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 25 June 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
UK
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 263 257 361
Rank change year-on-year -6 +104  
Permanent jobs citing Data Analytics 1110 1250 942
As % of all permanent IT jobs advertised in the UK 1.26% 1.29% 0.85%
As % of the Processes & Methodologies category 1.40% 1.45% 0.97%
Number of salaries quoted 805 1074 680
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 £34,850 £37,500 £35,000
10% offered a salary of more than £88,250 £85,000 £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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 79039 86328 97439
As % of all permanent IT job vacancies advertised in the UK 89.73% 88.92% 88.03%
Number of salaries quoted 63711 72121 79644
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 £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

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 25 June 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 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
England -8 1045 £55,000 -8.33% 138
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
Manchester +34 77 £50,000 -1.96% 9
City of London +7 65 £67,500 - 19
West Midlands +43 53 £41,500 -32.68% 6
Buckinghamshire +16 35 £47,000 +6.81% 2
South West -48 35 £47,500 -5.00% 4
Berkshire +35 34 £55,000 -18.51% 2
East of England -27 34 £47,000 -21.66% 6
Scotland +5 30 £42,500 -39.28% 11
Yorkshire -3 27 £43,250 -11.73% 6
Surrey +29 22 £46,250 +8.82% 2
Milton Keynes 0 21 £37,500 -15.73% 1
Shropshire +29 20 £47,500 -24.96% 2
Telford +21 20 £47,500 -24.96% 2
Edinburgh -12 20 £41,250 -44.25% 5
East Midlands +15 19 £35,000 -46.15% 3
Hampshire +7 18 £42,500 +11.84% 1
Gloucestershire -12 17 £40,500 -25.00% 1
Oxfordshire -9 16 £40,000 -37.25% 2
West Yorkshire -11 16 £42,500 -14.14% 5
Hertfordshire -28 16 £47,000 -21.66% 2
Leeds -16 15 £42,500 -14.14% 5
Cheshire -19 15 £45,000 +45.16% 3
Reading +15 13 £40,000 -42.85%
Fareham +32 12 £42,500 +88.88% 1
Oxford -4 12 £40,000 -38.46% 2
Bristol -28 12 £62,500 +42.85% 3

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 with a requirement for Data Analytics.

1 2052 (100.00%) Analytics
2 823 (40.11%) SQL
3 645 (31.43%) Finance
4 562 (27.39%) Agile Software Development
5 546 (26.61%) Big Data
6 524 (25.54%) Business Intelligence
7 498 (24.27%) Python
8 475 (23.15%) Analytical Skills
9 412 (20.08%) Degree
10 408 (19.88%) Java
11 402 (19.59%) Visualisation
12 343 (16.72%) Tableau
13 319 (15.55%) Oracle
14 307 (14.96%) SQL Server
15 295 (14.38%) JavaScript
16 290 (14.13%) Data Warehouse
