Period
to 21 October 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 21 October 2017 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
21 Oct 2017
Same period 2016 Same period 2015
Rank 29 30 30
Rank change year-on-year +1 0 +16
Permanent jobs citing Analytics 5852 4938 5968
As % of all permanent IT jobs advertised in London 7.90% 6.42% 6.70%
As % of the Processes & Methodologies category 8.62% 7.09% 7.49%
Number of salaries quoted 4086 4202 4611
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £37,375 £36,250 £32,500
90th Percentile £100,000 £100,000 £96,250
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +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 67858 69664 79629
As % of all permanent IT jobs advertised in London 91.61% 90.62% 89.41%
Number of salaries quoted 51826 60123 67000
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,500
90th Percentile £90,000 £87,500 £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 21 October 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 21 October 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 -6 681 £60,000 - 95
West London +25 181 £55,500 +5.71% 27
South London +21 70 £42,750 -14.50% 7
East London -28 28 £70,000 +27.27% 11
North London -11 7 £46,250 -7.50%
Analytics
England

For the 6 months to 21 October 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 2358 (40.29%) Finance
2 2114 (36.12%) SQL
3 1949 (33.30%) Agile Software Development
4 1457 (24.90%) Data Analytics
5 1369 (23.39%) Python
6 1339 (22.88%) Analytical Skills
7 1297 (22.16%) Big Data
8 1248 (21.33%) Banking
9 1197 (20.45%) Business Intelligence
10 1158 (19.79%) Degree
11 1071 (18.30%) Java
12 980 (16.75%) Marketing
13 926 (15.82%) Asset Management
14 878 (15.00%) Investment Banking
15 820 (14.01%) Data Warehouse
16 762 (13.02%) Tableau
17 761 (13.00%) JavaScript
18 760 (12.99%) SQL Server
19 748 (12.78%) Visualisation
20 738 (12.61%) Retail Banking
21 733 (12.53%) Wealth Management
22 689 (11.77%) Computer Science
23 687 (11.74%) R
24 680 (11.62%) Oracle
25 679 (11.60%) Microsoft
26 665 (11.36%) Hadoop
27 659 (11.26%) Google
28 612 (10.46%) Microsoft Excel
29 600 (10.25%) Amazon AWS
30 594 (10.15%) User Experience

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
1 587 (10.03%) Apache Spark
2 404 (6.90%) SAS
3 189 (3.23%) CMS
4 174 (2.97%) Apache
5 113 (1.93%) Tomcat
6 108 (1.85%) Elasticsearch
7 100 (1.71%) Confluence
8 85 (1.45%) JBoss
9 68 (1.16%) Apache Pig
10 53 (0.91%) SharePoint
11 51 (0.87%) WebSphere
12 42 (0.72%) WordPress
13 38 (0.65%) EPiServer
14 36 (0.62%) Apache Solr
14 36 (0.62%) Sitecore CMS
15 33 (0.56%) IIS
15 33 (0.56%) Moodle
16 29 (0.50%) nginx
16 29 (0.50%) Oracle SOA Suite
17 28 (0.48%) Adobe Experience Manager
Applications
1 612 (10.46%) Microsoft Excel
2 166 (2.84%) Microsoft PowerPoint
3 163 (2.79%) SPSS
4 129 (2.20%) Microsoft Office
5 35 (0.60%) Photoshop
5 35 (0.60%) Spreadsheet
6 34 (0.58%) MS Visio
7 23 (0.39%) Adobe Illustrator
8 19 (0.32%) InVision
