Period
to 19 February 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 19 February 2018 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 25 30 29
Rank change year-on-year +5 -1 +16
Permanent jobs citing Analytics 5,457 4,575 5,787
As % of all permanent IT jobs advertised in London 7.81% 6.62% 6.75%
As % of the Processes & Methodologies category 8.54% 7.31% 7.52%
Number of salaries quoted 4,161 3,821 4,739
London median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% - +9.09%
10th Percentile £36,000 £36,250 £35,000
90th Percentile £100,000 £96,250 £97,500
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 63,899 62,557 76,961
As % of all permanent IT jobs advertised in London 91.44% 90.52% 89.77%
Number of salaries quoted 52,241 52,979 65,252
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £36,250 £33,750 £33,750
90th Percentile £92,500 £90,000 £86,750
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 19 February 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 19 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
Central London -5 918 £62,500 +4.17% 204
West London +44 203 £57,500 +35.29% 134
South London -3 64 £31,500 -50.78% 19
East London -22 36 £75,000 +36.36% 38
North London +1 16 £42,500 -43.33% 13
Analytics
England

For the 6 months to 19 February 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 1,899 (34.80%) SQL
2 1,540 (28.22%) Finance
3 1,507 (27.62%) Agile Software Development
4 1,320 (24.19%) Big Data
5 1,303 (23.88%) Python
6 1,276 (23.38%) Data Analytics
7 1,225 (22.45%) Business Intelligence
8 1,157 (21.20%) Degree
9 1,108 (20.30%) Analytical Skills
10 967 (17.72%) Data Science
11 924 (16.93%) Java
12 872 (15.98%) Marketing
13 799 (14.64%) SQL Server
14 758 (13.89%) JavaScript
15 757 (13.87%) Hadoop
16 697 (12.77%) Apache Spark
17 695 (12.74%) Machine Learning
18 689 (12.63%) Visualisation
19 688 (12.61%) Tableau
20 676 (12.39%) Amazon AWS
21 671 (12.30%) Data Warehouse
22 666 (12.20%) R
23 663 (12.15%) Google
24 647 (11.86%) Computer Science
25 643 (11.78%) Microsoft
26 641 (11.75%) Banking
27 631 (11.56%) ETL
28 628 (11.51%) Microsoft Azure
29 559 (10.24%) Mathematics
30 533 (9.77%) Linux

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
1 697 (12.77%) Apache Spark
2 401 (7.35%) SAS
3 183 (3.35%) Apache
4 176 (3.23%) CMS
5 149 (2.73%) Elasticsearch
6 72 (1.32%) Confluence
7 58 (1.06%) SharePoint
8 57 (1.04%) WordPress
9 55 (1.01%) Apache Pig
10 49 (0.90%) IIS
11 34 (0.62%) EPiServer
12 32 (0.59%) Tomcat
13 31 (0.57%) BizTalk Server
13 31 (0.57%) Sitecore CMS
14 30 (0.55%) Adobe Experience Manager
15 29 (0.53%) Apache Solr
16 28 (0.51%) Oracle SOA Suite
17 24 (0.44%) WebSphere
18 23 (0.42%) OpenStack
19 20 (0.37%) nginx
Applications
1 411 (7.53%) Microsoft Excel
2 134 (2.46%) SPSS
3 119 (2.18%) Microsoft Office
4 87 (1.59%) Microsoft PowerPoint
5 41 (0.75%) Photoshop
6 38 (0.70%) MS Visio
7 24 (0.44%) Spreadsheet
8 22 (0.40%) Adobe Illustrator
9 18 (0.33%) InVision
