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 28 March 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
UK / England
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 278 299 432
Rank change year-on-year +21 +133  
Permanent jobs citing Data Analytics 887 1076 643
As % of all permanent IT jobs advertised in England 1.11% 1.10% 0.64%
As % of the Processes & Methodologies category 1.24% 1.25% 0.73%
Number of salaries quoted 714 860 497
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 £35,000 £35,000
10% offered a salary of more than £88,500 £110,000 £85,000
UK excluding London median salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26%  

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 71349 86405 87982
As % of all permanent IT job vacancies advertised in England 89.14% 88.62% 86.98%
Number of salaries quoted 59178 72302 71950
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 28 March 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 28 March 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 -2 547 £65,000 - 62
South East +54 114 £46,500 -15.45% 12
North West +3 65 £40,000 -15.78% 11
East of England +11 46 £55,000 +10.00% 5
South West +9 45 £50,000 -3.84% 7
Yorkshire +14 39 £40,000 -11.11% 5
East Midlands +14 21 £43,000 -14.00% 1
West Midlands +40 11 £37,000 -10.30% 6
North East +10 4 £37,500 - 2
Data Analytics
UK

For the 6 months to 28 March 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 1684 (100.00%) Analytics
2 641 (38.06%) SQL
3 499 (29.63%) Big Data
4 455 (27.02%) Agile Software Development
5 447 (26.54%) Finance
6 407 (24.17%) Degree
7 395 (23.46%) Business Intelligence
8 392 (23.28%) Python
9 364 (21.62%) Visualisation
10 362 (21.50%) Analytical Skills
11 307 (18.23%) SQL Server
12 305 (18.11%) Java
13 288 (17.10%) Tableau
14 272 (16.15%) Oracle
15 261 (15.50%) SAS
16 254 (15.08%) Hadoop
17 250 (14.85%) Marketing
18 232 (13.78%) JavaScript
19 221 (13.12%) R
20 216 (12.83%) Mathematics
21 213 (12.65%) Data Warehouse
22 201 (11.94%) ETL
23 196 (11.64%) C#
24 192 (11.40%) Data Visualisation
25 188 (11.16%) Big Data Analytics
25 188 (11.16%) Machine Learning
26 187 (11.10%) Scrum
27 178 (10.57%) Data Modelling
28 177 (10.51%) HTML
29 175 (10.39%) Apache Spark

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
1 261 (15.50%) SAS
2 175 (10.39%) Apache Spark
3 100 (5.94%) Elasticsearch
4 89 (5.29%) Apache Pig
5 50 (2.97%) Apache
6 29 (1.72%) IIS
7 25 (1.48%) Tomcat
8 19 (1.13%) SharePoint
9 15 (0.89%) CMS
10 13 (0.77%) Confluence
11 7 (0.42%) JBoss
12 6 (0.36%) Adobe Experience Manager
12 6 (0.36%) WebSphere
13 5 (0.30%) Apache Solr
13 5 (0.30%) Mule
13 5 (0.30%) WebLogic
14 3 (0.18%) Alfresco
14 3 (0.18%) Cloud Foundry
15 2 (0.12%) Jupyter
15 2 (0.12%) OpenStack
Applications
1 137 (8.14%) MS Excel
2 99 (5.88%) SPSS
3 36 (2.14%) MS PowerPoint
4 35 (2.08%) MS Office
5 19 (1.13%) Photoshop