17 286 (13.94%) R
18 285 (13.89%) Marketing
19 279 (13.60%) Hadoop
20 274 (13.35%) Data Analysis
21 261 (12.72%) SAS
22 251 (12.23%) Data Modelling
23 246 (11.99%) Banking
24 244 (11.89%) Linux
25 243 (11.84%) ETL
26 234 (11.40%) Microsoft Excel
27 232 (11.31%) Machine Learning
28 222 (10.82%) Data Visualisation
29 221 (10.77%) Microsoft
30 217 (10.58%) Big Data Analytics

Data Analytics
Co-occurring 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
1 261 (12.72%) SAS
2 188 (9.16%) Apache Spark
3 67 (3.27%) Elasticsearch
4 57 (2.78%) Apache
5 54 (2.63%) Apache Pig
6 52 (2.53%) Tomcat
7 36 (1.75%) IIS
8 30 (1.46%) JBoss
9 28 (1.36%) SharePoint
10 21 (1.02%) Confluence
11 20 (0.97%) Oracle SOA Suite
12 15 (0.73%) Apache Solr
13 13 (0.63%) OpenStack
14 10 (0.49%) CMS
15 6 (0.29%) WebSphere
16 5 (0.24%) WebLogic
17 4 (0.19%) ArcGIS
18 3 (0.15%) BizTalk Server
18 3 (0.15%) Oracle Workflow
19 2 (0.097%) MS Exchange
Applications
1 234 (11.40%) Microsoft Excel
2 118 (5.75%) SPSS
3 56 (2.73%) Microsoft PowerPoint
4 44 (2.14%) Microsoft Office
5 18 (0.88%) Spreadsheet
6 13 (0.63%) Photoshop
7 12 (0.58%) MS Visio
8 11 (0.54%) Microsoft Project
9 3 (0.15%) GIMP
9 3 (0.15%) S-PLUS
9 3 (0.15%) SPSS Modeler
9 3 (0.15%) Stata
10 1 (0.049%) EViews
10 1 (0.049%) GNU Octave
10 1 (0.049%) Weka
Business Applications
1 31 (1.51%) Actimize
2 20 (0.97%) SAP InfiniteInsight
3 16 (0.78%) Dynamics CRM
4 14 (0.68%) SAP ERP
5 13 (0.63%) Dynamics AX
5 13 (0.63%) SAP Oil and Gas
6 12 (0.58%) Dynamics NAV
7 8 (0.39%) SAP CO
7 8 (0.39%) SAP FI
7 8 (0.39%) SAP FI/CO
7 8 (0.39%) SAP FSCM
7 8 (0.39%) SAP MM
7 8 (0.39%) SAP PS
7 8 (0.39%) SAP SD
8 7 (0.34%) FastStats
9 6 (0.29%) Adobe Campaign
10 5 (0.24%) Cognos TM1
11 4 (0.19%) SAP GRC
12 3 (0.15%) Eloqua
12 3 (0.15%) SAP HR
Cloud Services
1 177 (8.63%) Amazon AWS
2 156 (7.60%) Microsoft Azure
3 51 (2.49%) Google Analytics
4 47 (2.29%) SaaS
5 24 (1.17%) Google Cloud Platform
6 23 (1.12%) Cloud Computing
7 22 (1.07%) Amazon EMR
8 20 (0.97%) GitHub
9 17 (0.83%) Adobe Analytics
10 15 (0.73%) Amazon EC2
10 15 (0.73%) Office 365
11 11 (0.54%) Amazon S3
12 9 (0.44%) PaaS
13 6 (0.29%) Google Tag Manager
14 4 (0.19%) Azure Machine Learning
15 3 (0.15%) Amazon CloudWatch
15 3 (0.15%) Amazon Kinesis
15 3 (0.15%) AWS CloudFormation
15 3 (0.15%) Azure Data Factory
15 3 (0.15%) Data Lake Analytics
Communications & Networking
1 47 (2.29%) Internet
2 40 (1.95%) Firewall
3 35 (1.71%) Network Security
4 19 (0.93%) HTTP
5 14 (0.68%) DNS
6 13 (0.63%) TCP/IP
7 12 (0.58%) Intranet
7 12 (0.58%) WAN
8 11 (0.54%) SSL
8 11 (0.54%) VPN
9 8 (0.39%) LAN
9 8 (0.39%) SAN
10 7 (0.34%) Kerberos
10 7 (0.34%) LDAP
