The following table provides summary statistics for permanent job vacancies advertised in England 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 3 months to 25 June 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 269 261 371
Rank change year-on-year -8 +110  
Permanent jobs citing Data Analytics 1045 1190 866
As % of all permanent IT jobs advertised in England 1.26% 1.31% 0.83%
As % of the Processes & Methodologies category 1.41% 1.47% 0.95%
Number of salaries quoted 751 1031 649
Median salary £55,000 £60,000 £55,000
Median salary % change year-on-year -8.33% +9.09%  
90% offered a salary of more than £35,000 £35,200 £35,000
10% offered a salary of more than £90,000 £89,500 £95,000
UK excluding London median salary £47,000 £54,000 £45,000
% change year-on-year -12.96% +20.00%  

Data Analytics is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74281 81140 91281
As % of all permanent IT job vacancies advertised in England 89.70% 88.99% 87.96%
Number of salaries quoted 60243 68634 75471
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £32,500 £32,500 £32,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Analytics
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Analytics as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Analytics in England

Data Analytics
Salary Trend in England

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

Salary trend for Data Analytics in England

Data Analytics
Salary Histogram in England

The salary distribution of IT jobs citing Data Analytics in England over the 3 months to 25 June 2017.

Salary histogram for Data Analytics in England

Data Analytics
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analytics within the England region over the 3 months to 25 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -17 644 £65,000 +4.00% 84
South East +34 137 £45,000 -18.18% 13
North West +23 100 £45,000 +5.88% 16
West Midlands +43 53 £41,500 -32.68% 6
South West -48 35 £47,500 -5.00% 4
East of England -27 34 £47,000 -21.66% 6
Yorkshire -3 27 £43,250 -11.73% 6
East Midlands +15 19 £35,000 -46.15% 3
North East +11 6 £55,000 -14.26%
Data Analytics
UK

For the 6 months to 25 June 2017, IT jobs citing Data 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 England region with a requirement for Data Analytics.

1 1928 (100.00%) Analytics
2 774 (40.15%) SQL
3 622 (32.26%) Finance
4 520 (26.97%) Agile Software Development
5 496 (25.73%) Big Data
6 482 (25.00%) Business Intelligence
7 479 (24.84%) Python
8 455 (23.60%) Analytical Skills
9 390 (20.23%) Degree
10 373 (19.35%) Java
11 368 (19.09%) Visualisation
12 336 (17.43%) Tableau
13 298 (15.46%) Oracle
14 295 (15.30%) SQL Server
15 270 (14.00%) R
16 268 (13.90%) Marketing
17 265 (13.74%) JavaScript
18 264 (13.69%) Data Warehouse
19 261 (13.54%) Hadoop
20 252 (13.07%) Data Analysis
21 239 (12.40%) Banking
22 235 (12.19%) SAS
23 232 (12.03%) Data Modelling
24 230 (11.93%) Machine Learning
25 228 (11.83%) Microsoft Excel
26 224 (11.62%) Linux
26 224 (11.62%) ETL
27 207 (10.74%) Data Visualisation
28 204 (10.58%) Microsoft
29 199 (10.32%) Big Data Analytics