6 14 (0.83%) MS Visio
6 14 (0.83%) Stata
7 11 (0.65%) MS Project
8 4 (0.24%) S-PLUS
8 4 (0.24%) Spreadsheet
9 3 (0.18%) InVision
10 2 (0.12%) EViews
10 2 (0.12%) SPSS Modeler
11 1 (0.059%) Adobe Illustrator
Business Applications
1 17 (1.01%) Dynamics CRM
2 11 (0.65%) SAP InfiniteInsight
3 9 (0.53%) Adobe Campaign
3 9 (0.53%) Dynamics AX
4 6 (0.36%) Dynamics NAV
4 6 (0.36%) SAP Oil and Gas
5 5 (0.30%) Cognos TM1
5 5 (0.30%) SAP ERP
6 4 (0.24%) Eloqua
7 3 (0.18%) Oracle BPM
7 3 (0.18%) Oracle ERP
7 3 (0.18%) SAP CO
7 3 (0.18%) SAP FI
7 3 (0.18%) SAP FI/CO
7 3 (0.18%) SAP GRC
8 2 (0.12%) Cognos Business Intelligence
8 2 (0.12%) GoldMine
8 2 (0.12%) SAP FSCM
8 2 (0.12%) SAP MM
8 2 (0.12%) SAP PS
Cloud Services
1 136 (8.08%) Amazon AWS
2 108 (6.41%) Microsoft Azure
3 55 (3.27%) Google Analytics
4 53 (3.15%) SaaS
5 27 (1.60%) Cloud Computing
6 21 (1.25%) Amazon EC2
7 20 (1.19%) GitHub
8 19 (1.13%) Adobe Analytics
8 19 (1.13%) Google Cloud Platform
9 18 (1.07%) Amazon EMR
10 17 (1.01%) Amazon S3
11 12 (0.71%) PaaS
12 9 (0.53%) Data Lake Analytics
12 9 (0.53%) Office 365
13 8 (0.48%) Azure Active Directory
13 8 (0.48%) IaaS
14 6 (0.36%) Amazon Kinesis
15 5 (0.30%) Amazon CloudWatch
16 4 (0.24%) AWS CloudFormation
16 4 (0.24%) Datadog
Communications & Networking
1 51 (3.03%) Internet
2 31 (1.84%) Firewall
3 23 (1.37%) HTTP
4 18 (1.07%) SSL
5 9 (0.53%) LDAP
5 9 (0.53%) Network Security
5 9 (0.53%) TCP/IP
6 8 (0.48%) DNS
6 8 (0.48%) LAN
6 8 (0.48%) Skype
7 7 (0.42%) VPN
7 7 (0.42%) WAN
8 5 (0.30%) DHCP
8 5 (0.30%) Intranet
8 5 (0.30%) Kerberos
8 5 (0.30%) SMTP
9 4 (0.24%) BGP
9 4 (0.24%) MPLS
9 4 (0.24%) OSPF
9 4 (0.24%) SAN
Database & Business Intelligence
1 499 (29.63%) Big Data
2 307 (18.23%) SQL Server
3 254 (15.08%) Hadoop
4 213 (12.65%) Data Warehouse
5 165 (9.80%) MongoDB
6 163 (9.68%) Relational Database
7 152 (9.03%) SQL Server Integration Services
8 151 (8.97%) QlikView
9 133 (7.90%) SQL Server Reporting Services
10 127 (7.54%) MySQL
11 120 (7.13%) NoSQL
12 104 (6.18%) Apache Hive
13 97 (5.76%) Power BI
14 83 (4.93%) Data Mining
15 82 (4.87%) RDBMS
16 59 (3.50%) SQL Server Analysis Services
17 53 (3.15%) Spotfire
18 52 (3.09%) BusinessObjects
19 40 (2.38%) PostgreSQL
20 36 (2.14%) Apache Cassandra
Development Applications
1 58 (3.44%) Git (software)
2 36 (2.14%) JIRA
3 23 (1.37%) Jenkins
4 21 (1.25%) Team Foundation Server
5 20 (1.19%) Visual Studio
6 18 (1.07%) Axure RP
7 14 (0.83%) TeamCity
8 12 (0.71%) Octopus Deploy
9 11 (0.65%) Selenium
10 10 (0.59%) SQL Server Management Studio (SSMS)
10 10 (0.59%) Subversion
11 9 (0.53%) Maven
11 9 (0.53%) Talend Open Studio
11 9 (0.53%) Toad
12 8 (0.48%) Ant
12 8 (0.48%) Gradle
13 6 (0.36%) JUnit
13 6 (0.36%) Oracle Forms
14 5 (0.30%) Oracle APEX
14 5 (0.30%) SoapUI
General
1 447 (26.54%) Finance
2 250 (14.85%) Marketing
3 159 (9.44%) Banking
4 109 (6.47%) Retail
5 50 (2.97%) Advertising
6 41 (2.43%) Front Office