9 13 (0.22%) Microsoft Project
10 10 (0.17%) S-PLUS
11 8 (0.14%) OmniGraffle
12 7 (0.12%) Chatbot
13 6 (0.10%) SPSS Modeler
14 5 (0.085%) Adobe Creative Suite
14 5 (0.085%) EViews
15 4 (0.068%) Fireworks
15 4 (0.068%) Stata
16 3 (0.051%) GIMP
17 2 (0.034%) Maya
Business Applications
1 44 (0.75%) Adobe Campaign
2 39 (0.67%) Eloqua
3 30 (0.51%) Actimize
4 28 (0.48%) WebTrends
5 23 (0.39%) SAP ERP
6 19 (0.32%) Dynamics CRM
7 17 (0.29%) Oracle EBS
7 17 (0.29%) SAP S/4HANA
8 15 (0.26%) SAP InfiniteInsight
9 14 (0.24%) SessionCam
10 13 (0.22%) Magento
11 12 (0.21%) Oracle ERP
12 9 (0.15%) HFM
12 9 (0.15%) Oracle AML
12 9 (0.15%) Oracle Assets
12 9 (0.15%) Oracle FAH
12 9 (0.15%) Oracle Payables
12 9 (0.15%) Social Studio
13 8 (0.14%) Cognos Business Intelligence
13 8 (0.14%) Dynamics AX
Cloud Services
1 600 (10.25%) Amazon AWS
2 454 (7.76%) Microsoft Azure
3 450 (7.69%) Google Analytics
4 231 (3.95%) SaaS
5 170 (2.90%) Adobe Analytics
6 138 (2.36%) Google Cloud Platform
7 119 (2.03%) PaaS
8 79 (1.35%) Cloud Computing
9 76 (1.30%) IaaS
10 74 (1.26%) GitHub
11 73 (1.25%) AdWords
12 69 (1.18%) Google Tag Manager
13 67 (1.14%) Azure Machine Learning
14 60 (1.03%) npm
15 45 (0.77%) Azure Data Factory
16 37 (0.63%) Amazon EC2
17 34 (0.58%) Amazon EMR
18 25 (0.43%) Amazon Kinesis
18 25 (0.43%) Amazon S3
19 23 (0.39%) Office 365
Communications & Networking
1 61 (1.04%) HTTP
2 59 (1.01%) Internet
3 57 (0.97%) Firewall
4 45 (0.77%) Network Security
5 35 (0.60%) DNS
6 32 (0.55%) SSL
7 30 (0.51%) TCP/IP
8 27 (0.46%) BGP
8 27 (0.46%) DHCP
9 26 (0.44%) OSPF
9 26 (0.44%) VPN
10 23 (0.39%) WAN
11 20 (0.34%) LAN
12 19 (0.32%) IPsec
13 15 (0.26%) MPLS
14 14 (0.24%) VLAN
15 13 (0.22%) SNMP
16 12 (0.21%) Junos
16 12 (0.21%) SMS
16 12 (0.21%) Wireless
Database & Business Intelligence
1 1297 (22.16%) Big Data
2 820 (14.01%) Data Warehouse
3 760 (12.99%) SQL Server
4 665 (11.36%) Hadoop
5 450 (7.69%) NoSQL
6 273 (4.67%) QlikView
7 266 (4.55%) Power BI
8 262 (4.48%) Relational Database
9 231 (3.95%) SQL Server Integration Services
10 228 (3.90%) MySQL
11 224 (3.83%) SQL Server Reporting Services
12 220 (3.76%) MongoDB
13 202 (3.45%) Apache Hive
14 198 (3.38%) Apache Cassandra
15 189 (3.23%) BusinessObjects
16 157 (2.68%) Data Mining
17 150 (2.56%) PostgreSQL
18 144 (2.46%) OLAP
19 139 (2.38%) SQL Server Analysis Services
20 125 (2.14%) Spotfire
Development Applications
1 363 (6.20%) JIRA
2 252 (4.31%) Git (software)
3 203 (3.47%) Jenkins
4 134 (2.29%) Selenium
5 125 (2.14%) Maven
6 102 (1.74%) TeamCity
7 95 (1.62%) Visual Studio
8 88 (1.50%) Cucumber
9 84 (1.44%) gulp
9 84 (1.44%) JUnit
10 75 (1.28%) Mockito
11 67 (1.14%) SQL Server Management Studio (SSMS)
12 63 (1.08%) Mocha
12 63 (1.08%) Talend Open Studio
13 58 (0.99%) RStudio
13 58 (0.99%) Subversion
14 56 (0.96%) Sonatype Nexus
15 54 (0.92%) Karma Test Runner
16 52 (0.89%) Grunt
17 47 (0.80%) Protractor
General
1 2358 (40.29%) Finance
2 1248 (21.33%) Banking
3 980 (16.75%) Marketing
4 878 (15.00%) Investment Banking
5 738 (12.61%) Retail Banking
