Period
to 24 June 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 24 June 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 198 205 205
Rank change year-on-year +7 0 +44
Permanent jobs citing Data Analytics 1,254 1,188 1,442
As % of all permanent IT jobs advertised in London 1.79% 1.69% 1.75%
As % of the Processes & Methodologies category 1.96% 1.84% 1.92%
Number of salaries quoted 946 916 1,249
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +8.70%
10th Percentile £41,000 £37,500 £38,650
90th Percentile £100,000 £102,500 £113,000
England median annual salary £57,500 £55,000 £60,000
% change year-on-year +4.55% -8.33% +9.09%

Data 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 64,077 64,423 75,135
As % of all permanent IT jobs advertised in London 91.54% 91.57% 91.26%
Number of salaries quoted 51,460 52,669 64,628
London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £35,000 £34,500 £33,500
90th Percentile £95,000 £90,000 £86,250
England median annual salary £50,000 £50,000 £48,750
% change year-on-year - +2.56% +2.63%

Data Analytics
Job Vacancy Trend in London

Job postings citing Data Analytics as a percentage of all IT jobs advertised in London.

Job vacancy trend for Data Analytics in London

Data Analytics
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analytics in London.

Salary trend for Data Analytics in London

Data Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Data Analytics in London over the 6 months to 24 June 2018.

Salary histogram for Data Analytics in London

Data 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 Data Analytics within the London region over the 6 months to 24 June 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 +39 237 £62,500 -7.41% 49
West London +4 30 £52,500 -8.70% 24
South London -6 18 £51,000 +2.00% 3
East London +9 13 £85,000 +36.00% 21
North London -2 2 £40,000 -46.67% 1
Data Analytics
England

For the 6 months to 24 June 2018, IT jobs citing Data 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 Data Analytics.

1 1,253 (99.92%) Analytics
2 502 (40.03%) SQL
3 476 (37.96%) Big Data
4 394 (31.42%) Python
5 371 (29.59%) Finance
6 334 (26.63%) Business Intelligence
7 308 (24.56%) Agile Software Development
8 304 (24.24%) Data Science
9 302 (24.08%) Machine Learning
10 265 (21.13%) Degree
11 264 (21.05%) Visualisation
12 256 (20.41%) Tableau
13 251 (20.02%) Java
14 241 (19.22%) Hadoop
15 221 (17.62%) Analytical Skills
16 208 (16.59%) SQL Server
17 206 (16.43%) Microsoft Azure
18 205 (16.35%) Apache Spark
19 197 (15.71%) Microsoft
20 192 (15.31%) Power BI
21 174 (13.88%) Problem-Solving
22 173 (13.80%) R
23 169 (13.48%) Data Analysis
24 168 (13.40%) Banking
24 168 (13.40%) Amazon AWS
25 160 (12.76%) ETL
26 156 (12.44%) Computer Science
27 151 (12.04%) Data Warehouse
28 149 (11.88%) Linux
29 145 (11.56%) Oracle