6 41 (2.43%) Legal
7 40 (2.38%) Games
8 39 (2.32%) Military
9 37 (2.20%) Telecoms
10 31 (1.84%) Electronics
11 29 (1.72%) Investment Banking
12 26 (1.54%) Publishing
13 24 (1.43%) Pharmaceutical
14 22 (1.31%) Manufacturing
15 21 (1.25%) Back Office
16 20 (1.19%) Law
17 15 (0.89%) Corporate Banking
17 15 (0.89%) Retail Banking
18 14 (0.83%) Private Banking
Job Titles
1 343 (20.37%) Developer
2 342 (20.31%) Analyst
3 163 (9.68%) Architect
4 138 (8.19%) Data Analyst
5 129 (7.66%) Analytics Manager
6 123 (7.30%) Data Scientist
7 110 (6.53%) Consultant
8 107 (6.35%) Data Analytics Manager
9 105 (6.24%) Data Manager
10 83 (4.93%) Java Developer
11 80 (4.75%) Data Architect
12 78 (4.63%) SQL Analyst
13 66 (3.92%) Senior Developer
14 64 (3.80%) Data Consultant
15 60 (3.56%) Software Engineer
16 53 (3.15%) Business Analyst
17 51 (3.03%) Analytics Consultant
18 49 (2.91%) Data Analytics Consultant
19 46 (2.73%) Data Engineer
19 46 (2.73%) Senior Analyst
Libraries, Frameworks & Software Standards
1 177 (10.51%) HTML
2 151 (8.97%) CSS
3 150 (8.91%) AngularJS
4 126 (7.48%) .NET
5 110 (6.53%) HTML5
6 102 (6.06%) jQuery
7 93 (5.52%) Node.js
8 89 (5.29%) CSS3
9 80 (4.75%) Web Services
10 72 (4.28%) Spring
11 67 (3.98%) Middleware
12 62 (3.68%) XML
13 60 (3.56%) Java EE
14 59 (3.50%) JSON
15 58 (3.44%) Apache Camel
16 57 (3.38%) Hibernate
17 54 (3.21%) REST
18 39 (2.32%) ASP.NET
19 34 (2.02%) LAMP
20 30 (1.78%) .NET Framework
Miscellaneous
1 362 (21.50%) Analytical Skills
2 173 (10.27%) Computer Science
3 92 (5.46%) Algorithms
4 68 (4.04%) User Experience
5 59 (3.50%) Management Information System
6 45 (2.67%) Social Media
7 42 (2.49%) PKI
8 37 (2.20%) Fintech
9 36 (2.14%) Data Structures
10 35 (2.08%) Mobile App
11 30 (1.78%) Clustering
12 29 (1.72%) Internet of Things
13 22 (1.31%) NHS
14 21 (1.25%) Credit Risk
15 20 (1.19%) e-Learning
15 20 (1.19%) Enterprise Software
16 19 (1.13%) Data Centre
17 11 (0.65%) Cyberthreat
18 10 (0.59%) Embedded Systems
18 10 (0.59%) Virtual Team
Operating Systems
1 171 (10.15%) Linux
2 100 (5.94%) Windows
3 76 (4.51%) Unix
4 25 (1.48%) Android
5 24 (1.43%) Apple iOS
5 24 (1.43%) Windows Server
6 18 (1.07%) Windows Server 2008
7 16 (0.95%) Windows Server 2012
8 10 (0.59%) CentOS
9 6 (0.36%) Ubuntu
10 5 (0.30%) Red Hat Enterprise Linux
10 5 (0.30%) Solaris
11 4 (0.24%) AIX
11 4 (0.24%) Debian
11 4 (0.24%) HPUX
11 4 (0.24%) Mac OS X
11 4 (0.24%) Windows 10
12 2 (0.12%) Windows 7
12 2 (0.12%) Windows 8
12 2 (0.12%) Windows Server 2003
Processes & Methodologies
1 1684 (100.00%) Analytics
2 455 (27.02%) Agile Software Development
3 395 (23.46%) Business Intelligence
4 364 (21.62%) Visualisation
5 216 (12.83%) Mathematics
6 201 (11.94%) ETL
7 192 (11.40%) Data Visualisation
8 188 (11.16%) Big Data Analytics
8 188 (11.16%) Machine Learning
9 187 (11.10%) Scrum
10 178 (10.57%) Data Modelling
11 166 (9.86%) Data Analysis
12 147 (8.73%) TDD