6 411 (7.02%) Retail
7 378 (6.46%) Front Office
8 159 (2.72%) Advertising
9 145 (2.48%) Publishing
10 132 (2.26%) Legal
11 128 (2.19%) Telecoms
12 115 (1.97%) Games
13 99 (1.69%) Law
14 87 (1.49%) Financial Institution
15 54 (0.92%) Manufacturing
16 50 (0.85%) Pharmaceutical
17 46 (0.79%) Billing
18 36 (0.62%) Electronics
19 34 (0.58%) Back Office
20 32 (0.55%) French Language
Job Titles
1 1387 (23.70%) Developer
2 1038 (17.74%) Analyst
3 547 (9.35%) Consultant
4 419 (7.16%) Architect
5 303 (5.18%) Data Scientist
6 270 (4.61%) Business Analyst
7 267 (4.56%) Data Analyst
8 264 (4.51%) Senior Developer
9 214 (3.66%) Analytics Manager
10 204 (3.49%) Software Engineer
11 187 (3.20%) Java Developer
12 176 (3.01%) Analytics Consultant
13 175 (2.99%) Data Architect
14 159 (2.72%) Data Engineer
15 143 (2.44%) Senior Analyst
16 141 (2.41%) Data Consultant
17 139 (2.38%) C# Developer
18 133 (2.27%) Project Manager
18 133 (2.27%) Quantitative Developer
19 125 (2.14%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 541 (9.24%) HTML
2 449 (7.67%) CSS
3 447 (7.64%) .NET
4 380 (6.49%) AngularJS
5 275 (4.70%) Web Services
6 220 (3.76%) Node.js
7 219 (3.74%) HTML5
8 191 (3.26%) Spring
9 190 (3.25%) React
10 188 (3.21%) RESTful
11 187 (3.20%) REST
12 178 (3.04%) jQuery
13 172 (2.94%) Kafka
14 131 (2.24%) CSS3
15 119 (2.03%) JSON
16 110 (1.88%) XML
17 108 (1.85%) ASP.NET
18 96 (1.64%) J2EE
19 93 (1.59%) Sass
20 82 (1.40%) Twitter Bootstrap
Miscellaneous
1 1339 (22.88%) Analytical Skills
2 689 (11.77%) Computer Science
3 594 (10.15%) User Experience
4 359 (6.13%) Derivative
5 291 (4.97%) Credit Risk
6 280 (4.78%) Algorithms
7 268 (4.58%) Equities
8 247 (4.22%) Foreign Exchange (FX)
9 232 (3.96%) Enterprise Software
10 200 (3.42%) Fintech
11 193 (3.30%) Social Media
12 191 (3.26%) Management Information System
13 133 (2.27%) Greenfield Project
14 128 (2.19%) Mobile App
15 122 (2.08%) Data Structures
16 121 (2.07%) Equity Derivative
17 113 (1.93%) Fixed Income
18 102 (1.74%) OTC Derivatives
19 65 (1.11%) Hedge funds
20 63 (1.08%) Data Centre
Operating Systems
1 534 (9.13%) Linux
2 391 (6.68%) Unix
3 297 (5.08%) Windows
4 86 (1.47%) Apple iOS
5 77 (1.32%) Android
6 40 (0.68%) Windows Server
7 25 (0.43%) Windows 10
8 18 (0.31%) Red Hat Enterprise Linux
9 17 (0.29%) CentOS
10 15 (0.26%) Ubuntu
11 14 (0.24%) Solaris
11 14 (0.24%) Windows 7
12 13 (0.22%) Mac OS X
13 12 (0.21%) Kali Linux
14 9 (0.15%) FreeBSD
14 9 (0.15%) Mac OS
15 8 (0.14%) Windows Server 2008
15 8 (0.14%) Windows Server 2012
16 6 (0.10%) AIX
17 5 (0.085%) Debian
Processes & Methodologies
1 1949 (33.30%) Agile Software Development
2 1457 (24.90%) Data Analytics
3 1197 (20.45%) Business Intelligence
4 926 (15.82%) Asset Management
5 748 (12.78%) Visualisation
6 733 (12.53%) Wealth Management
7 591 (10.10%) Machine Learning
8 572 (9.77%) Mathematics
9 554 (9.47%) Data Modelling
10 536 (9.16%) Scrum
11 509 (8.70%) ETL
12 498 (8.51%) Software Engineering
13 446 (7.62%) Project Management
14 434 (7.42%) Data Management