Data 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
1 205 (16.35%) Apache Spark
2 114 (9.09%) SAS
3 45 (3.59%) Apache
4 18 (1.44%) Elasticsearch
5 17 (1.36%) Apache Pig
6 11 (0.88%) Apache Solr
6 11 (0.88%) Tomcat
7 9 (0.72%) Confluence
7 9 (0.72%) IIS
8 7 (0.56%) SharePoint
8 7 (0.56%) WebSphere
9 6 (0.48%) JBoss
10 4 (0.32%) CMS
10 4 (0.32%) nginx
10 4 (0.32%) Tuxedo
11 3 (0.24%) BizTalk Server
11 3 (0.24%) Moodle
11 3 (0.24%) MS Exchange
11 3 (0.24%) Oracle HTTP Server
12 2 (0.16%) Drupal
Applications
1 81 (6.46%) Microsoft Excel
2 28 (2.23%) SPSS
3 19 (1.52%) Spreadsheet
4 14 (1.12%) Microsoft Office
5 9 (0.72%) Stata
6 8 (0.64%) Microsoft PowerPoint
6 8 (0.64%) Microsoft Project
7 2 (0.16%) MS Visio
8 1 (0.080%) Adobe Illustrator
8 1 (0.080%) CPLEX
8 1 (0.080%) Mingle
8 1 (0.080%) Photoshop
8 1 (0.080%) SPSS Modeler
8 1 (0.080%) Weka
Business Applications
1 16 (1.28%) Actimize
2 14 (1.12%) Relativity
3 9 (0.72%) Ringtail
3 9 (0.72%) Veritas eDiscovery
4 6 (0.48%) FastStats
4 6 (0.48%) SAP ERP
5 5 (0.40%) Dynamics CRM
5 5 (0.40%) SAP GRC
6 4 (0.32%) Dynamics AX
6 4 (0.32%) Oracle Financials
6 4 (0.32%) SAP BPC
6 4 (0.32%) SAP InfiniteInsight
6 4 (0.32%) SAP Oil and Gas
7 3 (0.24%) NetSuite
7 3 (0.24%) Salesforce.com CRM
8 2 (0.16%) Cognos Business Intelligence
9 1 (0.080%) Eagle PACE
9 1 (0.080%) Oracle BPM
9 1 (0.080%) Oracle General Ledger
9 1 (0.080%) Temenos T24
Cloud Services
1 206 (16.43%) Microsoft Azure
2 168 (13.40%) Amazon AWS
3 81 (6.46%) Azure Data Factory
4 57 (4.55%) Cortana Intelligence Suite
4 57 (4.55%) Serverless
5 46 (3.67%) IaaS
6 45 (3.59%) Google Cloud Platform
7 40 (3.19%) PaaS
8 33 (2.63%) Google Analytics
9 28 (2.23%) SaaS
10 27 (2.15%) Azure Machine Learning
11 20 (1.59%) Adobe Analytics
12 19 (1.52%) Amazon EC2
13 18 (1.44%) Cloud Computing
14 15 (1.20%) Amazon S3
15 13 (1.04%) AdWords
15 13 (1.04%) AWS CloudFormation
15 13 (1.04%) AWS Lambda
15 13 (1.04%) GitHub
16 11 (0.88%) Amazon EMR
Communications & Networking
1 15 (1.20%) SAN
1 15 (1.20%) SSL
2 13 (1.04%) Firewall
2 13 (1.04%) SMS
3 7 (0.56%) Internet
4 4 (0.32%) Network Security
4 4 (0.32%) VoIP
4 4 (0.32%) Wireless
5 3 (0.24%) Bluetooth
5 3 (0.24%) HTTP
5 3 (0.24%) NAS
5 3 (0.24%) NFC
5 3 (0.24%) TCP/IP
5 3 (0.24%) Wi-Fi
6 2 (0.16%) DMZ
6 2 (0.16%) GPRS
6 2 (0.16%) GSM
6 2 (0.16%) LAN
6 2 (0.16%) UMTS
6 2 (0.16%) WLAN
Database & Business Intelligence
1 476 (37.96%) Big Data
2 241 (19.22%) Hadoop
3 208 (16.59%) SQL Server
4 192 (15.31%) Power BI
5 151 (12.04%) Data Warehouse
6 126 (10.05%) Data Lake
7 119 (9.49%) NoSQL
8 118 (9.41%) SQL Server Integration Services
9 88 (7.02%) Apache Hive
10 82 (6.54%) Azure SQL Database
11 77 (6.14%) MongoDB
12 75 (5.98%) SQL Server Reporting Services
13 72 (5.74%) QlikView
14 66 (5.26%) SQL Server Analysis Services
15 65 (5.18%) MySQL
16 63 (5.02%) Relational Database
17 60 (4.78%) Apache Cassandra
18 56 (4.47%) PostgreSQL
19 51 (4.07%) Spotfire
20 49 (3.91%) HBase
Development Applications
1 70 (5.58%) Git (software)
2 49 (3.91%) Visual Studio
3 40 (3.19%) Jenkins
4 26 (2.07%) JIRA
5 14 (1.12%) Selenium
6 12 (0.96%) CircleCI
7 11 (0.88%) RStudio
8 10 (0.80%) webpack