11 6 (0.29%) MPLS
12 5 (0.24%) Cisco ASA
12 5 (0.24%) Cisco PIX
12 5 (0.24%) DHCP
12 5 (0.24%) SMTP
12 5 (0.24%) Wireless
Database & Business Intelligence
1 546 (26.61%) Big Data
2 307 (14.96%) SQL Server
3 290 (14.13%) Data Warehouse
4 279 (13.60%) Hadoop
5 169 (8.24%) MongoDB
6 158 (7.70%) QlikView
7 155 (7.55%) NoSQL
8 152 (7.41%) SQL Server Integration Services
9 146 (7.12%) Relational Database
10 122 (5.95%) SQL Server Reporting Services
11 102 (4.97%) Apache Hive
12 93 (4.53%) PostgreSQL
13 91 (4.43%) BusinessObjects
14 86 (4.19%) Data Mining
14 86 (4.19%) MySQL
15 83 (4.04%) Power BI
16 72 (3.51%) Apache Cassandra
17 67 (3.27%) SQL Server Analysis Services
18 61 (2.97%) Spotfire
19 60 (2.92%) RDBMS
Development Applications
1 86 (4.19%) Git (software)
2 58 (2.83%) Jenkins
3 47 (2.29%) JIRA
4 41 (2.00%) Maven
5 28 (1.36%) Sonatype Nexus
5 28 (1.36%) Team Foundation Server
6 27 (1.32%) JUnit
7 23 (1.12%) Subversion
8 22 (1.07%) Mockito
9 18 (0.88%) Talend Open Studio
10 17 (0.83%) TeamCity
11 16 (0.78%) Bitbucket
12 15 (0.73%) Axure RP
12 15 (0.73%) gulp
13 13 (0.63%) Eclipse
13 13 (0.63%) Selenium
14 12 (0.58%) SQL Server Management Studio (SSMS)
15 11 (0.54%) Vagrant
16 10 (0.49%) Gradle
16 10 (0.49%) Grunt
General
1 645 (31.43%) Finance
2 285 (13.89%) Marketing
3 246 (11.99%) Banking
4 187 (9.11%) Retail
5 117 (5.70%) Investment Banking
6 100 (4.87%) Retail Banking
7 50 (2.44%) Front Office
8 47 (2.29%) Manufacturing
8 47 (2.29%) Publishing
9 44 (2.14%) Telecoms
10 37 (1.80%) Legal
11 34 (1.66%) Games
12 32 (1.56%) Law
13 30 (1.46%) Electronics
14 26 (1.27%) Advertising
15 25 (1.22%) Automotive
16 22 (1.07%) Corporate Banking
16 22 (1.07%) Private Banking
17 18 (0.88%) Pharmaceutical
18 15 (0.73%) Military
Job Titles
1 442 (21.54%) Developer
2 414 (20.18%) Analyst
3 185 (9.02%) Consultant
4 173 (8.43%) Data Analyst
5 148 (7.21%) Analytics Manager
6 129 (6.29%) Data Scientist
7 127 (6.19%) Architect
8 122 (5.95%) Data Analytics Manager
9 119 (5.80%) Data Manager
10 103 (5.02%) Java Developer
11 92 (4.48%) Analytics Consultant
12 83 (4.04%) SQL Analyst
13 81 (3.95%) Data Consultant
14 79 (3.85%) Senior Developer
15 76 (3.70%) Data Architect
16 72 (3.51%) Data Analytics Consultant
17 58 (2.83%) Senior Manager
18 57 (2.78%) Business Analyst
18 57 (2.78%) Business Intelligence Developer
18 57 (2.78%) Senior Analyst
Libraries, Frameworks & Software Standards
1 186 (9.06%) HTML
2 155 (7.55%) .NET
3 148 (7.21%) CSS
4 129 (6.29%) AngularJS
5 97 (4.73%) HTML5
6 88 (4.29%) Node.js
7 86 (4.19%) jQuery
8 82 (4.00%) Web Services
9 77 (3.75%) XML
10 70 (3.41%) CSS3
10 70 (3.41%) RESTful
11 69 (3.36%) Spring