10 13 (0.24%) Adobe Creative Suite
10 13 (0.24%) Chatbot
11 10 (0.18%) Stata
12 9 (0.16%) S-PLUS
13 7 (0.13%) Fireworks
13 7 (0.13%) Weka
14 5 (0.092%) Mathematica
14 5 (0.092%) Microsoft Project
15 4 (0.073%) InDesign
16 3 (0.055%) HipChat
17 2 (0.037%) AutoCAD
Business Applications
1 56 (1.03%) WebTrends
2 41 (0.75%) Eloqua
3 27 (0.49%) Dynamics AX
4 25 (0.46%) SAP S/4HANA
5 23 (0.42%) Actimize
6 20 (0.37%) Dynamics CRM
7 16 (0.29%) SAP ERP
8 14 (0.26%) Magento
8 14 (0.26%) SAP InfiniteInsight
9 12 (0.22%) Unica
10 11 (0.20%) Elite 3E
11 10 (0.18%) Adobe Campaign
11 10 (0.18%) SAP PM
12 8 (0.15%) Relativity
12 8 (0.15%) SAP GRC
13 7 (0.13%) NetSuite
13 7 (0.13%) OpenLink RightAngle
13 7 (0.13%) SAP CO
13 7 (0.13%) SAP FI
13 7 (0.13%) SAP HCM
Cloud Services
1 676 (12.39%) Amazon AWS
2 628 (11.51%) Microsoft Azure
3 408 (7.48%) Google Analytics
4 244 (4.47%) SaaS
5 153 (2.80%) Adobe Analytics
6 142 (2.60%) PaaS
7 139 (2.55%) Google Cloud Platform
8 102 (1.87%) Cloud Computing
9 101 (1.85%) AdWords
10 96 (1.76%) IaaS
11 94 (1.72%) Azure Data Factory
12 84 (1.54%) GitHub
13 70 (1.28%) Serverless
14 69 (1.26%) npm
15 64 (1.17%) Cortana Intelligence Suite
16 58 (1.06%) Azure Machine Learning
17 53 (0.97%) Amazon S3
18 48 (0.88%) Amazon EC2
19 45 (0.82%) Office 365
20 40 (0.73%) Google Tag Manager
Communications & Networking
1 58 (1.06%) Firewall
2 45 (0.82%) HTTP
3 42 (0.77%) Network Security
3 42 (0.77%) TCP/IP
4 41 (0.75%) Internet
5 39 (0.71%) SMS
6 37 (0.68%) Wireless
7 34 (0.62%) Unified Communications
8 31 (0.57%) Wireless Security
9 29 (0.53%) SSL
10 25 (0.46%) VPN
11 23 (0.42%) DNS
12 22 (0.40%) IPsec
13 19 (0.35%) Intrusion Detection
14 15 (0.27%) Kerberos
15 13 (0.24%) DSL
15 13 (0.24%) SAN
16 10 (0.18%) Intranet
17 9 (0.16%) BGP
17 9 (0.16%) OSPF
Database & Business Intelligence
1 1,320 (24.19%) Big Data
2 799 (14.64%) SQL Server
3 757 (13.87%) Hadoop
4 671 (12.30%) Data Warehouse
5 409 (7.49%) Power BI
6 403 (7.39%) NoSQL
7 310 (5.68%) MongoDB
8 288 (5.28%) SQL Server Integration Services
9 271 (4.97%) MySQL
9 271 (4.97%) SQL Server Reporting Services
10 248 (4.54%) Relational Database
11 231 (4.23%) Data Lake
12 228 (4.18%) Apache Hive
13 213 (3.90%) QlikView
14 190 (3.48%) SQL Server Analysis Services
15 189 (3.46%) Data Mining
16 162 (2.97%) Apache Cassandra
17 137 (2.51%) PostgreSQL
18 119 (2.18%) HBase
19 103 (1.89%) Amazon Redshift
Development Applications
1 295 (5.41%) Git (software)
2 220 (4.03%) JIRA
3 199 (3.65%) Jenkins
4 109 (2.00%) Visual Studio
5 89 (1.63%) gulp
6 85 (1.56%) Team Foundation Server
7 70 (1.28%) TeamCity
8 68 (1.25%) Selenium
9 66 (1.21%) webpack
10 49 (0.90%) Grunt
10 49 (0.90%) Maven
10 49 (0.90%) SQL Server Management Studio (SSMS)
11 48 (0.88%) Octopus Deploy
12 45 (0.82%) Protractor
13 44 (0.81%) Mocha
14 42 (0.77%) Karma Test Runner
15 40 (0.73%) Subversion
16 36 (0.66%) Bower
17 34 (0.62%) Cucumber
18 33 (0.60%) RStudio
General
1 1,540 (28.22%) Finance
2 872 (15.98%) Marketing
3 641 (11.75%) Banking
4 416 (7.62%) Retail
