The following table provides summary statistics for permanent job vacancies 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 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Data Analytics
UK
Rank 283 296 437
Rank change year-on-year +13 +141  
Permanent jobs citing Data Analytics 941 1111 671
As % of all permanent IT jobs advertised in the UK 1.11% 1.08% 0.64%
As % of the Processes & Methodologies category 1.24% 1.22% 0.73%
Number of salaries quoted 749 882 504
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 £87,500 £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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 75650 91140 91950
As % of all permanent IT job vacancies advertised in the UK 89.04% 88.53% 87.02%
Number of salaries quoted 62160 75461 74357
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year - +1.01%  
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Analytics
Job Vacancy Trend

The job posting trend of jobs advertised 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 the UK

Data Analytics
Salary Trend

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

Salary trend for Data Analytics in the UK

Data Analytics
Salary Histogram

The salary distribution of IT jobs citing Data Analytics over the 3 months to 24 March 2017.

Salary histogram for Data Analytics in the UK

Data Analytics
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analytics within the UK over the 3 months to 24 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
England +6 882 £55,000 -8.33% 118
London -4 542 £65,000 +1.56% 66
South East +58 112 £45,750 -16.81% 17
North West -2 64 £40,000 -15.78% 9
City of London +8 59 £81,250 +17.75% 13
Manchester +1 51 £40,000 -33.33% 6
South West +1 48 £50,000 +4.16% 8
East of England +16 46 £55,000 +10.00% 7
Yorkshire +8 40 £40,000 +3.22% 3
Berkshire +42 32 £50,000 +11.11% 5
Scotland +37 30 £45,000 -21.73% 4
Surrey +40 27 £62,500 +38.88% 5
Hertfordshire +11 25 £60,000 +20.00%
West Yorkshire +7 25 £42,500 +30.76% 3
East Midlands +10 22 £43,000 -14.00% 2
Leeds -3 22 £40,000 +23.07% 2
Gloucestershire -13 18 £50,000 -9.09% 4
Oxfordshire +2 17 £37,500 -38.27% 2
St Albans 0 15 £55,000 +115.68%
Glasgow +32 14 £52,500 -8.69%
Oxford +9 13 £40,000 -38.93% 1
Devon +6 12 £52,500 -56.25%
Edinburgh +5 12 £38,750 -22.50% 3
Bristol 0 12 £40,000 -2.43% 4
Reading +24 11 £42,500 +6.25% 2
Hampshire +20 11 £35,000 -26.31% 2
Nottingham +17 11 £38,750 -22.50%
Nottinghamshire +11 11 £38,750 -13.88%
Staines - 11 £50,000 - 1
Plymouth - 11 £52,500 -

Data Analytics
Top 30 Related IT Skills

For the 6 months to 24 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 with a requirement for Data Analytics.

1 1813 (100.00%) Analytics
2 687 (37.89%) SQL
3 547 (30.17%) Big Data
4 511 (28.19%) Agile Software Development
5 471 (25.98%) Finance
6 424 (23.39%) Business Intelligence
7 421 (23.22%) Degree
8 417 (23.00%) Python
9 385 (21.24%) Visualisation
10 382 (21.07%) Analytical Skills
11 340 (18.75%) Java
12 323 (17.82%) SQL Server
13 291 (16.05%) Tableau
14 282 (15.55%) Oracle
15 280 (15.44%) Marketing
16 276 (15.22%) Hadoop
17 269 (14.84%) SAS
18 253 (13.95%) JavaScript
19 237 (13.07%) Data Warehouse
20 232 (12.80%) R
21 218 (12.02%) Mathematics
22 212 (11.69%) Scrum
23 210 (11.58%) ETL
24 208 (11.47%) C#
25 204 (11.25%) Data Visualisation
26 198 (10.92%) Big Data Analytics
27 196 (10.81%) Machine Learning
28 189 (10.42%) HTML
28 189 (10.42%) Microsoft
29 188 (10.37%) Data Modelling