Data Analytics
Co-occurring IT Skills in England 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
1 235 (12.19%) SAS
2 181 (9.39%) Apache Spark
3 67 (3.48%) Elasticsearch
4 54 (2.80%) Apache
4 54 (2.80%) Apache Pig
5 51 (2.65%) Tomcat
6 35 (1.82%) IIS
7 29 (1.50%) JBoss
8 23 (1.19%) SharePoint
9 21 (1.09%) Confluence
10 15 (0.78%) Apache Solr
10 15 (0.78%) Oracle SOA Suite
11 13 (0.67%) OpenStack
12 10 (0.52%) CMS
13 6 (0.31%) WebSphere
14 5 (0.26%) WebLogic
15 4 (0.21%) ArcGIS
16 2 (0.10%) Moodle
16 2 (0.10%) MS Exchange
16 2 (0.10%) Mule
Applications
1 228 (11.83%) Microsoft Excel
2 111 (5.76%) SPSS
3 56 (2.90%) Microsoft PowerPoint
4 43 (2.23%) Microsoft Office
5 18 (0.93%) Spreadsheet
6 13 (0.67%) Photoshop
7 12 (0.62%) MS Visio
8 11 (0.57%) Microsoft Project
9 3 (0.16%) GIMP
9 3 (0.16%) S-PLUS
9 3 (0.16%) SPSS Modeler
9 3 (0.16%) Stata
10 1 (0.052%) EViews
10 1 (0.052%) GNU Octave
10 1 (0.052%) Weka
Business Applications
1 31 (1.61%) Actimize
2 20 (1.04%) SAP InfiniteInsight
3 14 (0.73%) SAP ERP
4 13 (0.67%) SAP Oil and Gas
5 11 (0.57%) Dynamics NAV
6 10 (0.52%) Dynamics AX
7 9 (0.47%) Dynamics CRM
8 8 (0.41%) SAP CO
8 8 (0.41%) SAP FI
8 8 (0.41%) SAP FI/CO
8 8 (0.41%) SAP FSCM
8 8 (0.41%) SAP MM
8 8 (0.41%) SAP PS
8 8 (0.41%) SAP SD
9 7 (0.36%) FastStats
10 6 (0.31%) Adobe Campaign
11 4 (0.21%) Cognos TM1
11 4 (0.21%) SAP GRC
12 3 (0.16%) Oracle ERP
12 3 (0.16%) SAP HR
Cloud Services
1 171 (8.87%) Amazon AWS
2 145 (7.52%) Microsoft Azure
3 43 (2.23%) Google Analytics
3 43 (2.23%) SaaS
4 23 (1.19%) Google Cloud Platform
5 22 (1.14%) Amazon EMR
6 18 (0.93%) Cloud Computing
7 17 (0.88%) Adobe Analytics
7 17 (0.88%) GitHub
8 14 (0.73%) Amazon EC2
8 14 (0.73%) Office 365
9 10 (0.52%) Amazon S3
10 6 (0.31%) Google Tag Manager
10 6 (0.31%) PaaS
11 4 (0.21%) Azure Machine Learning
12 3 (0.16%) Amazon CloudWatch
12 3 (0.16%) Amazon Kinesis
12 3 (0.16%) AWS CloudFormation
12 3 (0.16%) Azure Data Factory
12 3 (0.16%) Data Lake Analytics
Communications & Networking
1 40 (2.07%) Firewall
1 40 (2.07%) Internet
2 30 (1.56%) Network Security
3 19 (0.99%) HTTP
4 14 (0.73%) DNS
5 12 (0.62%) Intranet
5 12 (0.62%) TCP/IP
5 12 (0.62%) WAN
6 11 (0.57%) SSL
7 8 (0.41%) LAN
8 7 (0.36%) Kerberos
8 7 (0.36%) LDAP
9 6 (0.31%) MPLS
9 6 (0.31%) VPN
10 5 (0.26%) Cisco ASA
10 5 (0.26%) Cisco PIX
10 5 (0.26%) DHCP
10 5 (0.26%) Wireless
11 4 (0.21%) BGP
11 4 (0.21%) SAN
Database & Business Intelligence
1 496 (25.73%) Big Data
2 295 (15.30%) SQL Server
3 264 (13.69%) Data Warehouse
4 261 (13.54%) Hadoop
5 155 (8.04%) MongoDB
6 151 (7.83%) QlikView
7 142 (7.37%) NoSQL
7 142 (7.37%) SQL Server Integration Services
8 130 (6.74%) Relational Database
9 117 (6.07%) SQL Server Reporting Services
10 102 (5.29%) Apache Hive
11 90 (4.67%) PostgreSQL
12 85 (4.41%) MySQL
13 82 (4.25%) BusinessObjects
13 82 (4.25%) Power BI
14 81 (4.20%) Data Mining
15 72 (3.73%) Apache Cassandra
16 63 (3.27%) SQL Server Analysis Services
17 60 (3.11%) Spotfire
18 57 (2.96%) RDBMS
Development Applications
1 85 (4.41%) Git (software)
2 58 (3.01%) Jenkins
3 47 (2.44%) JIRA
4 41 (2.13%) Maven
