The table below looks at the statistics for Data Analytics skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Analytics over the 3 months to 26 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
26 Sep 2016
Same period 2015 Same period 2014
Data Analytics
Rank 277 350 526
Rank change year-on-year
+73 +176
Permanent jobs citing Data Analytics 1110 953 532
As % of all permanent IT jobs located in the UK 1.16% 0.88% 0.47%
As % of the Processes & Methodologies category 1.31% 1.01% 0.55%
Number of salaries quoted 927 781 442
Median salary £55,000 £57,500 £52,500
Median salary % change year-on-year
-4.34% +9.52%
90% offered a salary of more than £35,000 £37,000 £29,559
10% offered a salary of more than £90,000 £85,000 £81,900
UK excluding London median salary £50,000 £48,452 £45,000
% change year-on-year
+3.19% +7.67%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84459 94716 97476
As % of all permanent IT jobs located in the UK 88.26% 87.50% 85.31%
Number of salaries quoted 70336 78260 78020
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analytics
Jobs Demand Trend

The demand trend of job ads citing Data Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analytics Jobs Demand Trend 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 within the UK.

Data Analytics Salary Trend in the UK

Data Analytics
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Analytics over the 3 months to 26 September 2016 within the UK.

Data Analytics Salary Histogram 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 26 September 2016. 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
(Click see detailed
statistics and trends)
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 +73 1057 £56,750 -1.30% 142
London +30 638 £62,500 +4.16% 78
South East +95 139 £55,000 +18.91% 19
City of London +38 107 £70,000 +27.27% 16
East of England +61 69 £55,000 +17.02% 15
South West +8 64 £50,000 +8.10% 10
North West +42 50 £47,250 +28.57% 14
Yorkshire +54 45 £52,500 +16.66%
West Yorkshire +60 44 £52,500 +28.04%
Leeds +57 39 £50,000 +21.95%
Manchester +15 36 £50,000 +47.05% 12
Berkshire +14 36 £60,000 +33.33% 7
Surrey +32 34 £50,000 -9.09% 8
Cambridgeshire +25 33 £55,000 +22.22% 10
West Midlands -12 31 £45,000 -14.28% 3
Gloucestershire 0 28 £49,750 +4.73% 4
Reading +16 25 £70,000 +55.55% 3
Hertfordshire +23 23 £55,000 +10.00% 3
Hampshire +25 22 £62,500 +17.37% 1
Cambridge +22 22 £55,000 +22.22% 10
Scotland -9 22 £45,000 -20.35% 3
Oxfordshire +23 21 £55,000 +107.54% 1
Birmingham -10 20 £40,000 -30.43% 1
Devon +19 19 £50,000 +11.11%
Buckinghamshire +29 14 £35,000 -5.40% 1
Milton Keynes +26 13 £35,000 -6.66% 1
Edinburgh +16 13 £45,000 -