Data Analytics
Top Related IT Skills 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
1 269 (14.84%) SAS
2 179 (9.87%) Apache Spark
3 101 (5.57%) Elasticsearch
4 93 (5.13%) Apache Pig
5 55 (3.03%) Apache
6 31 (1.71%) Tomcat
7 28 (1.54%) IIS
8 24 (1.32%) SharePoint
9 22 (1.21%) JBoss
10 15 (0.83%) CMS
11 12 (0.66%) Confluence
12 6 (0.33%) Adobe Experience Manager
12 6 (0.33%) Apache Solr
12 6 (0.33%) Oracle SOA Suite
12 6 (0.33%) WebSphere
13 5 (0.28%) Mule
13 5 (0.28%) WebLogic
14 4 (0.22%) Alfresco
14 4 (0.22%) BizTalk Server
15 3 (0.17%) Cloud Foundry
Applications
1 147 (8.11%) MS Excel
2 103 (5.68%) SPSS
3 37 (2.04%) MS Office
4 36 (1.99%) MS PowerPoint
5 20 (1.10%) Photoshop
6 14 (0.77%) Stata
7 13 (0.72%) MS Visio
8 10 (0.55%) MS Project
9 4 (0.22%) S-PLUS
9 4 (0.22%) Spreadsheet
10 3 (0.17%) InVision
11 2 (0.11%) EViews
11 2 (0.11%) SPSS Modeler
12 1 (0.055%) Adobe Illustrator
Business Applications
1 21 (1.16%) Dynamics CRM
2 11 (0.61%) SAP InfiniteInsight
3 10 (0.55%) Dynamics AX
4 9 (0.50%) Adobe Campaign
5 6 (0.33%) SAP ERP
5 6 (0.33%) SAP Oil and Gas
6 5 (0.28%) Cognos TM1
7 4 (0.22%) Dynamics NAV
7 4 (0.22%) Eloqua
8 3 (0.17%) Oracle BPM
8 3 (0.17%) Oracle ERP
8 3 (0.17%) SAP CO
8 3 (0.17%) SAP FI
8 3 (0.17%) SAP FI/CO
8 3 (0.17%) SAP GRC
9 2 (0.11%) Maximo
9 2 (0.11%) SAP HR
9 2 (0.11%) SAP MM
9 2 (0.11%) SAP PS
9 2 (0.11%) SAP SD
Cloud Services
1 145 (8.00%) Amazon AWS
2 117 (6.45%) Microsoft Azure
3 65 (3.59%) Google Analytics
4 63 (3.47%) SaaS
5 33 (1.82%) Cloud Computing
6 25 (1.38%) GitHub
7 22 (1.21%) Amazon EC2
8 21 (1.16%) Adobe Analytics
8 21 (1.16%) Google Cloud Platform
9 19 (1.05%) Amazon EMR
10 18 (0.99%) Amazon S3
11 17 (0.94%) PaaS
12 10 (0.55%) Data Lake Analytics
12 10 (0.55%) IaaS
12 10 (0.55%) Office 365
13 8 (0.44%) Azure Active Directory
14 6 (0.33%) Amazon Kinesis
15 5 (0.28%) Amazon CloudWatch
16 4 (0.22%) AWS CloudFormation
16 4 (0.22%) Datadog
Communications & Networking
1 58 (3.20%) Internet
2 31 (1.71%) Firewall
3 23 (1.27%) HTTP
4 18 (0.99%) SSL
5 11 (0.61%) VPN
6 10 (0.55%) Network Security
7 8 (0.44%) LAN
7 8 (0.44%) LDAP
7 8 (0.44%) SAN
7 8 (0.44%) Skype
7 8 (0.44%) TCP/IP
8 7 (0.39%) WAN
8 7 (0.39%) WebEx
9 6 (0.33%) DNS
10 5 (0.28%) Intranet
10 5 (0.28%) SMTP
11 4 (0.22%) BGP
11 4 (0.22%) DHCP
11 4 (0.22%) MPLS
11 4 (0.22%) OSPF
Database & Business Intelligence
1 547 (30.17%) Big Data
2 323 (17.82%) SQL Server
3 276 (15.22%) Hadoop
4 237 (13.07%) Data Warehouse
5 178 (9.82%) MongoDB
6 172 (9.49%) Relational Database
7 156 (8.60%) QlikView
8 151 (8.33%) SQL Server Integration Services
9 134 (7.39%) SQL Server Reporting Services
10 130 (7.17%) MySQL
10 130 (7.17%) NoSQL
11 110 (6.07%) Apache Hive
12 98 (5.41%) Power BI
13 92 (5.07%) Data Mining
14 87 (4.80%) RDBMS
15 61 (3.36%) SQL Server Analysis Services
16 57 (3.14%) Spotfire
17 55 (3.03%) BusinessObjects
18 51 (2.81%) PostgreSQL
19 38 (2.10%) SQL Server 2008
Development Applications
1 58 (3.20%) Git (software)
2 35 (1.93%) JIRA
3 32 (1.77%) Team Foundation Server
4 23 (1.27%) Jenkins
5 20 (1.10%) Axure RP
5 20 (1.10%) Visual Studio
