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 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
Data Analytics
Rank 262 347 478
Rank change year-on-year
+85 +131
Permanent jobs citing Data Analytics 1191 992 620
As % of all permanent IT jobs located in the UK 1.22% 0.90% 0.54%
As % of the Processes & Methodologies category 1.38% 1.03% 0.63%
Number of salaries quoted 1010 800 501
Median salary £59,000 £57,500 £55,000
Median salary % change year-on-year
+2.60% +4.54%
90% offered a salary of more than £36,600 £35,000 £30,000
10% offered a salary of more than £90,000 £90,000 £85,000
UK excluding London median salary £52,500 £47,500 £45,000
% change year-on-year
+10.52% +5.55%

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
86068 96139 98720
As % of all permanent IT jobs located in the UK 88.01% 87.48% 85.37%
Number of salaries quoted 72002 79039 78827
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 £30,592
10% offered a salary of more than £78,000 £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 24 August 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 24 August 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 +89 1115 £60,000 +4.34% 109
London +16 676 £62,500 +4.16% 57
South East +140 166 £55,000 +19.56% 13
City of London +16 97 £67,500 +17.39% 9
South West +39 70 £50,000 +5.26% 8
East of England +60 63 £55,000 +17.02% 7
Yorkshire +72 54 £52,500 +16.66% 4
West Yorkshire +71 54 £52,500 - 4
North West +35 48 £45,000 -10.00% 13
Leeds +71 46 £50,000 -4.76% 3
Berkshire +36 38 £70,000 +55.55% 5
Scotland 0 36 £46,500 +1.08% 1
Oxfordshire - 34 £65,000 - 1
Manchester +17 30 £50,000 +25.00% 13
Gloucestershire +18 29 £52,500 -67.69% 5
Surrey +40 27 £45,000 -22.41% 3
Cambridgeshire +35 27 £55,000 - 5
Reading +30 27 £70,000 +53.84% 5
Hampshire +18 26 £52,000 +0.97% 2
Hertfordshire +31 22 £60,000 +41.17% 1
Edinburgh +26 22 £45,000 +15.38% 1
Devon - 21 £50,000 -
Cambridge +27 19 £55,000 +22.22% 2
Oxford - 18 £65,000 - 1
Bristol +32 17 £45,000 -10.00% 2
Buckinghamshire +31 17 £35,000 -4.10% 1
Milton Keynes +26 17 £35,000 -5.40% 1
Exeter - 17 £50,000 -
West Midlands -7 16 £41,250 -19.83% 5
Glasgow -6 14 £47,500 +5.55%

Data Analytics
Top 30 Related IT Skills

For the 6 months to 24 August 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 2404 (100.00%) Analytics
2 958 (39.85%) Big Data
3 932 (38.77%) SQL
4 715 (29.74%) Business Intelligence
5 700 (29.12%) Finance
6 588 (24.46%) Python
7 574 (23.88%) Analytical Skills
8 558 (23.21%) Degree
9 548 (22.80%) Hadoop
10 538 (22.38%) Agile Software Development
11 490 (20.38%) Java
12 436 (18.14%) Visualisation
13 405 (16.85%) Big Data Analytics
14 393 (16.35%) SAS
15 378 (15.72%) SQL Server
16 328 (13.64%) R
17 321 (13.35%) ETL
18 315 (13.10%) Machine Learning
19 314 (13.06%) Tableau
20 306 (12.73%) Marketing
21 304 (12.65%) Oracle
22 302 (12.56%) Computer Science
23 296 (12.31%) Data Warehouse
24 295 (12.27%) Data Analysis
25 290 (12.06%) Data Visualisation
26 266 (11.06%) NoSQL
27 264 (10.98%) Microsoft
28 247 (10.27%) Amazon AWS
29 245 (10.19%) Data Modelling
30 244 (10.15%) Apache Spark