Staines +9 12 - - 2
Exeter - 12 £50,000 -
East Midlands +18 11 £45,000 -21.73% 2

Data Analytics
Top 30 Related IT Skills

For the 6 months to 26 September 2016, 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 2358 (100.00%) Analytics
2 909 (38.55%) Big Data
3 902 (38.25%) SQL
4 698 (29.60%) Business Intelligence
5 691 (29.30%) Finance
6 574 (24.34%) Python
7 566 (24.00%) Degree
8 553 (23.45%) Analytical Skills
9 538 (22.82%) Agile Software Development
10 509 (21.59%) Hadoop
11 467 (19.80%) Java
12 440 (18.66%) Visualisation
13 384 (16.28%) SQL Server
13 384 (16.28%) Big Data Analytics
14 376 (15.95%) SAS
15 311 (13.19%) Tableau
16 306 (12.98%) R
17 304 (12.89%) ETL
18 302 (12.81%) Machine Learning
19 298 (12.64%) Oracle
20 297 (12.60%) Computer Science
21 292 (12.38%) Marketing
22 287 (12.17%) Data Visualisation
23 285 (12.09%) Data Warehouse
24 262 (11.11%) Microsoft
25 259 (10.98%) Data Analysis
26 258 (10.94%) NoSQL
27 250 (10.60%) JavaScript
28 246 (10.43%) Data Modelling
28 246 (10.43%) Amazon AWS

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
1 376 (15.95%) SAS
2 227 (9.63%) Apache Spark
3 119 (5.05%) Apache Pig
4 74 (3.14%) Elasticsearch
5 66 (2.80%) Apache
6 26 (1.10%) IIS
6 26 (1.10%) SharePoint
7 23 (0.98%) Tomcat
8 21 (0.89%) Apache Solr
8 21 (0.89%) CMS
9 17 (0.72%) Skype for Business
10 13 (0.55%) JBoss
11 12 (0.51%) MS Exchange
12 7 (0.30%) GlassFish
12 7 (0.30%) WordPress
13 6 (0.25%) Documentum
13 6 (0.25%) Exchange Server 2010
13 6 (0.25%) WebLogic
14 5 (0.21%) Exchange Server 2013
14 5 (0.21%) OpenStack
Applications
1 177 (7.51%) MS Excel
2 162 (6.87%) SPSS
3 51 (2.16%) MS Office
4 33 (1.40%) MS PowerPoint
5 28 (1.19%) MS Visio
6 9 (0.38%) MS Project
7 8 (0.34%) Photoshop
8 7 (0.30%) Spreadsheet
9 4 (0.17%) GNU Octave
10 3 (0.13%) Stata
11 2 (0.085%) Gephi
11 2 (0.085%) S-PLUS
12 1 (0.042%) Mathcad
12 1 (0.042%) Mathematica
Business Applications
1 22 (0.93%) SAP Oil and Gas
2 17 (0.72%) Adobe Campaign
3 15 (0.64%) Cognos TM1
3 15 (0.64%) Oracle EBS
4 14 (0.59%) Cognos Business Intelligence
4 14 (0.59%) Dynamics CRM
5 12 (0.51%) Cognos Controller
6 8 (0.34%) Salesforce.com CRM
7 5 (0.21%) Eloqua
7 5 (0.21%) WebTrends
8 4 (0.17%) Oracle HRMS
9 3 (0.13%) FastStats
9 3 (0.13%) Oracle AML
9 3 (0.13%) Oracle Financials
9 3 (0.13%) SAP Business One
10 2 (0.085%) SAP InfiniteInsight
10 2 (0.085%) Unica
11 1 (0.042%) Dynamics AX
11 1 (0.042%) Dynamics NAV
11 1 (0.042%) SAP MDM
Cloud Services
1 246 (10.43%) Amazon AWS
2 108 (4.58%) Microsoft Azure
3 54 (2.29%) SaaS
4 42 (1.78%) GitHub
4 42 (1.78%) Google Analytics
5 41 (1.74%) Amazon EC2
6 33 (1.40%) Amazon S3
7 28 (1.19%) Cloud Computing
8 20 (0.85%) PaaS