5 284 (5.20%) Investment Banking
6 212 (3.88%) Retail Banking
7 188 (3.45%) Advertising
8 168 (3.08%) Front Office
9 136 (2.49%) Legal
10 132 (2.42%) Telecoms
11 125 (2.29%) Games
12 108 (1.98%) Financial Institution
13 91 (1.67%) Law
14 80 (1.47%) Manufacturing
14 80 (1.47%) Pharmaceutical
15 67 (1.23%) Publishing
16 49 (0.90%) Billing
17 36 (0.66%) Back Office
18 28 (0.51%) Electronics
19 24 (0.44%) French Language
Job Titles
1 1,204 (22.06%) Developer
2 744 (13.63%) Analyst
3 530 (9.71%) Consultant
4 487 (8.92%) Architect
5 331 (6.07%) Data Scientist
6 226 (4.14%) Senior Developer
7 222 (4.07%) Data Engineer
8 217 (3.98%) Data Architect
9 204 (3.74%) Data Analyst
10 198 (3.63%) Analytics Manager
11 146 (2.68%) Business Intelligence Developer
11 146 (2.68%) C# Developer
12 140 (2.57%) Product Manager
13 124 (2.27%) Java Developer
13 124 (2.27%) Software Engineer
14 117 (2.14%) Analytics Consultant
15 116 (2.13%) Solutions Architect
16 111 (2.03%) Data Consultant
17 106 (1.94%) Business Intelligence Consultant
18 105 (1.92%) Junior
Libraries, Frameworks & Software Standards
1 491 (9.00%) HTML
2 473 (8.67%) .NET
3 449 (8.23%) CSS
4 348 (6.38%) AngularJS
5 281 (5.15%) Web Services
6 247 (4.53%) Node.js
7 238 (4.36%) Kafka
8 231 (4.23%) REST
9 210 (3.85%) jQuery
10 204 (3.74%) React
11 199 (3.65%) HTML5
12 163 (2.99%) ASP.NET
13 144 (2.64%) CSS3
13 144 (2.64%) RESTful
14 134 (2.46%) Natural Language Processing
15 114 (2.09%) XML
16 113 (2.07%) Spring
17 104 (1.91%) Sass
18 102 (1.87%) JSON
19 96 (1.76%) ASP.NET Web API
Miscellaneous
1 1,108 (20.30%) Analytical Skills
2 647 (11.86%) Computer Science
3 472 (8.65%) User Experience
4 337 (6.18%) Algorithms
5 282 (5.17%) Fintech
6 211 (3.87%) Enterprise Software
7 201 (3.68%) Management Information System
8 190 (3.48%) Social Media
9 173 (3.17%) Greenfield Project
10 169 (3.10%) Mobile App
11 152 (2.79%) Data Structures
12 130 (2.38%) Credit Risk
13 125 (2.29%) Equities
14 114 (2.09%) Data Centre
15 81 (1.48%) Fixed Income
16 60 (1.10%) Analytical Mindset
16 60 (1.10%) Derivative
17 59 (1.08%) Hedge funds
17 59 (1.08%) Public Cloud
18 54 (0.99%) Virtual Team
Operating Systems
1 533 (9.77%) Linux
2 242 (4.43%) Windows
3 228 (4.18%) Unix
4 61 (1.12%) Apple iOS
5 58 (1.06%) Android
6 30 (0.55%) Windows Server
7 23 (0.42%) CentOS
8 19 (0.35%) Red Hat Enterprise Linux
9 14 (0.26%) Ubuntu
10 13 (0.24%) Windows 10
10 13 (0.24%) Windows 7
11 10 (0.18%) Mac OS X
12 8 (0.15%) AIX
12 8 (0.15%) FreeBSD
12 8 (0.15%) HPUX
12 8 (0.15%) Solaris
13 5 (0.092%) Windows Server 2012
14 4 (0.073%) VMS
14 4 (0.073%) Windows 8
14 4 (0.073%) Windows Server 2008
Processes & Methodologies
1 1,507 (27.62%) Agile Software Development
2 1,276 (23.38%) Data Analytics
3 1,225 (22.45%) Business Intelligence
4 967 (17.72%) Data Science
5 695 (12.74%) Machine Learning
6 689 (12.63%) Visualisation
7 631 (11.56%) ETL
8 559 (10.24%) Mathematics
9 492 (9.02%) Software Engineering
10 481 (8.81%) Data Modelling
11 461 (8.45%) Data Management
