Period
to 21 November 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 21 November 2018 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 28 29 35
Rank change year-on-year +1 +6 -4
Permanent jobs citing Analytics 5,083 5,891 4,746
As % of all permanent IT jobs advertised in London 7.55% 7.79% 6.27%
As % of the Processes & Methodologies category 8.24% 8.39% 6.82%
Number of salaries quoted 3,642 4,144 4,032
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +3.45%
10th Percentile £37,500 £36,250 £36,250
90th Percentile £102,500 £98,525 £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 61,697 70,174 69,558
As % of all permanent IT jobs advertised in London 91.60% 92.79% 91.91%
Number of salaries quoted 49,854 54,131 59,946
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £88,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 November 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 21 November 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 +1 854 £67,500 +12.50% 217
West London -1 143 £50,000 -10.71% 130
South London +13 106 £47,500 +7.95% 22
East London +25 55 £65,000 -7.14% 59
North London +7 11 £66,250 +39.47% 9
Analytics
England

For the 6 months to 21 November 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 1,889 (37.16%) SQL
2 1,661 (32.68%) Finance
3 1,519 (29.88%) Agile Software Development
4 1,383 (27.21%) Python
5 1,245 (24.49%) Degree
6 1,094 (21.52%) Data Analytics
7 1,087 (21.39%) Business Intelligence
8 1,042 (20.50%) Big Data
9 980 (19.28%) Java
10 957 (18.83%) Data Science
11 932 (18.34%) Analytical Skills
12 833 (16.39%) Problem-Solving
13 830 (16.33%) Machine Learning
14 783 (15.40%) Amazon AWS
15 781 (15.36%) JavaScript
16 711 (13.99%) Marketing
17 703 (13.83%) SQL Server
18 693 (13.63%) Microsoft Azure
19 690 (13.57%) Data Warehouse
20 679 (13.36%) Computer Science
21 669 (13.16%) Visualisation
22 641 (12.61%) Microsoft
23 638 (12.55%) Google
24 622 (12.24%) Banking
25 610 (12.00%) ETL
26 593 (11.67%) HTML
27 590 (11.61%) C#
28 563 (11.08%) R
29 560 (11.02%) Tableau
30 548 (10.78%) Hadoop

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
1 491 (9.66%) Apache Spark
2 302 (5.94%) SAS
3 182 (3.58%) CMS
4 163 (3.21%) Apache
5 114 (2.24%) Elasticsearch
6 90 (1.77%) EPiServer
7 62 (1.22%) Apache Pig
7 62 (1.22%) Confluence
7 62 (1.22%) SharePoint
8 47 (0.92%) Sitecore CMS
9 46 (0.90%) Adobe Experience Manager
10 38 (0.75%) IIS
11 36 (0.71%) Apache Solr
12 35 (0.69%) Marvel
13 25 (0.49%) WordPress
14 24 (0.47%) Tomcat
15 22 (0.43%) OpenStack
16 19 (0.37%) Drupal
17 18 (0.35%) Apache Airflow
17 18 (0.35%) MS Exchange
Applications
1 304 (5.98%) Microsoft Excel
2 117 (2.30%) Microsoft Office
3 81 (1.59%) SPSS
4 80 (1.57%) Microsoft PowerPoint
5 72 (1.42%) InVision
6 46 (0.90%) MS Visio
7 36 (0.71%) Adobe Creative Suite
8 33 (0.65%) Photoshop
9 23 (0.45%) Spreadsheet
10 21 (0.41%) Adobe Illustrator
11 13 (0.26%) Stata
12 12 (0.24%) Adobe After Effects
13 10 (0.20%) Flinto
14 9 (0.18%) Chatbot
14 9 (0.18%) Microsoft Project
15 6 (0.12%) GNU Octave