9 8 (0.64%) gulp
9 8 (0.64%) Subversion
10 7 (0.56%) CasperJS
10 7 (0.56%) PhantomJS
11 6 (0.48%) Jasmine
11 6 (0.48%) Maven
12 5 (0.40%) Atlassian Bamboo
12 5 (0.40%) ERwin
12 5 (0.40%) Grunt
12 5 (0.40%) Hudson
12 5 (0.40%) Mocha
12 5 (0.40%) Vagrant
General
1 371 (29.59%) Finance
2 168 (13.40%) Banking
3 129 (10.29%) Marketing
4 77 (6.14%) Retail
5 75 (5.98%) Investment Banking
6 61 (4.86%) Advertising
7 42 (3.35%) Financial Institution
8 35 (2.79%) Telecoms
9 32 (2.55%) Law
10 31 (2.47%) Legal
11 27 (2.15%) Front Office
12 19 (1.52%) Games
13 18 (1.44%) Pharmaceutical
14 11 (0.88%) Manufacturing
15 5 (0.40%) Digital Economy
15 5 (0.40%) Local Government
15 5 (0.40%) Retail Banking
16 4 (0.32%) Aerospace
16 4 (0.32%) Back Office
17 3 (0.24%) Electronics
Job Titles
1 206 (16.43%) Developer
2 169 (13.48%) Consultant
3 134 (10.69%) Analyst
4 133 (10.61%) Architect
5 111 (8.85%) Data Engineer
6 94 (7.50%) Data Scientist
7 81 (6.46%) Data Architect
8 75 (5.98%) Analytics Manager
9 69 (5.50%) Data Consultant
10 58 (4.63%) Data Analytics Manager
11 55 (4.39%) Business Intelligence Consultant
12 53 (4.23%) Data Manager
13 52 (4.15%) Senior Developer
14 45 (3.59%) Big Data Architect
14 45 (3.59%) Data Analyst
14 45 (3.59%) Senior Manager
15 43 (3.43%) Microsoft BI Consultant
16 42 (3.35%) Azure Consultant
16 42 (3.35%) Power BI Consultant
17 33 (2.63%) Analytics Consultant
Libraries, Frameworks & Software Standards
1 113 (9.01%) Kafka
2 108 (8.61%) .NET
3 90 (7.18%) HTML
3 90 (7.18%) Web Services
4 63 (5.02%) React
5 62 (4.94%) Node.js
6 57 (4.55%) AngularJS
7 53 (4.23%) RESTful
8 50 (3.99%) Spring
9 46 (3.67%) Natural Language Processing
10 37 (2.95%) CSS
11 36 (2.87%) XML
12 31 (2.47%) D3.js
12 31 (2.47%) REST
13 30 (2.39%) HTML5
14 24 (1.91%) Spring Boot
15 23 (1.83%) Spark Streaming
16 20 (1.59%) JSON
17 18 (1.44%) scikit-learn
18 17 (1.36%) TensorFlow
Miscellaneous
1 221 (17.62%) Analytical Skills
2 156 (12.44%) Computer Science
3 105 (8.37%) User Experience
4 69 (5.50%) Management Information System
5 62 (4.94%) Algorithms
6 46 (3.67%) Fintech
7 44 (3.51%) Cyberthreat
7 44 (3.51%) Data Structures
8 39 (3.11%) Greenfield Project
9 33 (2.63%) Mobile App
10 31 (2.47%) Data Centre
11 23 (1.83%) Enterprise Software
12 20 (1.59%) Self-Motivation
13 16 (1.28%) Fixed Income
14 15 (1.20%) Credit Risk
14 15 (1.20%) Derivative
14 15 (1.20%) Market Risk
15 13 (1.04%) Hedge funds
16 12 (0.96%) Social Media
17 11 (0.88%) Digital Media
Operating Systems
1 149 (11.88%) Linux
2 72 (5.74%) Windows
3 39 (3.11%) Unix
4 18 (1.44%) Windows Server
5 17 (1.36%) Red Hat Enterprise Linux
6 10 (0.80%) Android
7 9 (0.72%) CentOS
8 8 (0.64%) AIX
8 8 (0.64%) HPUX
8 8 (0.64%) Solaris
9 7 (0.56%) Windows 7
9 7 (0.56%) Windows Server 2012
10 6 (0.48%) Apple iOS
11 5 (0.40%) Windows 8
12 4 (0.32%) Windows Server 2008
13 3 (0.24%) Ubuntu
14 2 (0.16%) SUSE
15 1 (0.080%) Mac OS
15 1 (0.080%) Mac OS X
15 1 (0.080%) VMS
Processes & Methodologies
1 1,253 (99.92%) Analytics
2 334 (26.63%) Business Intelligence
3 308 (24.56%) Agile Software Development
4 304 (24.24%) Data Science
5 302 (24.08%) Machine Learning
6 264 (21.05%) Visualisation