6 19 (1.05%) Talend Open Studio
7 14 (0.77%) TeamCity
8 12 (0.66%) Octopus Deploy
9 11 (0.61%) Selenium
10 10 (0.55%) Subversion
11 9 (0.50%) Maven
11 9 (0.50%) SQL Server Management Studio (SSMS)
11 9 (0.50%) Toad
12 8 (0.44%) Ant
12 8 (0.44%) Gradle
12 8 (0.44%) Oracle Forms
13 6 (0.33%) JUnit
13 6 (0.33%) Vagrant
13 6 (0.33%) Yeoman
General
1 471 (25.98%) Finance
2 280 (15.44%) Marketing
3 163 (8.99%) Banking
4 123 (6.78%) Retail
5 50 (2.76%) Advertising
6 49 (2.70%) Games
7 43 (2.37%) Telecoms
8 42 (2.32%) Legal
9 41 (2.26%) Front Office
10 39 (2.15%) Military
11 33 (1.82%) Electronics
12 31 (1.71%) Investment Banking
13 29 (1.60%) Publishing
14 26 (1.43%) Manufacturing
15 25 (1.38%) Pharmaceutical
16 23 (1.27%) Back Office
17 20 (1.10%) Law
18 15 (0.83%) Corporate Banking
18 15 (0.83%) Retail Banking
19 14 (0.77%) Private Banking
Job Titles
1 378 (20.85%) Developer
2 358 (19.75%) Analyst
3 171 (9.43%) Architect
4 144 (7.94%) Data Analyst
5 137 (7.56%) Analytics Manager
6 127 (7.00%) Data Scientist
7 120 (6.62%) Consultant
8 111 (6.12%) Data Analytics Manager
9 109 (6.01%) Data Manager
10 101 (5.57%) Java Developer
11 80 (4.41%) Data Architect
12 78 (4.30%) SQL Analyst
13 69 (3.81%) Software Engineer
14 67 (3.70%) Data Consultant
14 67 (3.70%) Senior Developer
15 54 (2.98%) Business Analyst
16 52 (2.87%) Analytics Consultant
17 50 (2.76%) Data Analytics Consultant
18 49 (2.70%) Business Intelligence Analyst
19 47 (2.59%) Software Developer
Libraries, Frameworks & Software Standards
1 189 (10.42%) HTML
2 162 (8.94%) CSS
3 156 (8.60%) AngularJS
4 140 (7.72%) .NET
5 119 (6.56%) HTML5
6 112 (6.18%) jQuery
7 102 (5.63%) Node.js
8 94 (5.18%) CSS3
9 93 (5.13%) Spring
10 85 (4.69%) Web Services
11 79 (4.36%) XML
12 78 (4.30%) Middleware
13 70 (3.86%) Java EE
14 67 (3.70%) Apache Camel
15 63 (3.47%) Hibernate
16 61 (3.36%) JSON
17 55 (3.03%) REST
18 40 (2.21%) ASP.NET
19 34 (1.88%) LAMP
20 32 (1.77%) D3.js
Miscellaneous
1 382 (21.07%) Analytical Skills
2 186 (10.26%) Computer Science
3 96 (5.30%) Algorithms
4 75 (4.14%) User Experience
5 68 (3.75%) Management Information System
6 47 (2.59%) Social Media
7 43 (2.37%) PKI
8 42 (2.32%) Data Structures
9 38 (2.10%) Fintech
9 38 (2.10%) Mobile App
10 34 (1.88%) Internet of Things
11 28 (1.54%) Clustering
12 22 (1.21%) Data Centre
13 21 (1.16%) Credit Risk
13 21 (1.16%) NHS
14 20 (1.10%) e-Learning
14 20 (1.10%) Enterprise Software
15 10 (0.55%) Cyberthreat
15 10 (0.55%) Embedded Systems
15 10 (0.55%) Virtual Team
Operating Systems
1 187 (10.31%) Linux
2 105 (5.79%) Windows
3 77 (4.25%) Unix
4 27 (1.49%) Windows Server
5 26 (1.43%) Android
6 25 (1.38%) Apple iOS
7 17 (0.94%) Windows Server 2008
8 16 (0.88%) Windows Server 2012
9 10 (0.55%) CentOS
10 7 (0.39%) Red Hat Enterprise Linux
11 6 (0.33%) Ubuntu
12 5 (0.28%) Solaris
13 4 (0.22%) AIX
13 4 (0.22%) Debian
13 4 (0.22%) HPUX
13 4 (0.22%) Mac OS X
14 3 (0.17%) Windows 10
15 2 (0.11%) Windows 8
16 1 (0.055%) Oracle Linux
16 1 (0.055%) Windows Server 2003
Processes & Methodologies
1 1813 (100.00%) Analytics