16 5 (0.098%) InfoPath
16 5 (0.098%) OmniGraffle
17 2 (0.039%) EViews
17 2 (0.039%) UXPin
Business Applications
1 49 (0.96%) Eloqua
2 27 (0.53%) Actimize
3 20 (0.39%) Adobe Campaign
4 18 (0.35%) Dynamics CRM
5 16 (0.31%) NetSuite
5 16 (0.31%) Unica
6 13 (0.26%) Cognos TM1
6 13 (0.26%) SAP S/4HANA
7 11 (0.22%) FastStats
7 11 (0.22%) SAP BPC
8 10 (0.20%) Oracle Payables
8 10 (0.20%) Oracle Receivables
9 9 (0.18%) SAP ERP
9 9 (0.18%) WebTrends
10 8 (0.16%) Oracle EBS
10 8 (0.16%) Oracle Retail
10 8 (0.16%) Salesforce.com CRM
11 7 (0.14%) Abakus
11 7 (0.14%) Cognos Business Intelligence
11 7 (0.14%) SAP GRC
Cloud Services
1 783 (15.40%) Amazon AWS
2 693 (13.63%) Microsoft Azure
3 360 (7.08%) Google Analytics
4 235 (4.62%) Google Cloud Platform
5 183 (3.60%) SaaS
6 137 (2.70%) PaaS
7 130 (2.56%) Adobe Analytics
8 115 (2.26%) Azure Data Factory
9 93 (1.83%) Serverless
10 89 (1.75%) npm
11 77 (1.51%) Office 365
12 72 (1.42%) Cloud Computing
13 68 (1.34%) Data Lake Analytics
14 56 (1.10%) Google Tag Manager
15 55 (1.08%) IaaS
16 41 (0.81%) Amazon EC2
17 40 (0.79%) AWS Lambda
18 39 (0.77%) Amazon EMR
19 38 (0.75%) GitHub
20 37 (0.73%) Azure Machine Learning
Communications & Networking
1 121 (2.38%) Firewall
2 102 (2.01%) Internet
3 68 (1.34%) HTTP
4 60 (1.18%) TCP/IP
5 36 (0.71%) DNS
6 29 (0.57%) Intranet
6 29 (0.57%) WAN
7 27 (0.53%) Network Security
8 26 (0.51%) LAN
8 26 (0.51%) SAN
8 26 (0.51%) VPN
9 24 (0.47%) Wireless
10 21 (0.41%) Intrusion Detection
11 18 (0.35%) ZigBee
12 13 (0.26%) Sourcefire
12 13 (0.26%) VoIP
12 13 (0.26%) Wireshark
13 12 (0.24%) Wi-Fi
14 11 (0.22%) OpenVPN
14 11 (0.22%) OPNsense
Database & Business Intelligence
1 1,042 (20.50%) Big Data
2 703 (13.83%) SQL Server
3 690 (13.57%) Data Warehouse
4 548 (10.78%) Hadoop
5 425 (8.36%) NoSQL
6 415 (8.16%) Power BI
7 318 (6.26%) SQL Server Integration Services
8 283 (5.57%) Relational Database
9 262 (5.15%) SQL Server Reporting Services
10 251 (4.94%) Data Lake
11 249 (4.90%) MongoDB
12 228 (4.49%) SQL Server Analysis Services
13 197 (3.88%) Apache Hive
14 188 (3.70%) QlikView
15 156 (3.07%) Data Mining
16 153 (3.01%) Apache Cassandra
17 147 (2.89%) PostgreSQL
18 139 (2.73%) MySQL
19 137 (2.70%) Amazon Redshift
20 121 (2.38%) HBase
Development Applications
1 386 (7.59%) Git (software)
2 207 (4.07%) JIRA
3 188 (3.70%) Jenkins
4 145 (2.85%) Visual Studio
5 144 (2.83%) Team Foundation Server
6 124 (2.44%) Selenium
7 107 (2.11%) TeamCity
8 96 (1.89%) Octopus Deploy
9 95 (1.87%) gulp
10 85 (1.67%) webpack
11 75 (1.48%) Mocha
12 70 (1.38%) Bower
13 68 (1.34%) Karma Test Runner
14 67 (1.32%) Protractor
14 67 (1.32%) Sinon.JS
15 54 (1.06%) Maven
16 44 (0.87%) Axure RP
17 39 (0.77%) Visual Studio Team System
18 36 (0.71%) Subversion
19 34 (0.67%) Atlassian Bamboo
General
1 1,661 (32.68%) Finance
2 711 (13.99%) Marketing
3 622 (12.24%) Banking
4 377 (7.42%) Retail
5 238 (4.68%) Investment Banking
6 203 (3.99%) Front Office
7 199 (3.92%) Advertising
8 154 (3.03%) Games
9 118 (2.32%) Financial Institution
10 116 (2.28%) Legal