12 57 (2.78%) ASP.NET
12 57 (2.78%) JSON
13 56 (2.73%) Kafka
14 53 (2.58%) React
15 48 (2.34%) Middleware
15 48 (2.34%) REST
16 39 (1.90%) ASP.NET MVC
17 37 (1.80%) .NET Framework
Miscellaneous
1 475 (23.15%) Analytical Skills
2 169 (8.24%) Computer Science
3 96 (4.68%) User Experience
4 95 (4.63%) Management Information System
5 94 (4.58%) Algorithms
6 71 (3.46%) Greenfield Project
7 57 (2.78%) Social Media
8 53 (2.58%) Enterprise Software
9 36 (1.75%) Fintech
10 31 (1.51%) Data Centre
10 31 (1.51%) Data Structures
11 29 (1.41%) Internet of Things
11 29 (1.41%) NHS
12 28 (1.36%) Mobile App
13 23 (1.12%) Clustering
13 23 (1.12%) Public Cloud
14 20 (0.97%) Security Operations Centre
15 18 (0.88%) Blog
16 17 (0.83%) PKI
17 16 (0.78%) Derivative
Operating Systems
1 244 (11.89%) Linux
2 147 (7.16%) Windows
3 142 (6.92%) Unix
4 53 (2.58%) Windows Server
5 23 (1.12%) Android
6 20 (0.97%) Apple iOS
7 19 (0.93%) Windows Server 2008
8 18 (0.88%) Windows Server 2012
9 8 (0.39%) CentOS
9 8 (0.39%) Ubuntu
10 7 (0.34%) AIX
10 7 (0.34%) HPUX
10 7 (0.34%) Windows 10
11 4 (0.19%) Kali Linux
11 4 (0.19%) Mac OS X
11 4 (0.19%) Solaris
11 4 (0.19%) Windows 7
12 3 (0.15%) Mac OS
12 3 (0.15%) Red Hat Enterprise Linux
13 2 (0.097%) Windows 8
Processes & Methodologies
1 2052 (100.00%) Analytics
2 562 (27.39%) Agile Software Development
3 524 (25.54%) Business Intelligence
4 402 (19.59%) Visualisation
5 274 (13.35%) Data Analysis
6 251 (12.23%) Data Modelling
7 243 (11.84%) ETL
8 232 (11.31%) Machine Learning
9 222 (10.82%) Data Visualisation
10 217 (10.58%) Big Data Analytics
11 184 (8.97%) Data Management
12 178 (8.67%) Mathematics
13 165 (8.04%) Scrum
14 154 (7.50%) TDD
15 149 (7.26%) Stakeholder Management
16 140 (6.82%) DevOps
17 139 (6.77%) Open Source
18 131 (6.38%) Statistics
19 123 (5.99%) Project Management
19 123 (5.99%) Software Engineering
Programming Languages
1 823 (40.11%) SQL
2 498 (24.27%) Python
3 408 (19.88%) Java
4 295 (14.38%) JavaScript
5 286 (13.94%) R
6 172 (8.38%) C#
7 133 (6.48%) C
8 132 (6.43%) Scala
9 102 (4.97%) C++
10 89 (4.34%) Perl
11 87 (4.24%) T-SQL
12 67 (3.27%) PL/SQL
13 64 (3.12%) VBA
14 53 (2.58%) Bash Shell
15 46 (2.24%) MATLAB
16 44 (2.14%) PHP
17 41 (2.00%) Ruby
18 22 (1.07%) VB
18 22 (1.07%) VB.NET
19 21 (1.02%) PowerShell
Qualifications
1 412 (20.08%) Degree
2 103 (5.02%) Security Cleared
3 85 (4.14%) PhD
4 78 (3.80%) Numerate Degree
5 68 (3.31%) Computer Science Degree
6 62 (3.02%) SC Cleared
7 60 (2.92%) Master's Degree
8 47 (2.29%) DV Cleared
9 29 (1.41%) CISA
10 19 (0.93%) CIMA
11 16 (0.78%) Microsoft Certification
11 16 (0.78%) Postgraduate
12 15 (0.73%) CISSP
13 13 (0.63%) Cisco Certification