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
1 393 (16.35%) SAS
2 244 (10.15%) Apache Spark
3 117 (4.87%) Apache Pig
4 73 (3.04%) Elasticsearch
5 62 (2.58%) Apache
6 32 (1.33%) SharePoint
7 23 (0.96%) IIS
8 22 (0.92%) Tomcat
9 21 (0.87%) CMS
9 21 (0.87%) Skype for Business
10 20 (0.83%) Apache Solr
11 15 (0.62%) MS Exchange
12 12 (0.50%) JBoss
13 10 (0.42%) GlassFish
14 9 (0.37%) WordPress
15 7 (0.29%) Exchange Server 2010
16 6 (0.25%) Documentum
16 6 (0.25%) Exchange Server 2013
16 6 (0.25%) nginx
16 6 (0.25%) WebLogic
Applications
1 169 (7.03%) MS Excel
2 159 (6.61%) SPSS
3 45 (1.87%) MS Office
4 28 (1.16%) MS PowerPoint
5 26 (1.08%) MS Visio
6 10 (0.42%) MS Project
7 9 (0.37%) Spreadsheet
8 5 (0.21%) GNU Octave
9 4 (0.17%) Photoshop
9 4 (0.17%) Stata
10 2 (0.083%) Gephi
10 2 (0.083%) S-PLUS
11 1 (0.042%) EViews
11 1 (0.042%) InVision
11 1 (0.042%) Mathcad
Business Applications
1 25 (1.04%) SAP Oil and Gas
2 17 (0.71%) Cognos Business Intelligence
3 16 (0.67%) Dynamics CRM
4 15 (0.62%) Adobe Campaign
4 15 (0.62%) Cognos TM1
4 15 (0.62%) Oracle EBS
5 12 (0.50%) Cognos Controller
6 5 (0.21%) Eloqua
7 4 (0.17%) Dynamics AX
8 3 (0.12%) Dynamics NAV
8 3 (0.12%) Oracle AML
8 3 (0.12%) SAP Business One
8 3 (0.12%) Unica
8 3 (0.12%) WebTrends
9 2 (0.083%) FastStats
10 1 (0.042%) Maximo
10 1 (0.042%) Oracle Financials
10 1 (0.042%) Salesforce.com CRM
10 1 (0.042%) SAP InfiniteInsight
10 1 (0.042%) SAP MDM
Cloud Services
1 247 (10.27%) Amazon AWS
2 96 (3.99%) Microsoft Azure
3 56 (2.33%) SaaS
4 51 (2.12%) Amazon EC2
5 40 (1.66%) Google Analytics
6 39 (1.62%) Amazon S3
7 35 (1.46%) GitHub
8 25 (1.04%) Amazon EMR
8 25 (1.04%) Cloud Computing
9 20 (0.83%) IBM Cloud
10 16 (0.67%) Google Cloud Platform
10 16 (0.67%) Office 365
11 15 (0.62%) AWS OpsWorks
12 14 (0.58%) IaaS
12 14 (0.58%) PaaS
13 12 (0.50%) Adobe Analytics
14 10 (0.42%) Amazon Kinesis
15 9 (0.37%) Force.com
16 5 (0.21%) Amazon ELB
16 5 (0.21%) Heroku
Communications & Networking
1 90 (3.74%) Internet
2 44 (1.83%) Firewall
3 33 (1.37%) HTTP
4 23 (0.96%) DNS
5 21 (0.87%) NetScaler
6 19 (0.79%) VPN
7 16 (0.67%) DHCP
7 16 (0.67%) TCP/IP
8 11 (0.46%) FTP
8 11 (0.46%) SAN
9 10 (0.42%) SSL
10 9 (0.37%) SMS
11 8 (0.33%) ATM
11 8 (0.33%) LAN
11 8 (0.33%) Network Security
12 7 (0.29%) NAS
12 7 (0.29%) Wireless
13 6 (0.25%) Ethernet
13 6 (0.25%) HTTPS
13 6 (0.25%) WAN
Database & Business Intelligence
1 958 (39.85%) Big Data
2 548 (22.80%) Hadoop
3 378 (15.72%) SQL Server
4 296 (12.31%) Data Warehouse
5 266 (11.06%) NoSQL
6 216 (8.99%) MongoDB
7 204 (8.49%) Apache Hive
8 201 (8.36%) QlikView
9 190 (7.90%) SQL Server Integration Services
10 184 (7.65%) Data Mining
11 161 (6.70%) SQL Server Reporting Services
12 123 (5.12%) BusinessObjects
13 115 (4.78%) Relational Database
14 113 (4.70%) MySQL
15 108 (4.49%) Apache Cassandra
16 88 (3.66%) PostgreSQL
17 78 (3.24%) Neo4j
17 78 (3.24%) Spotfire
18 73 (3.04%) Amazon Redshift
18 73 (3.04%) Impala
Development Applications
1 105 (4.37%) Git (software)
2 76 (3.16%) Jenkins
3 44 (1.83%) Vagrant
4 34 (1.41%) Team Foundation Server
5 28 (1.16%) Talend Open Studio
6 27 (1.12%) Visual Studio
7 24 (1.00%) Yeoman
8 19 (0.79%) JIRA