5 28 (1.45%) Sonatype Nexus
6 27 (1.40%) JUnit
7 23 (1.19%) Subversion
8 22 (1.14%) Mockito
9 19 (0.99%) Team Foundation Server
10 16 (0.83%) Bitbucket
10 16 (0.83%) Talend Open Studio
10 16 (0.83%) TeamCity
11 15 (0.78%) Axure RP
11 15 (0.78%) gulp
12 13 (0.67%) Eclipse
12 13 (0.67%) Selenium
13 12 (0.62%) SQL Server Management Studio (SSMS)
14 11 (0.57%) Vagrant
15 10 (0.52%) Gradle
15 10 (0.52%) Grunt
General
1 622 (32.26%) Finance
2 268 (13.90%) Marketing
3 239 (12.40%) Banking
4 181 (9.39%) Retail
5 112 (5.81%) Investment Banking
6 100 (5.19%) Retail Banking
7 50 (2.59%) Front Office
8 46 (2.39%) Manufacturing
9 45 (2.33%) Publishing
10 40 (2.07%) Telecoms
11 37 (1.92%) Legal
12 31 (1.61%) Games
13 30 (1.56%) Electronics
14 26 (1.35%) Advertising
14 26 (1.35%) Law
15 25 (1.30%) Automotive
16 22 (1.14%) Corporate Banking
16 22 (1.14%) Private Banking
17 18 (0.93%) Pharmaceutical
18 15 (0.78%) Military
Job Titles
1 410 (21.27%) Developer
2 398 (20.64%) Analyst
3 165 (8.56%) Data Analyst
4 160 (8.30%) Consultant
5 147 (7.62%) Analytics Manager
6 126 (6.54%) Data Scientist
7 121 (6.28%) Data Analytics Manager
8 118 (6.12%) Data Manager
9 113 (5.86%) Architect
10 94 (4.88%) Java Developer
11 88 (4.56%) Analytics Consultant
12 82 (4.25%) SQL Analyst
13 78 (4.05%) Senior Developer
14 77 (3.99%) Data Consultant
15 68 (3.53%) Data Analytics Consultant
15 68 (3.53%) Data Architect
16 58 (3.01%) Senior Manager
17 55 (2.85%) Business Analyst
17 55 (2.85%) Data Engineer
18 53 (2.75%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 176 (9.13%) HTML
2 148 (7.68%) .NET
3 139 (7.21%) CSS
4 121 (6.28%) AngularJS
5 90 (4.67%) HTML5
6 83 (4.30%) jQuery
7 76 (3.94%) Node.js
8 73 (3.79%) Web Services
9 70 (3.63%) CSS3
10 62 (3.22%) Spring
11 59 (3.06%) XML
12 57 (2.96%) RESTful
13 56 (2.90%) ASP.NET
14 52 (2.70%) Kafka
15 48 (2.49%) React
16 47 (2.44%) Middleware
17 46 (2.39%) JSON
18 44 (2.28%) REST
19 38 (1.97%) ASP.NET MVC
20 36 (1.87%) .NET Framework
Miscellaneous
1 455 (23.60%) Analytical Skills
2 158 (8.20%) Computer Science
3 93 (4.82%) User Experience
4 91 (4.72%) Algorithms
5 87 (4.51%) Management Information System
6 67 (3.48%) Greenfield Project
7 56 (2.90%) Social Media
8 51 (2.65%) Enterprise Software
9 36 (1.87%) Fintech
10 30 (1.56%) Data Structures
11 29 (1.50%) NHS
12 26 (1.35%) Mobile App
13 25 (1.30%) Data Centre
13 25 (1.30%) Internet of Things
14 23 (1.19%) Clustering
15 19 (0.99%) Public Cloud
16 18 (0.93%) Blog
17 17 (0.88%) PKI
18 16 (0.83%) Cyber Defence
18 16 (0.83%) Derivative
Operating Systems
1 224 (11.62%) Linux
2 141 (7.31%) Unix
3 139 (7.21%) Windows
4 49 (2.54%) Windows Server
5 22 (1.14%) Android
6 19 (0.99%) Apple iOS
6 19 (0.99%) Windows Server 2008
7 18 (0.93%) Windows Server 2012
8 8 (0.41%) CentOS
9 7 (0.36%) AIX
9 7 (0.36%) HPUX
9 7 (0.36%) Ubuntu
9 7 (0.36%) Windows 10
10 4 (0.21%) Kali Linux
10 4 (0.21%) Mac OS X
10 4 (0.21%) Solaris
10 4 (0.21%) Windows 7
11 3 (0.16%) Mac OS
11 3 (0.16%) Red Hat Enterprise Linux
12 2 (0.10%) Windows 8
Processes & Methodologies
1 1928 (100.00%) Analytics
2 520 (26.97%) Agile Software Development