9 19 (0.81%) Amazon EMR
9 19 (0.81%) IBM Cloud
9 19 (0.81%) Office 365
10 18 (0.76%) AWS OpsWorks
11 17 (0.72%) Google Cloud Platform
11 17 (0.72%) IaaS
12 16 (0.68%) Adobe Analytics
13 9 (0.38%) Amazon Kinesis
14 8 (0.34%) Force.com
15 7 (0.30%) Heroku
16 5 (0.21%) AWS CloudFormation
Communications & Networking
1 90 (3.82%) Internet
2 39 (1.65%) Firewall
3 38 (1.61%) HTTP
4 19 (0.81%) DNS
5 17 (0.72%) NetScaler
6 15 (0.64%) VPN
7 14 (0.59%) DHCP
8 13 (0.55%) TCP/IP
9 11 (0.47%) FTP
9 11 (0.47%) SAN
10 10 (0.42%) SSL
11 8 (0.34%) Wireless
12 7 (0.30%) ATM
12 7 (0.30%) NAS
12 7 (0.30%) Network Security
12 7 (0.30%) SMS
13 6 (0.25%) Ethernet
13 6 (0.25%) HTTPS
13 6 (0.25%) LAN
14 4 (0.17%) WAN
Database & Business Intelligence
1 909 (38.55%) Big Data
2 509 (21.59%) Hadoop
3 384 (16.28%) SQL Server
4 285 (12.09%) Data Warehouse
5 258 (10.94%) NoSQL
6 205 (8.69%) MongoDB
7 194 (8.23%) Apache Hive
8 192 (8.14%) QlikView
9 189 (8.02%) SQL Server Integration Services
10 172 (7.29%) Data Mining
11 163 (6.91%) SQL Server Reporting Services
12 139 (5.89%) Relational Database
13 123 (5.22%) MySQL
14 109 (4.62%) BusinessObjects
15 86 (3.65%) Apache Cassandra
16 79 (3.35%) PostgreSQL
17 73 (3.10%) Spotfire
18 72 (3.05%) Power BI
18 72 (3.05%) RDBMS
19 62 (2.63%) Amazon Redshift
Development Applications
1 97 (4.11%) Git (software)
2 71 (3.01%) Jenkins
3 35 (1.48%) Team Foundation Server
4 34 (1.44%) Vagrant
5 26 (1.10%) JIRA
6 24 (1.02%) Talend Open Studio
7 22 (0.93%) Visual Studio
8 19 (0.81%) Yeoman
9 16 (0.68%) NUnit
9 16 (0.68%) Selenium
10 13 (0.55%) Ranorex
10 13 (0.55%) Rhino Mocks
11 11 (0.47%) TeamCity
12 9 (0.38%) Subversion
13 8 (0.34%) Axure RP
14 7 (0.30%) ERwin
15 6 (0.25%) Bitbucket
15 6 (0.25%) Grunt
15 6 (0.25%) WebDriver
16 5 (0.21%) PhantomJS
General
1 691 (29.30%) Finance
2 292 (12.38%) Marketing
3 236 (10.01%) Retail
4 223 (9.46%) Banking
5 107 (4.54%) Advertising
6 96 (4.07%) Telecoms
7 75 (3.18%) Investment Banking
8 73 (3.10%) Manufacturing
9 45 (1.91%) Electronics
10 42 (1.78%) Front Office
11 36 (1.53%) Financial Institution
11 36 (1.53%) Games
12 33 (1.40%) Law
13 27 (1.15%) Back Office
14 22 (0.93%) Retail Banking
15 19 (0.81%) Legal
15 19 (0.81%) Private Banking
16 18 (0.76%) Publishing
17 17 (0.72%) Corporate Banking
18 12 (0.51%) Pharmaceutical
Job Titles
1 472 (20.02%) Developer
2 424 (17.98%) Analyst
3 239 (10.14%) Architect
4 220 (9.33%) Data Scientist
5 218 (9.25%) Consultant
6 185 (7.85%) Data Analyst
7 147 (6.23%) Data Architect
8 133 (5.64%) Analytics Manager
9 126 (5.34%) Data Manager
10 120 (5.09%) Data Analytics Manager
10 120 (5.09%) Data Consultant
11 105 (4.45%) Java Developer
12 100 (4.24%) Analytics Consultant