2 511 (28.19%) Agile Software Development
3 424 (23.39%) Business Intelligence
4 385 (21.24%) Visualisation
5 218 (12.02%) Mathematics
6 212 (11.69%) Scrum
7 210 (11.58%) ETL
8 204 (11.25%) Data Visualisation
9 198 (10.92%) Big Data Analytics
10 196 (10.81%) Machine Learning
11 188 (10.37%) Data Modelling
12 182 (10.04%) Data Analysis
13 157 (8.66%) TDD
14 153 (8.44%) Stakeholder Management
15 147 (8.11%) DevOps
16 146 (8.05%) Software Engineering
17 128 (7.06%) Data Management
18 120 (6.62%) Statistics
19 118 (6.51%) Mentoring
20 103 (5.68%) SDLC
Programming Languages
1 687 (37.89%) SQL
2 417 (23.00%) Python
3 340 (18.75%) Java
4 253 (13.95%) JavaScript
5 232 (12.80%) R
6 208 (11.47%) C#
7 153 (8.44%) C
8 99 (5.46%) T-SQL
9 98 (5.41%) Scala
10 95 (5.24%) C++
11 83 (4.58%) Ruby
12 81 (4.47%) Perl
13 63 (3.47%) VBA
14 49 (2.70%) PHP
15 42 (2.32%) PL/SQL
16 41 (2.26%) MATLAB
17 28 (1.54%) VB.NET
18 25 (1.38%) PowerShell
19 23 (1.27%) Bash Shell
20 21 (1.16%) VB
Qualifications
1 421 (23.22%) Degree
2 96 (5.30%) PhD
3 90 (4.96%) Security Cleared
4 54 (2.98%) DV Cleared
5 26 (1.43%) SC Cleared
6 23 (1.27%) Postgraduate
7 22 (1.21%) CISA
8 16 (0.88%) Microsoft Certification
9 13 (0.72%) ISEB
10 11 (0.61%) CIMA
10 11 (0.61%) Cisco Certification
10 11 (0.61%) ISTQB
11 10 (0.55%) CCNP
12 9 (0.50%) MCITP
13 8 (0.44%) CISSP
14 7 (0.39%) CCNA
14 7 (0.39%) MCTS
15 6 (0.33%) MCSA
15 6 (0.33%) MCSE
15 6 (0.33%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 110 (6.07%) Data Quality
2 38 (2.10%) QA
3 19 (1.05%) ISO 14001
3 19 (1.05%) ISO 9001
4 17 (0.94%) SLA
5 11 (0.61%) PMO
6 7 (0.39%) IFRS
6 7 (0.39%) IFRS 9
6 7 (0.39%) ISO/IEC 27001
6 7 (0.39%) MiFID
7 3 (0.17%) GCP
7 3 (0.17%) GDPR
7 3 (0.17%) Sarbanes-Oxley
8 2 (0.11%) HL7
8 2 (0.11%) IAS 39
9 1 (0.055%) Actionable Recommendations
9 1 (0.055%) CRD IV
9 1 (0.055%) FATCA
9 1 (0.055%) PCI DSS
9 1 (0.055%) Solvency II
System Software
1 94 (5.18%) VMware Infrastructure
2 64 (3.53%) Hyper-V
3 40 (2.21%) Docker
4 32 (1.77%) Active Directory
5 20 (1.10%) HDFS
6 19 (1.05%) Firmware
7 10 (0.55%) Virtual Machines
8 8 (0.44%) Oracle RAC
9 6 (0.33%) VirtualBox
10 5 (0.28%) vSphere
11 2 (0.11%) Terminal Server
11 2 (0.11%) Terminal Services
11 2 (0.11%) XenServer
12 1 (0.055%) Apache Flume
12 1 (0.055%) DFS Replication
12 1 (0.055%) EMC RecoverPoint
12 1 (0.055%) MetaFrame
12 1 (0.055%) Varnish
12 1 (0.055%) XenApp
12 1 (0.055%) XenDesktop
Systems Management
1 42 (2.32%) Ansible
2 34 (1.88%) Opscode Chef
3 33 (1.82%) Puppet
4 9 (0.50%) Kibana
5 7 (0.39%) Nagios
6 6 (0.33%) Kubernetes
6 6 (0.33%) logstash
7 5 (0.28%) Packer
8 4 (0.22%) HP Fortify
8 4 (0.22%) Mesos
8 4 (0.22%) Oozie
9 3 (0.17%) QRadar
10 2 (0.11%) Backup Exec
10 2 (0.11%) FortiGate
10 2 (0.11%) Nessus
10 2 (0.11%) Nexpose
10 2 (0.11%) Nmap
10 2 (0.11%) Salt
10 2 (0.11%) Terraform
11 1 (0.055%) EMC NetWorker
Vendors
1 291 (16.05%) Tableau
2 282 (15.55%) Oracle
3 189 (10.42%) Microsoft
4 98 (5.41%) VMware
5 83 (4.58%) Google
6 78 (4.30%) SAP
7 41 (2.26%) Teradata
8 38 (2.10%) Actimize
9 35 (1.93%) Informatica
10 30 (1.65%) Cognos
11 29 (1.60%) MicroStrategy