9 17 (0.71%) NUnit
9 17 (0.71%) Selenium
10 14 (0.58%) TeamCity
11 11 (0.46%) Ranorex
11 11 (0.46%) Rhino Mocks
12 9 (0.37%) ERwin
13 8 (0.33%) JUnit
13 8 (0.33%) SQL Server Management Studio (SSMS)
14 6 (0.25%) Grunt
14 6 (0.25%) PhantomJS
15 5 (0.21%) Bitbucket
15 5 (0.21%) WebDriver
General
1 700 (29.12%) Finance
2 306 (12.73%) Marketing
3 235 (9.78%) Retail
4 201 (8.36%) Banking
5 111 (4.62%) Advertising
6 107 (4.45%) Telecoms
7 86 (3.58%) Manufacturing
8 59 (2.45%) Investment Banking
9 39 (1.62%) Games
10 38 (1.58%) Electronics
10 38 (1.58%) Front Office
11 36 (1.50%) Financial Institution
12 34 (1.41%) Law
13 32 (1.33%) Legal
14 30 (1.25%) Back Office
15 22 (0.92%) Publishing
16 19 (0.79%) Retail Banking
17 15 (0.62%) Private Banking
18 13 (0.54%) Corporate Banking
19 11 (0.46%) Pharmaceutical
Job Titles
1 451 (18.76%) Developer
2 425 (17.68%) Analyst
3 246 (10.23%) Architect
4 232 (9.65%) Data Scientist
5 229 (9.53%) Consultant
6 186 (7.74%) Data Analyst
7 156 (6.49%) Data Architect
8 132 (5.49%) Data Manager
9 120 (4.99%) Analytics Manager
10 114 (4.74%) Data Consultant
11 111 (4.62%) Data Analytics Manager
12 108 (4.49%) Java Developer
13 100 (4.16%) Analytics Consultant
14 92 (3.83%) Solutions Architect
15 86 (3.58%) Senior Manager
16 79 (3.29%) Data Analytics Consultant
17 76 (3.16%) Senior Developer
18 71 (2.95%) SQL Analyst
19 69 (2.87%) Project Manager
20 58 (2.41%) SQL Developer
Libraries, Frameworks & Software Standards
1 195 (8.11%) .NET
2 167 (6.95%) HTML
3 130 (5.41%) AngularJS
3 130 (5.41%) CSS
4 104 (4.33%) XML
5 101 (4.20%) Web Services
6 90 (3.74%) jQuery
7 81 (3.37%) HTML5
8 78 (3.24%) Natural Language Processing
9 77 (3.20%) Node.js
10 73 (3.04%) D3.js
11 53 (2.20%) JSON
12 51 (2.12%) ASP.NET
12 51 (2.12%) Middleware
13 47 (1.96%) CSS3
14 46 (1.91%) REST
15 43 (1.79%) Spring
16 39 (1.62%) .NET Framework
17 37 (1.54%) RESTful
18 36 (1.50%) J2EE
Miscellaneous
1 574 (23.88%) Analytical Skills
2 436 (18.14%) Visualisation
3 302 (12.56%) Computer Science
4 230 (9.57%) Mathematics
5 191 (7.95%) Statistics
6 157 (6.53%) Management Information System
7 146 (6.07%) Algorithms
8 78 (3.24%) User Experience
9 71 (2.95%) Mobile App
10 67 (2.79%) Data Integration
11 65 (2.70%) Physics
12 47 (1.96%) Social Media
13 42 (1.75%) Credit Risk
14 38 (1.58%) Security Operations Centre
15 37 (1.54%) Data Centre
15 37 (1.54%) Data Structures
15 37 (1.54%) Economics
16 35 (1.46%) Enterprise Software
17 32 (1.33%) FMCG
18 30 (1.25%) Artificial Intelligence
Operating Systems
1 220 (9.15%) Linux
2 135 (5.62%) Windows
3 132 (5.49%) Unix
4 59 (2.45%) Android
5 53 (2.20%) Apple iOS
5 53 (2.20%) Windows Server
6 34 (1.41%) Windows Server 2008
7 31 (1.29%) Ubuntu
8 24 (1.00%) CentOS
8 24 (1.00%) Red Hat Enterprise Linux
9 23 (0.96%) Windows Server 2003
10 22 (0.92%) Mac OS X
11 11 (0.46%) Windows Server 2012
12 10 (0.42%) Solaris
13 8 (0.33%) AIX
13 8 (0.33%) HPUX
14 5 (0.21%) Windows 10
14 5 (0.21%) Windows 7
15 4 (0.17%) Windows Mobile
16 3 (0.12%) Windows 8
Processes & Methodologies
1 2404 (100.00%) Analytics
2 715 (29.74%) Business Intelligence
3 538 (22.38%) Agile Software Development