13 90 (3.82%) Solutions Architect
14 88 (3.73%) Senior Manager
15 85 (3.60%) Data Analytics Consultant
16 80 (3.39%) Senior Developer
17 76 (3.22%) SQL Analyst
18 68 (2.88%) Project Manager
19 67 (2.84%) C# Developer
Libraries, Frameworks & Software Standards
1 206 (8.74%) .NET
2 176 (7.46%) HTML
3 150 (6.36%) AngularJS
4 139 (5.89%) CSS
5 107 (4.54%) Web Services
6 96 (4.07%) jQuery
7 90 (3.82%) XML
8 89 (3.77%) HTML5
9 84 (3.56%) Node.js
10 66 (2.80%) D3.js
10 66 (2.80%) Natural Language Processing
11 58 (2.46%) ASP.NET
11 58 (2.46%) CSS3
11 58 (2.46%) JSON
12 57 (2.42%) Middleware
12 57 (2.42%) REST
13 55 (2.33%) RESTful
14 53 (2.25%) Spring
15 50 (2.12%) .NET Framework
16 43 (1.82%) LAMP
Miscellaneous
1 553 (23.45%) Analytical Skills
2 440 (18.66%) Visualisation
3 297 (12.60%) Computer Science
4 228 (9.67%) Mathematics
5 185 (7.85%) Statistics
6 150 (6.36%) Algorithms
7 138 (5.85%) Management Information System
8 80 (3.39%) Mobile App
9 75 (3.18%) User Experience
10 69 (2.93%) Physics
11 58 (2.46%) Data Integration
12 45 (1.91%) Credit Risk
13 42 (1.78%) Economics
14 41 (1.74%) Fintech
15 40 (1.70%) Data Structures
16 38 (1.61%) Social Media
17 35 (1.48%) Data Centre
18 33 (1.40%) Enterprise Software
18 33 (1.40%) Internet of Things
19 30 (1.27%) Security Operations Centre
Operating Systems
1 211 (8.95%) Linux
2 127 (5.39%) Windows
3 117 (4.96%) Unix
4 51 (2.16%) Android
5 48 (2.04%) Windows Server
6 46 (1.95%) Apple iOS
7 36 (1.53%) Ubuntu
8 30 (1.27%) Windows Server 2008
9 27 (1.15%) CentOS
10 24 (1.02%) Red Hat Enterprise Linux
11 22 (0.93%) Mac OS X
12 19 (0.81%) Windows Server 2003
13 11 (0.47%) Solaris
13 11 (0.47%) Windows Server 2012
14 10 (0.42%) AIX
14 10 (0.42%) HPUX
15 5 (0.21%) Windows 7
16 4 (0.17%) Windows 10
16 4 (0.17%) Windows Mobile
17 3 (0.13%) Windows 8
Processes & Methodologies
1 2358 (100.00%) Analytics
2 698 (29.60%) Business Intelligence
3 538 (22.82%) Agile Software Development
4 384 (16.28%) Big Data Analytics
5 304 (12.89%) ETL
6 302 (12.81%) Machine Learning
7 287 (12.17%) Data Visualisation
8 259 (10.98%) Data Analysis
9 246 (10.43%) Data Modelling
10 236 (10.01%) Data Management
11 214 (9.08%) Project Management
12 191 (8.10%) Software Engineering
13 175 (7.42%) Stakeholder Management
14 167 (7.08%) Scrum
15 139 (5.89%) Data Architecture
16 138 (5.85%) Open Source
17 136 (5.77%) TDD
18 135 (5.73%) CRM
19 131 (5.56%) DevOps
20 123 (5.22%) Migration
Programming Languages
1 902 (38.25%) SQL
2 574 (24.34%) Python
3 467 (19.80%) Java
4 306 (12.98%) R
5 250 (10.60%) JavaScript
6 222 (9.41%) C#
7 176 (7.46%) C++
8 157 (6.66%) Scala
9 99 (4.20%) Perl
10 93 (3.94%) T-SQL
10 93 (3.94%) VBA