13 146 (8.67%) Stakeholder Management
14 143 (8.49%) DevOps
15 134 (7.96%) Software Engineering
16 121 (7.19%) Data Management
17 119 (7.07%) Mentoring
18 113 (6.71%) Statistics
19 98 (5.82%) Project Management
Programming Languages
1 641 (38.06%) SQL
2 392 (23.28%) Python
3 305 (18.11%) Java
4 232 (13.78%) JavaScript
5 221 (13.12%) R
6 196 (11.64%) C#
7 154 (9.14%) C
8 101 (6.00%) T-SQL
9 98 (5.82%) Scala
10 92 (5.46%) C++
11 77 (4.57%) Perl
12 74 (4.39%) Ruby
13 60 (3.56%) VBA
14 38 (2.26%) PHP
15 37 (2.20%) MATLAB
15 37 (2.20%) PL/SQL
16 21 (1.25%) VB.NET
17 19 (1.13%) Bash Shell
17 19 (1.13%) VB
18 18 (1.07%) PowerShell
Qualifications
1 407 (24.17%) Degree
2 94 (5.58%) PhD
3 85 (5.05%) Security Cleared
4 54 (3.21%) DV Cleared
5 25 (1.48%) SC Cleared
6 23 (1.37%) Postgraduate
7 21 (1.25%) CISA
8 12 (0.71%) CIMA
9 11 (0.65%) Cisco Certification
9 11 (0.65%) ISEB
10 10 (0.59%) CCNP
10 10 (0.59%) ISTQB
11 9 (0.53%) CISSP
11 9 (0.53%) Microsoft Certification
12 7 (0.42%) CCNA
13 6 (0.36%) CISM
13 6 (0.36%) MCSA
13 6 (0.36%) MCSE
13 6 (0.36%) VMware Certified Professional (VCP)
14 4 (0.24%) RHCE
Quality Assurance & Compliance
1 105 (6.24%) Data Quality
2 35 (2.08%) QA
3 18 (1.07%) ISO 14001
3 18 (1.07%) ISO 9001
4 13 (0.77%) SLA
5 10 (0.59%) PMO
6 7 (0.42%) IFRS
6 7 (0.42%) IFRS 9
6 7 (0.42%) ISO/IEC 27001
6 7 (0.42%) MiFID
7 3 (0.18%) GDPR
7 3 (0.18%) Sarbanes-Oxley
8 2 (0.12%) GCP
8 2 (0.12%) HL7
8 2 (0.12%) IAS 39
9 1 (0.059%) CRD IV
9 1 (0.059%) FATCA
9 1 (0.059%) ISO20022
9 1 (0.059%) PCI DSS
9 1 (0.059%) Solvency II
System Software
1 89 (5.29%) VMware Infrastructure
2 59 (3.50%) Hyper-V
3 38 (2.26%) Docker
4 33 (1.96%) Active Directory
5 18 (1.07%) Firmware
6 17 (1.01%) HDFS
7 9 (0.53%) Virtual Machines
8 8 (0.48%) Oracle RAC
9 5 (0.30%) VirtualBox
9 5 (0.30%) vSphere
10 2 (0.12%) Slurm Workload Manager
10 2 (0.12%) Terminal Server
10 2 (0.12%) Terminal Services
10 2 (0.12%) XenServer
11 1 (0.059%) Apache Flume
11 1 (0.059%) EMC RecoverPoint
11 1 (0.059%) MetaFrame
11 1 (0.059%) VMware ESX
11 1 (0.059%) XenApp
11 1 (0.059%) XenDesktop
Systems Management
1 43 (2.55%) Ansible
2 36 (2.14%) Opscode Chef
3 35 (2.08%) Puppet
4 9 (0.53%) Kibana
5 7 (0.42%) Nagios
6 6 (0.36%) logstash
7 5 (0.30%) Kubernetes
7 5 (0.30%) Packer
8 4 (0.24%) HP Fortify
8 4 (0.24%) QRadar
9 3 (0.18%) Mesos
10 2 (0.12%) Backup Exec
10 2 (0.12%) Computer Emergency Response Teams
10 2 (0.12%) CSIRT
10 2 (0.12%) FortiGate
10 2 (0.12%) Nessus
10 2 (0.12%) Nexpose
10 2 (0.12%) Nmap
10 2 (0.12%) Salt
10 2 (0.12%) Terraform
Vendors
1 288 (17.10%) Tableau
2 272 (16.15%) Oracle
3 170 (10.10%) Microsoft
4 94 (5.58%) VMware
5 77 (4.57%) SAP
6 67 (3.98%) Google
7 40 (2.38%) Actimize
8 39 (2.32%) Teradata
9 35 (2.08%) Informatica
10 30 (1.78%) Cognos
11 25 (1.48%) IBM
12 23 (1.37%) Alteryx
13 22 (1.31%) Splunk
14 21 (1.25%) Cloudera
15 19 (1.13%) Cisco
15 19 (1.13%) MicroStrategy
15 19 (1.13%) Red Hat