12 28 (1.54%) IBM
13 26 (1.43%) Cisco
14 22 (1.21%) Red Hat
14 22 (1.21%) Splunk
15 21 (1.16%) Alteryx
15 21 (1.16%) Cloudera
15 21 (1.16%) Hortonworks
16 19 (1.05%) ClickTale
16 19 (1.05%) Talend
London
Claremont Consulting Ltd
Salary: From £40,000 to £45,000 per annum
Posted: 1 hour ago
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 5 hours ago
Reading, Berkshire
Claremont Consulting Ltd
Salary: From £50,000 to £60,000 per annum
Posted: 3 hours ago
Dursley, Gloucestershire
Claremont Consulting Ltd
Salary: From £36,000 to £45,000 per annum
Posted: 4 hours ago
City, London
Software Personnel International Ltd
Salary: From £40,000 to £55,000 per annum
Posted: 7 hours ago
City, London
Software Personnel International Ltd
Posted: 7 hours ago
Derby, Derbyshire
Rullion
Posted: 22 hours ago
Reading, Berkshire
Claremont Consulting Ltd
Salary: From £40,000 to £55,000 per annum Benefits
Posted: 3 hours ago
Buckinghamshire
HAYS INFORMATION TECHNOLOGY
Salary: £50000.00 - £60000.00 per annum + Bonus + Benefits
Posted: Yesterday
Gloucester, Gloucestershire
Proactive Appointments
Salary: £36000 - £45000 per annum + Brilliant Benefits
Posted: 20 hours ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: Yesterday
Ipswich, Suffolk
Evolution Recruitment Solutions
Salary: 40000 - 60000 + excellent benefits
Posted: 22 hours ago
London
Harvey Nash plc
Salary: £45000 - £70000 per annum
Posted: 21 hours ago
Bristol, Avon
X4 Group
Salary: £45k - 60k per year
Posted: 20 hours ago
Surbiton, Surrey
Quant Capital
Salary: Up to £50,000 per annum + benefits
Posted: Yesterday
London
onezeero.
Salary: £90000 - £110000 per annum
Posted: Yesterday
London
Harris Global
Salary: From £55,000 to £60,000 per annum
Posted: 3 days ago
East London
Lorien Resourcing
Salary: £60000 - £75000 per annum + Car Allow + Bonus + Benefits
Posted: 2 days ago
East London
Lorien Resourcing
Salary: £65000 - £75000 per annum + Car Allow + Bonus + Benefits
Posted: 2 days ago
Warrington, Cheshire
Actis Recruitment.
Salary: From £35,000 to £45,000 per annum + bonus + bens
Posted: 2 days ago
Central London / West End
Trust In Soda
Salary: From £40,000 to £65,000 per annum
Posted: 2 days ago
London
Seven Recruitment
Salary: From £65,000 to £75,000 per annum
Posted: Yesterday
West London
Nationwide People Ltd
Salary: £50000 - £60000 Per Annum + £6K Profit Share + GOOD Bens
Posted: 4 days ago
Leeds, West Yorkshire
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 2 days ago
Croydon, Surrey
Client Server
Salary: £50k to £60k + bonus + benefits
Posted: 2 days ago
Oxfordshire
Searchability
Salary: £60000 - £90000 per annum + Benefits
Posted: 3 days ago
UK
Martin & Conley
Salary: £100000 - £120000 per annum + Benefits!
Posted: 3 days ago
City, London
Quant Capital
Salary: Up to £90,000 per annum Bonus Medical Pension
Posted: Yesterday
Fareham, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £30000 - £40000 per annum + 15% bonus, pension, healthcare
Posted: 2 days ago
Warrington, Cheshire
Searchability
Salary: £30000 - £45000 per annum + Benefits
Posted: 3 days ago