11 91 (3.86%) MATLAB
12 74 (3.14%) C
13 70 (2.97%) Ruby
14 59 (2.50%) PHP
15 52 (2.21%) PowerShell
16 42 (1.78%) Bash Shell
17 39 (1.65%) VB.NET
18 34 (1.44%) PL/SQL
19 26 (1.10%) Clojure
Qualifications
1 566 (24.00%) Degree
2 159 (6.74%) PhD
3 100 (4.24%) Security Cleared
4 56 (2.37%) SC Cleared
5 37 (1.57%) CISSP
6 22 (0.93%) Cisco Certification
6 22 (0.93%) SANS
7 21 (0.89%) (ISC)2 CCSP
7 21 (0.89%) CCSP
7 21 (0.89%) DV Cleared
8 20 (0.85%) CISA
9 18 (0.76%) PMI Certification
10 16 (0.68%) CISM
11 11 (0.47%) CITP
11 11 (0.47%) Microsoft Certification
12 9 (0.38%) CRISC
12 9 (0.38%) PMP
13 8 (0.34%) ISTQB
13 8 (0.34%) ISTQB Foundation Certification
13 8 (0.34%) PRINCE2 Certification
Quality Assurance & Compliance
1 146 (6.19%) Data Quality
2 86 (3.65%) QA
3 23 (0.98%) SLA
4 12 (0.51%) ISO 14001
4 12 (0.51%) ISO 9001
5 7 (0.30%) ISO/IEC 27001
6 5 (0.21%) Actionable Recommendations
6 5 (0.21%) IAS 39
7 4 (0.17%) GMP
7 4 (0.17%) MiFID
8 2 (0.085%) COBIT
8 2 (0.085%) COREP
8 2 (0.085%) CRD IV
8 2 (0.085%) EMIR
8 2 (0.085%) FATCA
8 2 (0.085%) FINREP
8 2 (0.085%) SDET
9 1 (0.042%) ISAE 3402
9 1 (0.042%) ISO20022
9 1 (0.042%) SNOMED CT
System Software
1 65 (2.76%) VMware Infrastructure
2 59 (2.50%) Docker
3 44 (1.87%) Active Directory
4 39 (1.65%) HDFS
5 38 (1.61%) Hyper-V
6 37 (1.57%) Virtual Machines
7 23 (0.98%) VirtualBox
8 17 (0.72%) XenApp
9 16 (0.68%) Apache Flume
10 13 (0.55%) Firmware
11 5 (0.21%) vCloud
12 2 (0.085%) Microsoft App-V
12 2 (0.085%) Virtual Servers
13 1 (0.042%) Btrfs
13 1 (0.042%) Gluster
13 1 (0.042%) KVM
Systems Management
1 67 (2.84%) Puppet
2 52 (2.21%) Ansible
3 46 (1.95%) Opscode Chef
4 22 (0.93%) Hadoop YARN
4 22 (0.93%) Nagios
4 22 (0.93%) SCOM
5 21 (0.89%) Microsoft Clustering
6 20 (0.85%) Failover Clustering
7 17 (0.72%) DatAdvantage
8 13 (0.55%) HP Quality Center
9 8 (0.34%) Mesos
10 7 (0.30%) Kubernetes
10 7 (0.30%) Salt
10 7 (0.30%) SCCM
11 4 (0.17%) Control-M
11 4 (0.17%) HAProxy
11 4 (0.17%) Oozie
11 4 (0.17%) WSUS
12 3 (0.13%) McAfee ePO
12 3 (0.13%) MOM
Vendors
1 311 (13.19%) Tableau
2 298 (12.64%) Oracle
3 262 (11.11%) Microsoft
4 115 (4.88%) SAP
5 86 (3.65%) VMware
6 84 (3.56%) IBM
7 82 (3.48%) Informatica
8 80 (3.39%) Cloudera
9 75 (3.18%) Google
10 73 (3.10%) Hortonworks
11 69 (2.93%) Cognos
12 47 (1.99%) Salesforce.com
13 46 (1.95%) Teradata
14 42 (1.78%) MicroStrategy
15 40 (1.70%) Red Hat
16 39 (1.65%) Ab Initio
17 35 (1.48%) Adobe
17 35 (1.48%) Netezza
18 34 (1.44%) MuleSoft
19 27 (1.15%) TIBCO
London
Harris Global
Salary: Up to £85,000 per annum
Posted: 11 hours ago
London
Lorien Resourcing
Salary: £30000 - £38000 per annum + +Bonus +Company Benefits
Posted: 18 hours ago
Hertfordshire