14 11 (0.54%) CISM
15 9 (0.44%) CCNP
15 9 (0.44%) ISEB
16 8 (0.39%) CITP
16 8 (0.39%) MCSE
17 7 (0.34%) ISSAP
Quality Assurance & Compliance
1 147 (7.16%) Data Quality
2 34 (1.66%) QA
3 20 (0.97%) ISO/IEC 27001
4 17 (0.83%) PMO
5 15 (0.73%) SLA
6 11 (0.54%) GDPR
6 11 (0.54%) ISO 14001
6 11 (0.54%) ISO 9001
7 10 (0.49%) PCI DSS
8 7 (0.34%) Sarbanes-Oxley
9 4 (0.19%) Solvency II
10 3 (0.15%) FATCA
10 3 (0.15%) GCP
11 2 (0.097%) Actionable Recommendations
11 2 (0.097%) ISO/IEC 27005
12 1 (0.049%) Cyber Essentials
12 1 (0.049%) Disclosure Scotland
System Software
1 72 (3.51%) Docker
2 61 (2.97%) VMware Infrastructure
3 44 (2.14%) Active Directory
4 35 (1.71%) Hyper-V
5 20 (0.97%) HDFS
6 15 (0.73%) Oracle RAC
7 11 (0.54%) Firmware
8 10 (0.49%) Apache Flume
9 7 (0.34%) Slurm Workload Manager
10 6 (0.29%) Virtual Machines
11 5 (0.24%) Microsoft App-V
11 5 (0.24%) VirtualBox
11 5 (0.24%) vSphere
12 4 (0.19%) Snort
13 2 (0.097%) Apache ZooKeeper
13 2 (0.097%) Terminal Server
13 2 (0.097%) VMware ESXi
14 1 (0.049%) LXC
14 1 (0.049%) XenApp
14 1 (0.049%) XenServer
Systems Management
1 43 (2.10%) Ansible
1 43 (2.10%) Puppet
2 30 (1.46%) Opscode Chef
3 19 (0.93%) Terraform
4 9 (0.44%) Data Guard
4 9 (0.44%) Kibana
4 9 (0.44%) Oracle Enterprise Manager
4 9 (0.44%) Oracle RMAN
5 8 (0.39%) Grafana
6 5 (0.24%) Kubernetes
6 5 (0.24%) Packer
6 5 (0.24%) SCCM
7 4 (0.19%) logstash
8 3 (0.15%) Marathon
8 3 (0.15%) Nmap
8 3 (0.15%) QRadar
9 2 (0.097%) Backup Exec
9 2 (0.097%) HP Quality Center
9 2 (0.097%) Nagios
9 2 (0.097%) Nessus
Vendors
1 343 (16.72%) Tableau
2 319 (15.55%) Oracle
3 221 (10.77%) Microsoft
4 131 (6.38%) SAP
5 76 (3.70%) VMware
6 70 (3.41%) Splunk
7 64 (3.12%) Google
8 63 (3.07%) Alteryx
8 63 (3.07%) Informatica
9 46 (2.24%) Cloudera
10 40 (1.95%) Cisco
11 39 (1.90%) Cognizant
12 33 (1.61%) IBM
13 27 (1.32%) TIBCO
14 26 (1.27%) Teradata
15 25 (1.22%) Red Hat
16 24 (1.17%) Cognos
17 21 (1.02%) Hortonworks
18 18 (0.88%) Salesforce.com
18 18 (0.88%) 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: 2 days ago
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: 3 days ago
Nottingham, Nottinghamshire
Oscar
Salary: £35000 - £40000 per annum
Posted: 4 days ago
Surbiton, Surrey
Quant Capital
Salary: Unspecified Very competitive + benefits
Posted: 2 days ago
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: 4 days ago
City, London
ANSON MCCADE
Salary: £50,000- £90,000
Posted: 4 days ago
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £15500.00 per annum + Benefits
Posted: 6 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: 5 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