16 18 (1.07%) ClickTale
17 17 (1.01%) Hortonworks
18 16 (0.95%) Salesforce.com
South East London
Franklin Bates
Salary: From £60,000 to £70,000 per annum £60,000 - £70,000
Posted: 7 hours ago
Leeds, West Yorkshire
Certes Computing Ltd
Salary: £40000 - £45000 per annum
Posted: 12 hours ago
South East London
Franklin Bates
Salary: From £50,000 to £65,000 per annum £50,000 - £65,000
Posted: 6 hours ago
London
Careerwise UK Limited
Salary: £50000 - £61000 per annum + benefits
Posted: 13 hours ago
South East London
Franklin Bates
Salary: From £65,000 to £75,000 per annum £65,000 - £75,000
Posted: 6 hours ago
Cambridge, Cambridgeshire
set2recruit
Salary: From £35,000 to £50,000 per annum DOE
Posted: 13 hours ago
London
TEKsystems
Salary: £55000 - £65000 per annum + bonus and benefits
Posted: 9 hours ago
London
Salt
Salary: £65000.00 - £75000.00 per annum
Posted: Yesterday
Warwick, Warwickshire
Nimbus Property Technologies
Salary: From £25,000 to £35,000 per annum
Posted: 9 hours ago
London
Codex
Salary: From £65,000 to £90,000 per annum
Posted: Yesterday
Chester, Cheshire
Oscar
Salary: £40000 - £45000 per annum + Benefits
Posted: Yesterday
London
Franklin Bates
Salary: From £40,000 to £85,000 per annum
Posted: 14 hours ago
Cambridge, Cambridgeshire
Empiric.com
Salary: From £36,000 to £55,000 per annum health + pension + 25 days holiday
Posted: 16 hours ago
London
Harvey Nash plc
Salary: £45000 - £80000 per annum
Posted: 7 hours ago
London
Square One Resources
Salary: Up to £100,000 per annum
Posted: 11 hours ago
London
Optima Connections
Salary: Up to £70,000 per annum + Bonus + Benefits
Posted: Yesterday
London
Client Server
Salary: £65k to £80k + bonus + benefits
Posted: 9 hours ago
Birmingham, West Midlands (County)
Opus Recruitment Solutions Ltd
Salary: Industry leading salary
Posted: Yesterday
City, London
Oliver Bernard
Salary: £60000 - £70000 per annum + Excellent benefits
Posted: 2 days ago
London
Claremont Consulting Ltd
Salary: From £40,000 to £45,000 per annum
Posted: 4 days ago
Bristol, Avon
Novate IT Ltd
Salary: £45000 - £70000 per annum + bonus + pension + benefits
Posted: Yesterday
London
E-synergy Solutions
Salary: £50000 - £70000 per week + Benefits
Posted: 15 hours ago
Sheffield, South Yorkshire
Hydrogen Group
Salary: £75000 - £95000.00 per annum
Posted: Yesterday
Runcorn, Cheshire
Applause IT Innovation
Salary: £18000 - £25000 per annum + bens
Posted: 3 days ago
South East London
Stratospherec
Salary: From £50,000 to £60,000 per annum excellent benefits package
Posted: Yesterday
Central London / West End
Stratospherec
Salary: Up to £70,000 per annum excellent benefits package
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 4 days ago
City, London
AlixPartners
Salary: Negotiable
Posted: 4 days ago
Derby, Derbyshire
Rullion
Posted: 5 days ago
London
Talent Point Ltd
Salary: £45000.00 - £65000.00 per annum
Posted: 4 days ago