Verticality Ltd
Salary: £50000 - £55000 per annum, Benefits Benefits
Posted: 12 hours ago
Cambridge, Cambridgeshire
Evolution Recruitment Solutions
Salary: 35,000 - 45,000
Posted: 16 hours ago
Cambridge, Cambridgeshire
Evolution Recruitment Solutions
Salary: 45,000 - 65,000
Posted: 16 hours ago
London
McGregor Boyall
Salary: £75000 - £90000 per annum + Benefits
Posted: 9 hours ago
London
Twenty Recruitment Group
Salary: £65000.00 - £70000.00 per annum
Posted: 15 hours ago
London
PwC
Salary: Competitive plus benefits
Posted: 4 days ago
Cardiff, South Glamorgan
IntaPeople
Salary: £18000 - £25000 per annum
Posted: 17 hours ago
Cambridge, Cambridgeshire
Evolution Recruitment Solutions
Salary: 25,000 - 35,000
Posted: 16 hours ago
East London
Opus Recruitment Solutions Ltd
Salary: £45000 - £55000 per annum
Posted: 15 hours ago
London
Oliver Bernard
Salary: £80000 - £90000 per annum + bonus and benefits
Posted: 9 hours ago
Warwick, Warwickshire
RecruitmentRevolution.com Limited
Salary: Up to £80,000 per annum OTE + Bonus
Posted: 5 hours ago
Corby, Northamptonshire
RS Components
Posted: 11 hours ago
London
Marcus Donald People
Salary: £70000 - £80000 per annum
Posted: 15 hours ago
London
Exposed Solutions
Salary: £35000 - £45000 per annum
Posted: 2 days ago
Redhill, Surrey
Cloudscope
Salary: From £35,000 to £50,000 per annum Depending of exp
Posted: 3 days ago
Watford, Hertfordshire
Dupen Recruitment Services
Salary: £45000 - £50000 per annum + range of benefits
Posted: 9 hours ago
Manchester, Lancashire
Raytheon Systems Ltd
Salary: Full Benefits package, Bonus
Posted: 16 hours ago
Manchester, Lancashire
Raytheon Systems Ltd
Salary: Full Benefits package, Bonus
Posted: 16 hours ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £65k DoE plus benefits
Posted: 13 hours ago
Manchester, Lancashire
Raytheon Systems Ltd
Salary: Full Benefits package, Bonus
Posted: 16 hours ago
Berkshire
Austin Fraser
Salary: £55000.00 - £65000.00 per annum + Benefits + Bonus
Posted: 3 days ago
London
Verticality Ltd
Salary: £35000 - £55000 per annum, Benefits Bonus + Benefits Package
Posted: 6 days ago
London
Versende
Salary: From £40,000 to £55,000 per annum
Posted: 3 days ago
Berkshire
Austin Fraser
Salary: £45000.00 - £55000.00 per annum + Bonus + Benefits
Posted: 3 days ago
London
HAYS INFORMATION TECHNOLOGY
Salary: £60000.00 - £80000.00 per annum
Posted: 3 days ago
London
Salt
Salary: £60000.00 - £65000.00 per annum + Pension
Posted: 5 days ago
Altrincham, Cheshire
Cloudscope
Salary: From £35,000 to £50,000 per annum Depending of exp
Posted: 6 days ago
London
Joseph Harry Ltd
Salary: £35000 - £50000 per annum + 25% Bonus + 10% Pension
Posted: Yesterday