15 408 (6.97%) TDD
16 406 (6.94%) Data Visualisation
17 387 (6.61%) Stakeholder Management
18 384 (6.56%) Data Analysis
19 381 (6.51%) SDLC
20 371 (6.34%) DevOps
Programming Languages
1 2114 (36.12%) SQL
2 1369 (23.39%) Python
3 1071 (18.30%) Java
4 761 (13.00%) JavaScript
5 687 (11.74%) R
6 584 (9.98%) C#
7 410 (7.01%) Scala
8 363 (6.20%) C++
9 204 (3.49%) PL/SQL
10 197 (3.37%) Perl
11 187 (3.20%) T-SQL
12 172 (2.94%) VBA
13 140 (2.39%) PHP
14 126 (2.15%) PowerShell
15 125 (2.14%) Bash Shell
16 106 (1.81%) C
17 100 (1.71%) MATLAB
18 68 (1.16%) Ruby
19 58 (0.99%) Shell Script
20 57 (0.97%) ES6
Qualifications
1 1158 (19.79%) Degree
2 260 (4.44%) Computer Science Degree
3 170 (2.90%) PhD
4 142 (2.43%) Numerate Degree
5 103 (1.76%) Master's Degree
6 80 (1.37%) Security Cleared
7 63 (1.08%) SC Cleared
8 56 (0.96%) CISSP
9 52 (0.89%) DV Cleared
10 45 (0.77%) ISEB
11 42 (0.72%) CISM
11 42 (0.72%) GIAC
12 39 (0.67%) GSEC
13 37 (0.63%) CISA
14 34 (0.58%) PMP
15 32 (0.55%) Microsoft Certification
15 32 (0.55%) PMI Certification
16 28 (0.48%) Six Sigma Black Belt
17 27 (0.46%) ISTQB
18 26 (0.44%) Six Sigma Green Belt
Quality Assurance & Compliance
1 301 (5.14%) Data Quality
2 267 (4.56%) QA
3 95 (1.62%) Basel III
4 56 (0.96%) GDPR
5 46 (0.79%) PMO
6 37 (0.63%) Actionable Recommendations
7 29 (0.50%) GCP
8 26 (0.44%) ISO/IEC 27001
9 25 (0.43%) SLA
10 20 (0.34%) WCAG
11 14 (0.24%) MiFID
12 9 (0.15%) PCI DSS
13 7 (0.12%) CRD IV
13 7 (0.12%) EMIR
14 6 (0.10%) PSD2
15 5 (0.085%) Cyber Essentials
15 5 (0.085%) NEBOSH
16 4 (0.068%) IFRS
16 4 (0.068%) IFRS 9
17 3 (0.051%) FATCA
System Software
1 164 (2.80%) Docker
2 76 (1.30%) HDFS
3 59 (1.01%) Apache Flume
4 41 (0.70%) Active Directory
5 24 (0.41%) VMware Infrastructure
6 15 (0.26%) Snort
7 14 (0.24%) Hyper-V
7 14 (0.24%) Virtual Machines
8 11 (0.19%) ProxySG
9 8 (0.14%) Apache ZooKeeper
10 7 (0.12%) KVM
10 7 (0.12%) NFS
11 6 (0.10%) Firmware
12 4 (0.068%) Samba
13 3 (0.051%) Postfix
13 3 (0.051%) VMware ESXi
14 2 (0.034%) Slurm Workload Manager
14 2 (0.034%) vSphere
15 1 (0.017%) oVirt
15 1 (0.017%) PowerDNS
Systems Management
1 86 (1.47%) Puppet
2 73 (1.25%) Ansible
3 57 (0.97%) Opscode Chef
4 49 (0.84%) Kubernetes
5 34 (0.58%) Nessus
5 34 (0.58%) Nexpose
6 32 (0.55%) SCCM
7 24 (0.41%) RSA Security Analytics
8 23 (0.39%) Core Impact
8 23 (0.39%) McAfee ePO
8 23 (0.39%) OpenVAS
8 23 (0.39%) PowerBroker
8 23 (0.39%) QRadar
8 23 (0.39%) WSUS
9 22 (0.38%) Kibana
10 20 (0.34%) Mesos
10 20 (0.34%) Nagios
10 20 (0.34%) Oozie
10 20 (0.34%) Terraform
11 14 (0.24%) HP Quality Center
Vendors
1 762 (13.02%) Tableau
2 680 (11.62%) Oracle
3 679 (11.60%) Microsoft
4 659 (11.26%) Google
5 307 (5.25%) Adobe
6 186 (3.18%) SAP
7 130 (2.22%) Salesforce.com
8 103 (1.76%) Splunk
9 89 (1.52%) IBM
10 81 (1.38%) Alteryx
11 78 (1.33%) Cisco
11 78 (1.33%) Cloudera
12 74 (1.26%) Informatica
12 74 (1.26%) MicroStrategy
13 70 (1.20%) TIBCO
14 64 (1.09%) Hortonworks
15 63 (1.08%) Talend
16 61 (1.04%) Teradata
17 60 (1.03%) Cognizant
18 56 (0.96%) Facebook