3 482 (25.00%) Business Intelligence
4 368 (19.09%) Visualisation
5 252 (13.07%) Data Analysis
6 232 (12.03%) Data Modelling
7 230 (11.93%) Machine Learning
8 224 (11.62%) ETL
9 207 (10.74%) Data Visualisation
10 199 (10.32%) Big Data Analytics
11 171 (8.87%) Data Management
12 170 (8.82%) Mathematics
13 153 (7.94%) Scrum
14 152 (7.88%) TDD
15 134 (6.95%) DevOps
16 132 (6.85%) Stakeholder Management
17 131 (6.79%) Open Source
18 121 (6.28%) Statistics
19 119 (6.17%) Project Management
20 114 (5.91%) Software Engineering
Programming Languages
1 774 (40.15%) SQL
2 479 (24.84%) Python
3 373 (19.35%) Java
4 270 (14.00%) R
5 265 (13.74%) JavaScript
6 163 (8.45%) C#
7 133 (6.90%) C
8 128 (6.64%) Scala
9 99 (5.13%) C++
10 89 (4.62%) Perl
11 86 (4.46%) T-SQL
12 66 (3.42%) PL/SQL
13 63 (3.27%) VBA
14 51 (2.65%) Bash Shell
15 42 (2.18%) MATLAB
16 38 (1.97%) PHP
16 38 (1.97%) Ruby
17 19 (0.99%) VB
18 17 (0.88%) ES6
18 17 (0.88%) VB.NET
Qualifications
1 390 (20.23%) Degree
2 100 (5.19%) Security Cleared
3 82 (4.25%) PhD
4 76 (3.94%) Numerate Degree
5 63 (3.27%) Computer Science Degree
6 62 (3.22%) SC Cleared
7 58 (3.01%) Master's Degree
8 47 (2.44%) DV Cleared
9 29 (1.50%) CISA
10 19 (0.99%) CIMA
11 16 (0.83%) Postgraduate
12 15 (0.78%) CISSP
13 13 (0.67%) Cisco Certification
14 11 (0.57%) CISM
15 10 (0.52%) Microsoft Certification
16 9 (0.47%) CCNP
17 8 (0.41%) ISEB
18 7 (0.36%) CCNA
18 7 (0.36%) ISSAP
18 7 (0.36%) MCSE
Quality Assurance & Compliance
1 137 (7.11%) Data Quality
2 34 (1.76%) QA
3 20 (1.04%) ISO/IEC 27001
4 17 (0.88%) PMO
5 11 (0.57%) GDPR
5 11 (0.57%) ISO 14001
5 11 (0.57%) ISO 9001
5 11 (0.57%) SLA
6 10 (0.52%) PCI DSS
7 7 (0.36%) Sarbanes-Oxley
8 4 (0.21%) Solvency II
9 3 (0.16%) FATCA
9 3 (0.16%) GCP
10 2 (0.10%) Actionable Recommendations
10 2 (0.10%) ISO/IEC 27005
11 1 (0.052%) Cyber Essentials
11 1 (0.052%) Disclosure Scotland
System Software
1 68 (3.53%) Docker
2 56 (2.90%) VMware Infrastructure
3 44 (2.28%) Active Directory
4 30 (1.56%) Hyper-V
5 19 (0.99%) HDFS
6 15 (0.78%) Oracle RAC
7 11 (0.57%) Firmware
8 10 (0.52%) Apache Flume
9 7 (0.36%) Slurm Workload Manager
10 6 (0.31%) Virtual Machines
11 5 (0.26%) Microsoft App-V
11 5 (0.26%) VirtualBox
11 5 (0.26%) vSphere
12 4 (0.21%) Snort
13 2 (0.10%) Apache ZooKeeper
13 2 (0.10%) Terminal Server
13 2 (0.10%) VMware ESXi
14 1 (0.052%) Terminal Services
14 1 (0.052%) XenApp
14 1 (0.052%) XenServer
Systems Management
1 43 (2.23%) Ansible
2 42 (2.18%) Puppet
3 29 (1.50%) Opscode Chef
4 19 (0.99%) Terraform
5 9 (0.47%) Data Guard
5 9 (0.47%) Kibana
5 9 (0.47%) Oracle Enterprise Manager
5 9 (0.47%) Oracle RMAN
6 8 (0.41%) Grafana
7 5 (0.26%) Kubernetes
7 5 (0.26%) Packer
7 5 (0.26%) SCCM
8 4 (0.21%) logstash
9 3 (0.16%) Marathon
9 3 (0.16%) Nmap
9 3 (0.16%) QRadar
10 2 (0.10%) HP Quality Center
10 2 (0.10%) Nagios
10 2 (0.10%) Nessus
10 2 (0.10%) Nexpose
Vendors
1 336 (17.43%) Tableau
2 298 (15.46%) Oracle
3 204 (10.58%) Microsoft
4 121 (6.28%) SAP
5 71 (3.68%) VMware
6 63 (3.27%) Alteryx
7 61 (3.16%) Splunk
8 56 (2.90%) Google
9 50 (2.59%) Informatica
10 39 (2.02%) Cognizant