4 405 (16.85%) Big Data Analytics
5 321 (13.35%) ETL
6 315 (13.10%) Machine Learning
7 295 (12.27%) Data Analysis
8 290 (12.06%) Data Visualisation
9 245 (10.19%) Data Modelling
10 238 (9.90%) Data Management
11 224 (9.32%) Project Management
12 196 (8.15%) Software Engineering
13 181 (7.53%) Stakeholder Management
14 154 (6.41%) Open Source
15 146 (6.07%) Data Architecture
15 146 (6.07%) Scrum
16 140 (5.82%) Mentoring
17 128 (5.32%) CRM
18 124 (5.16%) Migration
19 121 (5.03%) TDD
Programming Languages
1 932 (38.77%) SQL
2 588 (24.46%) Python
3 490 (20.38%) Java
4 328 (13.64%) R
5 243 (10.11%) JavaScript
6 208 (8.65%) C#
7 185 (7.70%) C++
8 157 (6.53%) Scala
9 100 (4.16%) T-SQL
10 94 (3.91%) Perl
10 94 (3.91%) VBA
11 90 (3.74%) MATLAB
12 79 (3.29%) C
13 61 (2.54%) Ruby
14 56 (2.33%) PowerShell
15 54 (2.25%) Bash Shell
16 51 (2.12%) PHP
17 39 (1.62%) VB.NET
18 33 (1.37%) Clojure
18 33 (1.37%) PL/SQL
Qualifications
1 558 (23.21%) Degree
2 167 (6.95%) PhD
3 127 (5.28%) Security Cleared
4 68 (2.83%) SC Cleared
5 41 (1.71%) CISSP
6 32 (1.33%) DV Cleared
7 22 (0.92%) CISA
7 22 (0.92%) Cisco Certification
7 22 (0.92%) SANS
8 21 (0.87%) (ISC)2 CCSP
8 21 (0.87%) CCSP
9 20 (0.83%) CISM
10 17 (0.71%) PMI Certification
11 13 (0.54%) CRISC
12 11 (0.46%) CITP
12 11 (0.46%) Microsoft Certification
12 11 (0.46%) PRINCE2 Certification
13 8 (0.33%) ISEB
13 8 (0.33%) ISTQB
13 8 (0.33%) PMP
Quality Assurance & Compliance
1 132 (5.49%) Data Quality
2 83 (3.45%) QA
3 21 (0.87%) SLA
4 8 (0.33%) IAS 39
5 6 (0.25%) COBIT
5 6 (0.25%) ISO/IEC 27001
6 5 (0.21%) ISO 14001
6 5 (0.21%) ISO 9001
7 4 (0.17%) CRD IV
7 4 (0.17%) EMIR
7 4 (0.17%) GMP
7 4 (0.17%) MiFID
8 3 (0.12%) Actionable Recommendations
9 2 (0.083%) COREP
9 2 (0.083%) FATCA
9 2 (0.083%) FINREP
9 2 (0.083%) SDET
9 2 (0.083%) Solvency II
10 1 (0.042%) ISO20022
10 1 (0.042%) SEPA
System Software
1 65 (2.70%) VMware Infrastructure
2 54 (2.25%) Docker
3 50 (2.08%) HDFS
4 49 (2.04%) Active Directory
5 37 (1.54%) Virtual Machines
6 31 (1.29%) Hyper-V
7 29 (1.21%) VirtualBox
8 21 (0.87%) XenApp
9 18 (0.75%) Apache Flume
10 6 (0.25%) Firmware
11 5 (0.21%) vCloud
12 2 (0.083%) Microsoft App-V
13 1 (0.042%) Apache ZooKeeper
13 1 (0.042%) Btrfs
13 1 (0.042%) Gluster
13 1 (0.042%) GPFS
13 1 (0.042%) KVM
13 1 (0.042%) NFS
13 1 (0.042%) Samba
13 1 (0.042%) Xen
Systems Management
1 61 (2.54%) Puppet
2 47 (1.96%) Ansible
3 40 (1.66%) Opscode Chef
4 26 (1.08%) SCOM
5 25 (1.04%) Microsoft Clustering
6 24 (1.00%) Failover Clustering
7 22 (0.92%) Hadoop YARN
8 21 (0.87%) DatAdvantage
9 19 (0.79%) Nagios
10 12 (0.50%) HP Quality Center
11 6 (0.25%) SCCM
12 5 (0.21%) Kubernetes
12 5 (0.21%) Mesos
12 5 (0.21%) Salt
13 4 (0.17%) Control-M
13 4 (0.17%) HAProxy
13 4 (0.17%) Oozie
14 3 (0.12%) MOM
14 3 (0.12%) WSUS
14 3 (0.12%) ZABBIX
Vendors
1 314 (13.06%) Tableau
2 304 (12.65%) Oracle
3 264 (10.98%) Microsoft
4 125 (5.20%) SAP
5 107 (4.45%) Cloudera
6 103 (4.28%) IBM
7 90 (3.74%) Hortonworks
7 90 (3.74%) Informatica
8 84 (3.49%) VMware
9 76 (3.16%) Cognos
10 75 (3.12%) Google
11 56 (2.33%) Teradata
12 50 (2.08%) Ab Initio
12 50 (2.08%) MicroStrategy
13 42 (1.75%) Netezza