7 174 (13.88%) Problem-Solving
8 169 (13.48%) Data Analysis
9 160 (12.76%) ETL
10 145 (11.56%) Data Modelling
11 141 (11.24%) Big Data Analytics
12 126 (10.05%) Data Visualisation
12 126 (10.05%) DevOps
12 126 (10.05%) Mathematics
13 120 (9.57%) Data Management
14 117 (9.33%) Artificial Intelligence
15 90 (7.18%) Project Management
16 89 (7.10%) Software Engineering
17 88 (7.02%) Scrum
18 80 (6.38%) Data Governance
Programming Languages
1 502 (40.03%) SQL
2 394 (31.42%) Python
3 251 (20.02%) Java
4 173 (13.80%) R
5 120 (9.57%) JavaScript
6 102 (8.13%) C#
7 95 (7.58%) Scala
8 66 (5.26%) C++
9 62 (4.94%) VBA
10 44 (3.51%) VB
11 40 (3.19%) U-SQL
12 38 (3.03%) MATLAB
13 33 (2.63%) PHP
14 32 (2.55%) Data Analysis Expressions (DAX)
15 25 (1.99%) Bash Shell
16 24 (1.91%) C
17 21 (1.67%) Perl
18 20 (1.59%) Ruby
19 18 (1.44%) PowerShell
20 17 (1.36%) TypeScript
Qualifications
1 265 (21.13%) Degree
2 57 (4.55%) Computer Science Degree
3 40 (3.19%) PhD
4 25 (1.99%) Security Cleared
5 22 (1.75%) CISSP
6 20 (1.59%) Master's Degree
7 17 (1.36%) TOGAF Certification
8 13 (1.04%) MCSE
8 13 (1.04%) Microsoft Certification
9 11 (0.88%) ACCA
9 11 (0.88%) CIMA
10 10 (0.80%) AWS Certification
10 10 (0.80%) CEH
10 10 (0.80%) CISA
11 9 (0.72%) CISM
11 9 (0.72%) SC Cleared
12 7 (0.56%) CompTIA Security+
12 7 (0.56%) Numerate Degree
13 6 (0.48%) MCSA
14 5 (0.40%) MCP
Quality Assurance & Compliance
1 95 (7.58%) Data Quality
2 37 (2.95%) QA
3 24 (1.91%) GDPR
4 19 (1.52%) ISO/IEC 27001
5 14 (1.12%) MiFID
6 13 (1.04%) Solvency II
7 10 (0.80%) EMIR
8 8 (0.64%) GCP
9 6 (0.48%) SLA
10 5 (0.40%) COBIT
10 5 (0.40%) HIPAA
10 5 (0.40%) Sarbanes-Oxley
11 3 (0.24%) COSO
11 3 (0.24%) Dodd-Frank
11 3 (0.24%) PMO
12 2 (0.16%) Actionable Recommendations
12 2 (0.16%) HMG Security Policy Framework
13 1 (0.080%) CRD IV
13 1 (0.080%) ISAE 3402
13 1 (0.080%) PSD2
System Software
1 73 (5.82%) Docker
2 40 (3.19%) Virtual Machines
3 13 (1.04%) Apache Flume
4 9 (0.72%) Active Directory
4 9 (0.72%) VirtualBox
4 9 (0.72%) VMware Infrastructure
5 8 (0.64%) HDFS
6 5 (0.40%) Apache ZooKeeper
7 3 (0.24%) OpenAM
7 3 (0.24%) Oracle RAC
8 2 (0.16%) Hyper-V
9 1 (0.080%) Snort
9 1 (0.080%) Terminal Server
9 1 (0.080%) VMware ESXi
9 1 (0.080%) VMware NSX
9 1 (0.080%) vSphere
Systems Management
1 32 (2.55%) Ansible
2 28 (2.23%) Puppet
3 24 (1.91%) Terraform
4 23 (1.83%) Kubernetes
5 22 (1.75%) Opscode Chef
6 10 (0.80%) Kibana
7 9 (0.72%) EnCase
7 9 (0.72%) FTK
8 7 (0.56%) Docker Swarm
9 4 (0.32%) Hadoop YARN
10 3 (0.24%) Ambari
10 3 (0.24%) Nagios
10 3 (0.24%) Oozie
11 2 (0.16%) Failover Clustering
11 2 (0.16%) Mesos
11 2 (0.16%) Prometheus
11 2 (0.16%) Salt
11 2 (0.16%) SCCM
11 2 (0.16%) SCOM
11 2 (0.16%) WSUS
Vendors
1 256 (20.41%) Tableau
2 197 (15.71%) Microsoft
3 145 (11.56%) Oracle
4 89 (7.10%) Google
5 53 (4.23%) SAP
6 51 (4.07%) IBM
7 45 (3.59%) Cloudera
7 45 (3.59%) Omniture
8 39 (3.11%) Informatica
9 36 (2.87%) Alteryx
10 32 (2.55%) Optimizely
11 30 (2.39%) Vertica
12 27 (2.15%) Talend
13 25 (1.99%) Adobe
14 24 (1.91%) Hortonworks
15 23 (1.83%) Cognizant
16 21 (1.67%) HP
17 19 (1.52%) MicroStrategy
18 18 (1.44%) TIBCO
19 17 (1.36%) Cisco