11 33 (1.71%) Cisco
11 33 (1.71%) Cloudera
12 32 (1.66%) IBM
13 27 (1.40%) TIBCO
14 26 (1.35%) Teradata
15 22 (1.14%) Cognos
16 19 (0.99%) Red Hat
17 18 (0.93%) Hortonworks
18 17 (0.88%) RapidMiner
19 16 (0.83%) Talend
London
Venturi
Salary: £55000.00 - £80000.00 per annum + company benefits
Posted: Yesterday
London
Mortimer Spinks
Salary: £65000 - £80000 per annum
Posted: 2 days ago
Birmingham, West Midlands (County)
Red10
Salary: £50000 - £60000 per annum + bonus and benefits
Posted: 3 days ago
City, London
Venturi
Salary: £50000 - £110000 per annum + 20% bonus & full bens
Posted: Yesterday
Watford, Hertfordshire
HAYS INFORMATION TECHNOLOGY
Salary: £20000.00 - £25000.00 per annum
Posted: 3 days ago
London
Ashdown IT
Salary: £35000 - £45000 per annum + bonus and benefits
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Salary: £65000 - £90000 per annum, Benefits Benefits & Bonus included
Posted: Yesterday
City, London
TEKsystems
Salary: £45000 - £60000 per annum + bonus, benefits and stock
Posted: 3 days ago
Canterbury, Kent
ComputerWorld Personnel Ltd
Salary: £18000 - £24000 per annum
Posted: 3 days ago
South East London
Lorien Resourcing
Salary: £45000 - £50000 per annum + 10% Bonus, 16% Pension,
Posted: 4 days ago
Canterbury, Kent
ComputerWorld Personnel Ltd
Salary: £40000 - £50000 per annum
Posted: 3 days ago
City, London
Oliver Bernard
Salary: £50000 - £60000 per annum + Excellent benefits
Posted: 3 days ago
Knutsford, Cheshire
Cognizant
Salary: Unspecified Competitve
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 4 days ago
Sheffield, South Yorkshire
Explore Group
Salary: £40000 - £60000 per annum
Posted: 3 days ago
City, London
Networkers
Salary: £50000 - £90000 per annum
Posted: 2 days ago
Nottingham, Nottinghamshire
Oscar
Salary: £35000 - £40000 per annum
Posted: 4 days ago
Surbiton, Surrey
Quant Capital
Salary: Unspecified Very competitive + benefits
Posted: Yesterday
London
Eligo Recruitment Ltd
Salary: £75000 - £80000 per annum + Bonus, Healthcare, Pension
Posted: 5 days ago
West London
DeSantis Arin Recruitment
Salary: Up to £45,000 per annum **apply ASAP!**
Posted: Yesterday
London
Mortimer Spinks
Salary: £45000 - £60000 per annum + excellent benefits
Posted: 2 days ago
Birmingham, West Midlands (County)
ANSON MCCADE
Salary: £50,000- £90,000
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £50,000- £90,000
Posted: 3 days ago
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £15500.00 per annum + Benefits
Posted: 5 days ago
East London
Lorien Resourcing
Salary: £42000 - £52000 per annum + Bonus + Benefits
Posted: 2 days ago
London
Oliver Bernard
Salary: £60000 - £80000 per annum + Excellent benefits & equity
Posted: 4 days ago
London
EXCELerate
Salary: Up to £85,000 per annum OTE £110k, Car, Health, Pension
Posted: 4 days ago
Birmingham, West Midlands (County)
I3
Salary: £50000 - £60000 per annum + benefits + bonus
Posted: 4 days ago
London
Harvey Nash plc
Salary: £75000 - £85000 per annum
Posted: 5 days ago
London
Streamline Connections
Salary: £38000.00 - £49000.00 per annum + bens
Posted: Yesterday