11 115 (2.26%) Telecoms
12 107 (2.11%) Publishing
13 80 (1.57%) Manufacturing
14 79 (1.55%) Law
15 59 (1.16%) Pharmaceutical
16 50 (0.98%) Back Office
17 38 (0.75%) Electronics
18 37 (0.73%) Corporate Banking
19 36 (0.71%) Retail Banking
20 33 (0.65%) German Language
Job Titles
1 1,177 (23.16%) Developer
2 725 (14.26%) Analyst
3 450 (8.85%) Architect
4 399 (7.85%) Consultant
5 303 (5.96%) Data Scientist
6 276 (5.43%) Data Engineer
7 245 (4.82%) Data Analyst
8 190 (3.74%) Java Developer
8 190 (3.74%) Senior Developer
9 165 (3.25%) Data Architect
10 143 (2.81%) Solutions Architect
11 141 (2.77%) Data Consultant
12 138 (2.71%) Designer
13 132 (2.60%) Business Intelligence Developer
14 123 (2.42%) C# Developer
15 121 (2.38%) .NET Developer
16 119 (2.34%) Business Analyst
17 114 (2.24%) Software Engineer
18 112 (2.20%) Analytics Consultant
19 108 (2.12%) Senior Manager
Libraries, Frameworks & Software Standards
1 593 (11.67%) HTML
2 461 (9.07%) .NET
3 439 (8.64%) CSS
4 336 (6.61%) AngularJS
5 279 (5.49%) React
6 273 (5.37%) Web Services
7 252 (4.96%) HTML5
8 238 (4.68%) Kafka
9 206 (4.05%) jQuery
10 199 (3.92%) Node.js
11 164 (3.23%) Natural Language Processing
12 162 (3.19%) RESTful
13 156 (3.07%) REST
14 154 (3.03%) Spring
15 135 (2.66%) JSON
16 133 (2.62%) ASP.NET
17 130 (2.56%) CSS3
18 118 (2.32%) Twitter Bootstrap
18 118 (2.32%) XML
19 117 (2.30%) Sass
Miscellaneous
1 932 (18.34%) Analytical Skills
2 679 (13.36%) Computer Science
3 542 (10.66%) User Experience
4 301 (5.92%) Algorithms
5 257 (5.06%) Fintech
6 166 (3.27%) Self-Motivation
7 150 (2.95%) Greenfield Project
8 146 (2.87%) Data Structures
9 135 (2.66%) Mobile App
10 132 (2.60%) Management Information System
11 129 (2.54%) Equities
12 126 (2.48%) Derivative
13 106 (2.09%) Social Media
14 103 (2.03%) Hedge funds
15 90 (1.77%) Credit Risk
15 90 (1.77%) Foreign Exchange (FX)
16 88 (1.73%) Enterprise Software
17 79 (1.55%) Cyberthreat
18 69 (1.36%) NHS
19 67 (1.32%) Market Risk
Operating Systems
1 407 (8.01%) Linux
2 280 (5.51%) Windows
3 161 (3.17%) Unix
4 113 (2.22%) Android
5 100 (1.97%) Apple iOS
6 66 (1.30%) Windows Server
7 21 (0.41%) Solaris
8 20 (0.39%) Ubuntu
9 19 (0.37%) AIX
10 18 (0.35%) HPUX
11 16 (0.31%) Debian
11 16 (0.31%) Red Hat Enterprise Linux
11 16 (0.31%) VMS
12 14 (0.28%) CentOS
12 14 (0.28%) Windows 10
13 11 (0.22%) FreeBSD
14 8 (0.16%) Windows Server 2008
15 7 (0.14%) Windows 7
16 6 (0.12%) Mac OS
17 5 (0.098%) Kali Linux
Processes & Methodologies
1 1,519 (29.88%) Agile Software Development
2 1,094 (21.52%) Data Analytics
3 1,087 (21.39%) Business Intelligence
4 957 (18.83%) Data Science
5 833 (16.39%) Problem-Solving
6 830 (16.33%) Machine Learning
7 669 (13.16%) Visualisation
8 610 (12.00%) ETL
9 523 (10.29%) Software Engineering
10 510 (10.03%) DevOps
11 487 (9.58%) Mathematics
12 456 (8.97%) Artificial Intelligence
13 451 (8.87%) Scrum
14 439 (8.64%) Data Modelling
15 405 (7.97%) Data Analysis
16 387 (7.61%) Project Management
17 363 (7.14%) Decision-Making
18 338 (6.65%) Data Management
19 328 (6.45%) Data Visualisation