12 408 (7.48%) DevOps
13 394 (7.22%) Data Visualisation
14 387 (7.09%) Project Management
15 363 (6.65%) Scrum
16 360 (6.60%) E-Commerce
17 358 (6.56%) TDD
18 357 (6.54%) Statistics
19 337 (6.18%) Stakeholder Management
20 326 (5.97%) Data Analysis
Programming Languages
1 1,899 (34.80%) SQL
2 1,303 (23.88%) Python
3 924 (16.93%) Java
4 758 (13.89%) JavaScript
5 666 (12.20%) R
6 502 (9.20%) C#
7 395 (7.24%) Scala
8 253 (4.64%) C++
9 193 (3.54%) T-SQL
10 189 (3.46%) PHP
11 169 (3.10%) VBA
12 135 (2.47%) Perl
12 135 (2.47%) PowerShell
13 120 (2.20%) Bash Shell
14 104 (1.91%) MATLAB
15 87 (1.59%) Ruby
16 79 (1.45%) C
17 73 (1.34%) PL/SQL
18 59 (1.08%) ES6
18 59 (1.08%) Shell Script
Qualifications
1 1,157 (21.20%) Degree
2 209 (3.83%) Computer Science Degree
3 185 (3.39%) PhD
4 69 (1.26%) Master's Degree
4 69 (1.26%) Numerate Degree
5 60 (1.10%) CISSP
6 53 (0.97%) Security Cleared
7 51 (0.93%) Cisco Certification
8 46 (0.84%) CCIE
8 46 (0.84%) PMI Certification
9 44 (0.81%) CCNP
10 42 (0.77%) MBA
10 42 (0.77%) Microsoft Certification
11 32 (0.59%) PMP
12 29 (0.53%) CCNA
13 27 (0.49%) MCSE
14 25 (0.46%) SC Cleared
15 24 (0.44%) CEH
16 22 (0.40%) ISEB
17 21 (0.38%) MCSA
Quality Assurance & Compliance
1 284 (5.20%) Data Quality
2 238 (4.36%) QA
3 72 (1.32%) GDPR
4 41 (0.75%) Actionable Recommendations
5 38 (0.70%) ISO/IEC 27001
6 34 (0.62%) PMO
7 29 (0.53%) SLA
8 28 (0.51%) GCP
9 18 (0.33%) MiFID
10 16 (0.29%) WCAG
11 14 (0.26%) EMIR
12 12 (0.22%) GPG13
12 12 (0.22%) Solvency II
13 11 (0.20%) CRD IV
13 11 (0.20%) PCI DSS
14 8 (0.15%) Basel III
14 8 (0.15%) COBIT
14 8 (0.15%) HIPAA
15 7 (0.13%) IFRS
15 7 (0.13%) Sarbanes-Oxley
System Software
1 250 (4.58%) Docker
2 65 (1.19%) HDFS
3 53 (0.97%) VMware Infrastructure
4 46 (0.84%) Active Directory
5 44 (0.81%) Apache Flume
6 28 (0.51%) Virtual Machines
7 15 (0.27%) Apache ZooKeeper
8 12 (0.22%) Snort
9 11 (0.20%) Hyper-V
10 8 (0.15%) KVM
10 8 (0.15%) NFS
11 4 (0.073%) Firmware
12 1 (0.018%) LXC
12 1 (0.018%) Terminal Server
12 1 (0.018%) VMware ESXi
12 1 (0.018%) vSphere
Systems Management
1 106 (1.94%) Puppet
2 95 (1.74%) Ansible
3 76 (1.39%) Kubernetes
4 70 (1.28%) Opscode Chef
5 41 (0.75%) Terraform
6 28 (0.51%) Hadoop YARN
7 26 (0.48%) Kibana
7 26 (0.48%) Mesos
8 16 (0.29%) Single Sign-On
9 14 (0.26%) Nagios
10 12 (0.22%) Microsoft Intune
10 12 (0.22%) Oozie
10 12 (0.22%) Salt
10 12 (0.22%) SCCM
10 12 (0.22%) Suricata
11 10 (0.18%) QRadar
12 8 (0.15%) HAProxy
12 8 (0.15%) Marathon
13 7 (0.13%) Oracle Identity Manager
13 7 (0.13%) SCSM
Vendors
1 688 (12.61%) Tableau
2 663 (12.15%) Google
3 643 (11.78%) Microsoft
4 501 (9.18%) Oracle
5 246 (4.51%) Adobe
6 183 (3.35%) SAP
7 160 (2.93%) Salesforce.com
8 126 (2.31%) IBM
9 124 (2.27%) Alteryx
10 114 (2.09%) Informatica
11 111 (2.03%) Cloudera
12 104 (1.91%) Talend
13 98 (1.80%) Splunk
14 80 (1.47%) Teradata
15 76 (1.39%) Cisco
16 67 (1.23%) MicroStrategy
17 62 (1.14%) Twitter
18 58 (1.06%) VMware
19 56 (1.03%) Hortonworks
20 53 (0.97%) Dell