14 40 (1.66%) HP
15 39 (1.62%) Salesforce.com
16 38 (1.58%) Adobe
17 36 (1.50%) Red Hat
18 33 (1.37%) MuleSoft
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 2 hours ago
Wembley, Middlesex
CV Screen Ltd
Salary: to £60k + Benefits
Posted: 18 minutes ago
Edinburgh, Midlothian
Experis Ltd
Salary: £27000.00 per annum
Posted: Yesterday
London
Lawrence Harvey Enterprise
Salary: £50000.00 - £85000.00 per annum + bonus + benefits
Posted: 3 hours ago
West Yorkshire
Fruition IT Resources Limited
Salary: £50000 - £60000 per annum + Extensive Benefits Package
Posted: 2 hours ago
Reading, Berkshire
McGregor Boyall
Salary: £25000 - £27000 per annum + gym pen
Posted: Yesterday
Reading, Berkshire
EXCELerate
Salary: £70,000 per annum 20% Bonus, Car, Healthcare, Benefits
Posted: Yesterday
London
Verticality Ltd
Salary: £70000 - £80000 per annum, Benefits Benefits Package
Posted: 58 minutes ago
London
Joseph Harry Ltd
Salary: £35000 - £45000 per annum + 25% Bonus + 10% Pension
Posted: 5 hours ago
Leeds, West Yorkshire
onezeero.
Salary: £45000 - £55000 per annum
Posted: 21 hours ago
Birmingham, West Midlands (County)
Oliver James Associates
Salary: £40000 - £60000 per annum + an excellent benefits package
Posted: 2 days ago
Fareham, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £40000 per annum + 15% bonus, pension, healthcare
Posted: Yesterday
Gloucester, Gloucestershire
Executive Recruitment Services (ERS)
Salary: £35000 - £45000 per annum + Pension, Healthcare
Posted: Yesterday
Birmingham, West Midlands (County)
Lorien Resourcing
Salary: £55000 - £65000 per annum + Car Allow + Bonus + Benefits
Posted: Yesterday
London
Colston Consulting
Salary: £80000 - £100000 per annum
Posted: Yesterday
London
Lorien Resourcing
Salary: £30000 - £36000 per annum + Bonus + Benefits
Posted: 2 days ago
London
ENTERPRISE RECRUITMENT LTD
Salary: From £30,000 to £55,000 per annum
Posted: 21 hours ago
Bristol, Avon
EasyWebRecruitment.com
Salary: £24,475 - £29,758
Posted: Yesterday
Solihull, West Midlands (County)
Rullion IT Plus
Salary: £275 - £320 per day
Posted: Yesterday
London
onezeero.
Salary: £80000 - £100000 per annum + Bonus & Bens
Posted: 2 days ago
Birmingham, West Midlands (County)
onezeero.
Salary: £45000 - £155000 per annum
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £80,000 - £100,000 + Car allowance + Bonus
Posted: Yesterday
Gloucester, Gloucestershire
Raytheon Systems Ltd
Salary: Competitive salary plus bonus and benefits
Posted: 19 hours ago
Surrey
Harvey Nash plc
Salary: £35000 - £40000 per annum + Bonus, Flexible Benefits
Posted: Yesterday
Gloucester, Gloucestershire
Raytheon Systems Ltd
Salary: Competitive salary plus bonus and benefits
Posted: 19 hours ago
Cambridgeshire
IT Connections
Salary: £50,000 to £55,000
Posted: 2 days ago
Milton Keynes, Buckinghamshire
HAYS INFORMATION TECHNOLOGY
Salary: £75000.00 per annum
Posted: Yesterday
Central London / West End
Metapack
Posted: 4 days ago
London
Harris Global
Salary: Up to £65,000 per annum
Posted: 5 days ago
City, London
Henderson Drake
Salary: From £45,000 to £60,000 per annum Bonus + Pension + Insurance + Dental
Posted: 4 days ago