20 322 (6.33%) Stakeholder Management
Programming Languages
1 1,889 (37.16%) SQL
2 1,383 (27.21%) Python
3 980 (19.28%) Java
4 781 (15.36%) JavaScript
5 590 (11.61%) C#
6 563 (11.08%) R
7 328 (6.45%) C++
8 321 (6.32%) Scala
9 209 (4.11%) T-SQL
10 170 (3.34%) C
11 140 (2.75%) PowerShell
12 106 (2.09%) Java 8
13 105 (2.07%) PHP
14 98 (1.93%) VBA
15 82 (1.61%) Bash Shell
16 76 (1.50%) Data Analysis Expressions (DAX)
17 74 (1.46%) Perl
18 66 (1.30%) MATLAB
18 66 (1.30%) Ruby
19 57 (1.12%) Go
Qualifications
1 1,245 (24.49%) Degree
2 257 (5.06%) Computer Science Degree
3 166 (3.27%) PhD
4 130 (2.56%) Master's Degree
5 110 (2.16%) Numerate Degree
6 90 (1.77%) Security Cleared
7 85 (1.67%) CISSP
8 65 (1.28%) MBA
9 59 (1.16%) SAFe Agilist
10 58 (1.14%) SC Cleared
11 45 (0.89%) Microsoft Certification
12 42 (0.83%) Cisco Certification
13 28 (0.55%) CISM
14 26 (0.51%) Sun Certification
15 25 (0.49%) AWS Certification
15 25 (0.49%) CCIE
15 25 (0.49%) CEH
15 25 (0.49%) PMI Certification
16 24 (0.47%) PRINCE2 Certification
17 23 (0.45%) PMP
Quality Assurance & Compliance
1 277 (5.45%) QA
2 249 (4.90%) Data Quality
3 64 (1.26%) PMO
4 57 (1.12%) GDPR
5 45 (0.89%) ISO/IEC 27001
6 36 (0.71%) SLA
7 18 (0.35%) PCI DSS
8 17 (0.33%) Solvency II
9 14 (0.28%) MiFID
10 13 (0.26%) COBIT
10 13 (0.26%) WCAG
11 12 (0.24%) Actionable Recommendations
11 12 (0.24%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
12 10 (0.20%) HMG Security Policy Framework
13 7 (0.14%) Sarbanes-Oxley
14 5 (0.098%) PMBOK
15 4 (0.079%) Cyber Essentials
16 3 (0.059%) EMIR
16 3 (0.059%) GPG13
17 2 (0.039%) IFRS
System Software
1 270 (5.31%) Docker
2 83 (1.63%) Active Directory
3 70 (1.38%) VMware Infrastructure
4 52 (1.02%) HDFS
5 40 (0.79%) Apache Flume
6 20 (0.39%) Hyper-V
7 18 (0.35%) Snort
7 18 (0.35%) XenApp
8 17 (0.33%) VirtualBox
9 14 (0.28%) Virtual Machines
9 14 (0.28%) XenDesktop
10 12 (0.24%) KVM
11 11 (0.22%) NFS
11 11 (0.22%) pfSense
11 11 (0.22%) Samba
12 8 (0.16%) VMware Workstation
13 7 (0.14%) Oracle RAC
14 6 (0.12%) Apache ZooKeeper
14 6 (0.12%) Microsoft App-V
15 3 (0.059%) ProxySG
Systems Management
1 120 (2.36%) Kubernetes
2 108 (2.12%) Ansible
3 97 (1.91%) Terraform
4 81 (1.59%) Puppet
5 79 (1.55%) Opscode Chef
6 50 (0.98%) Oozie
7 25 (0.49%) Kibana
7 25 (0.49%) ZABBIX
8 20 (0.39%) Hadoop YARN
9 19 (0.37%) Docker Swarm
10 15 (0.30%) Nagios
10 15 (0.30%) Suricata
11 14 (0.28%) SCCM
12 13 (0.26%) Mesos
13 10 (0.20%) Prometheus
13 10 (0.20%) Single Sign-On
14 9 (0.18%) FortiGate
14 9 (0.18%) logstash
15 8 (0.16%) Packer
16 7 (0.14%) HP Quality Center
Vendors
1 641 (12.61%) Microsoft
2 638 (12.55%) Google
3 560 (11.02%) Tableau
4 393 (7.73%) Oracle
5 302 (5.94%) Adobe
6 187 (3.68%) SAP
7 181 (3.56%) Salesforce.com
8 111 (2.18%) IBM
9 110 (2.16%) Cloudera
10 98 (1.93%) Informatica
11 84 (1.65%) Hortonworks
12 81 (1.59%) Alteryx
13 77 (1.51%) Talend
14 75 (1.48%) Cognizant
15 74 (1.46%) VMware
16 68 (1.34%) Cisco
17 64 (1.26%) Databricks
18 60 (1.18%) Splunk
19 58 (1.14%) Sitecore
20 55 (1.08%) MicroStrategy