processing
17 99 (1.69%) XML
18 90 (1.53%) J2EE
19 84 (1.43%) Twitter Bootstrap
Miscellaneous
1 1338 (22.79%) Analytical Skills
2 691 (11.77%) Computer Science
3 554 (9.44%) User Experience
4 312 (5.32%) Derivative
5 311 (5.30%) Algorithms
6 286 (4.87%) Credit Risk
7 246 (4.19%) Equities
8 238 (4.05%) Enterprise Software
9 211 (3.59%) Foreign Exchange (FX)
10 209 (3.56%) Fintech
11 202 (3.44%) Social Media
12 167 (2.84%) Management Information System
13 140 (2.39%) Mobile App
14 132 (2.25%) Greenfield Project
15 125 (2.13%) Data Structures
16 112 (1.91%) Equity Derivative
17 105 (1.79%) Fixed Income
18 94 (1.60%) OTC Derivatives
19 71 (1.21%) Hedge funds
20 69 (1.18%) Data Centre
Operating Systems
1 548 (9.34%) Linux
2 394 (6.71%) Unix
3 266 (4.53%) Windows
4 74 (1.26%) Android
5 73 (1.24%) Apple iOS
6 31 (0.53%) Windows Server
7 18 (0.31%) CentOS
7 18 (0.31%) Windows 10
8 17 (0.29%) Ubuntu
9 16 (0.27%) Red Hat Enterprise Linux
10 15 (0.26%) Mac OS X
11 13 (0.22%) Solaris
12 11 (0.19%) FreeBSD
13 8 (0.14%) Windows 7
14 7 (0.12%) AIX
14 7 (0.12%) HPUX
14 7 (0.12%) Windows Server 2008
14 7 (0.12%) Windows Server 2012
15 6 (0.10%) Kali Linux
15 6 (0.10%) Mac OS
Processes & Methodologies
1 1862 (31.72%) Agile Software Development
2 1463 (24.92%) Data Analytics
3 1175 (20.02%) Business Intelligence
4 845 (14.40%) Asset Management
5 733 (12.49%) Visualisation
6 694 (11.82%) Wealth Management
7 636 (10.83%) Machine Learning
8 610 (10.39%) Mathematics
9 548 (9.34%) Data Modelling
10 535 (9.11%) ETL
11 516 (8.79%) Scrum
12 498 (8.48%) Software Engineering
13 467 (7.96%) Data Management
14 464 (7.90%) Project Management
15 394 (6.71%) Stakeholder Management
16 393 (6.70%) Data Visualisation
17 390 (6.64%) TDD
18 387 (6.59%) DevOps
19 353 (6.01%) E-Commerce
20 351 (5.98%) Data Analysis
Programming Languages
1 2132 (36.32%) SQL
2 1406 (23.95%) Python
3 1051 (17.90%) Java
4 748 (12.74%) JavaScript
5 682 (11.62%) R
6 555 (9.45%) C#
7 392 (6.68%) Scala
8 336 (5.72%) C++
9 204 (3.48%) Perl
10 195 (3.32%) T-SQL
11 193 (3.29%) PL/SQL
12 171 (2.91%) VBA
13 161 (2.74%) PHP
14 136 (2.32%) Bash Shell
15 133 (2.27%) PowerShell
16 107 (1.82%) MATLAB
17 98 (1.67%) C
18 79 (1.35%) Ruby
19 58 (0.99%) ES6
20 52 (0.89%) Shell Script
Qualifications
1 1156 (19.69%) Degree
2 252 (4.29%) Computer Science Degree
3 167 (2.84%) PhD
4 123 (2.10%) Numerate Degree
5 95 (1.62%) Master's Degree
6 76 (1.29%) Security Cleared
7 57 (0.97%) CISSP
8 55 (0.94%) SC Cleared
9 46 (0.78%) DV Cleared
10 39 (0.66%) PMP
11 38 (0.65%) PMI Certification
12 35 (0.60%) ISEB
13 32 (0.55%) CISM
13 32 (0.55%) GIAC
14 29 (0.49%) CISA
15 28 (0.48%) GSEC
15 28 (0.48%) ISTQB
15 28 (0.48%) Six Sigma Black Belt
16 27 (0.46%) Microsoft Certification
17 26 (0.44%) Six Sigma Green Belt
Quality Assurance & Compliance
1 287 (4.89%) Data Quality
2 250 (4.26%) QA
3 91 (1.55%) Basel III
4 56 (0.95%) Actionable Recommendations
4 56 (0.95%) GDPR
5 43 (0.73%) PMO
6 31 (0.53%) GCP
7 30 (0.51%) ISO/IEC 27001
8 25 (0.43%) SLA
9 16 (0.27%) MiFID
10 13 (0.22%) WCAG
11 9 (0.15%) CRD IV
11 9 (0.15%) EMIR
12 8 (0.14%) GPG13
13 7 (0.12%) PCI DSS
14 6 (0.10%) IFRS
14 6 (0.10%) IFRS 9
15 5 (0.085%) NEBOSH
16 4 (0.068%) Cyber Essentials
16 4 (0.068%) HIPAA
System Software
1 185 (3.15%) Docker
2 79 (1.35%) HDFS
3 55 (0.94%) Apache Flume
4 32 (0.55%) Active Directory
5 27 (0.46%) VMware Infrastructure
6 17 (0.29%) Snort
7 12 (0.20%) Virtual Machines
8 11 (0.19%) Apache ZooKeeper
9 9 (0.15%) KVM
9 9 (0.15%) NFS
10 8 (0.14%) Hyper-V
10 8 (0.14%) ProxySG
11 4 (0.068%) Samba
12 3 (0.051%) Postfix
12 3 (0.051%) vSphere
13 2 (0.034%) Firmware
13 2 (0.034%) VMware ESXi
14 1 (0.017%) VMware Workstation
14 1 (0.017%) Xen
14 1 (0.017%) XenApp
Systems Management
1 90 (1.53%) Puppet
2 75 (1.28%) Ansible
3 56 (0.95%) Opscode Chef
4 52 (0.89%) Kubernetes
5 26 (0.44%) Terraform
6 23 (0.39%) QRadar
6 23 (0.39%) SCCM
7 22 (0.37%) Mesos
7 22 (0.37%) Nessus
7 22 (0.37%) Nexpose
8 21 (0.36%) Kibana
9 20 (0.34%) Oozie
10 19 (0.32%) Hadoop YARN
11 18 (0.31%) Nagios
12 17 (0.29%) McAfee ePO
12 17 (0.29%) RSA Security Analytics
13 16 (0.27%) Core Impact
13 16 (0.27%) OpenVAS
13 16 (0.27%) PowerBroker
13 16 (0.27%) WSUS
Vendors
1 761 (12.96%) Tableau
2 699 (11.91%) Microsoft
3 696 (11.86%) Google
4 679 (11.57%) Oracle
5 302 (5.14%) Adobe
6 168 (2.86%) SAP
7 139 (2.37%) Salesforce.com
8 101 (1.72%) Splunk
9 93 (1.58%) Alteryx
10 92 (1.57%) IBM
11 86 (1.47%) Informatica
12 79 (1.35%) Cloudera
13 74 (1.26%) Talend
14 72 (1.23%) MicroStrategy
15 70 (1.19%) Teradata
16 65 (1.11%) Cisco
17 60 (1.02%) TIBCO
18 55 (0.94%) Hortonworks
19 50 (0.85%) Cognizant
19 50 (0.85%) Red Hat