The table below looks at the statistics for Data Analytics skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Analytics over the 3 months to 1 October 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Oct 2016
Same period 2015 Same period 2014
Data Analytics
Rank 284 341 531
Rank change year-on-year
+57 +190
Permanent jobs citing Data Analytics 1029 894 498
As % of all permanent IT jobs located in England 1.16% 0.88% 0.47%
As % of the Processes & Methodologies category 1.32% 1.01% 0.55%
Number of salaries quoted 866 741 416
Median salary £55,000 £57,500 £50,000
Median salary % change year-on-year
-4.34% +15.00%
90% offered a salary of more than £36,000 £37,500 £29,212
10% offered a salary of more than £90,000 £89,500 £81,300
UK excluding London median salary £50,000 £50,000 £45,000
% change year-on-year
- +11.11%
Data Analytics
UK

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

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
78030 88877 91096
As % of all permanent IT jobs located in England 88.26% 87.44% 85.38%
Number of salaries quoted 65514 74252 73615
Median salary £50,000 £50,000 £49,000
Median salary % change year-on-year
- +2.04%
90% offered a salary of more than £32,500 £32,500 £30,503
10% offered a salary of more than £80,000 £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 in England

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

Data Analytics Jobs Demand Trend 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 across the England region.

Data Analytics Salary Trend in England

Data Analytics
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Analytics across the England region over the 3 months to 1 October 2016.

Data Analytics Salary Histogram 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 1 October 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
London +39 606 £62,500 +4.16% 62
South East +118 139 £52,500 +10.52% 16
East of England +65 73 £55,000 +17.02% 15
South West +28 68 £50,000 +5.26% 8
North West +26 49 £47,000 +30.55% 17
Yorkshire +63 41 £53,750 +14.36% 6
West Midlands -25 31 £45,000 -14.28% 6
East Midlands +13 13 £45,000 -40.00% 1
North East -5 3 £51,459 -
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in England

For the 6 months to 1 October 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 across the England region with a requirement for Data Analytics.

1 2215 (100.00%) Analytics
2 857 (38.69%) SQL
3 843 (38.06%) Big Data
4 643 (29.03%) Finance
5 637 (28.76%) Business Intelligence
6 544 (24.56%) Python
7 542 (24.47%) Degree
8 516 (23.30%) Analytical Skills
9 506 (22.84%) Agile Software Development
10 489 (22.08%) Hadoop
11 441 (19.91%) Java
12 409 (18.47%) Visualisation
13 357 (16.12%) Big Data Analytics
14 354 (15.98%) SQL Server
15 334 (15.08%) SAS
16 298 (13.45%) Tableau
17 292 (13.18%) ETL
18 289 (13.05%) Machine Learning
19 288 (13.00%) R
20 281 (12.69%) Marketing
21 277 (12.51%) Computer Science
22 270 (12.19%) Oracle
23 266 (12.01%) Data Visualisation
24 261 (11.78%) Data Warehouse
25 254 (11.47%) Data Analysis
26 251 (11.33%) NoSQL
27 238 (10.74%) Amazon AWS
27 238 (10.74%) Microsoft
28 232 (10.47%) JavaScript
29 230 (10.38%) Data Management

Data Analytics
Top Related 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
1 334 (15.08%) SAS
2 213 (9.62%) Apache Spark
3 111 (5.01%) Apache Pig
4 68 (3.07%) Elasticsearch
5 62 (2.80%) Apache
6 25 (1.13%) SharePoint
7 22 (0.99%) IIS
8 20 (0.90%) Apache Solr
9 18 (0.81%) Tomcat
10 13 (0.59%) CMS
11 11 (0.50%) MS Exchange
12 10 (0.45%) Skype for Business
13 6 (0.27%) Documentum
13 6 (0.27%) Exchange Server 2010
13 6 (0.27%) GlassFish
13 6 (0.27%) JBoss
13 6 (0.27%) WordPress
14 5 (0.23%) Alfresco
14 5 (0.23%) ArcGIS
14 5 (0.23%) OpenStack
Applications
1 166 (7.49%) MS Excel
2 140 (6.32%) SPSS
3 50 (2.26%) MS Office
4 32 (1.44%) MS PowerPoint
5 28 (1.26%) MS Visio
6 9 (0.41%) Photoshop
7 8 (0.36%) MS Project
8 7 (0.32%) Spreadsheet
9 4 (0.18%) GNU Octave
10 3 (0.14%) Stata
11 2 (0.090%) Gephi
11 2 (0.090%) S-PLUS
12 1 (0.045%) Mathcad
12 1 (0.045%) Mathematica
Business Applications
1 18 (0.81%) SAP Oil and Gas
2 17 (0.77%) Adobe Campaign
3 15 (0.68%) Cognos TM1
3 15 (0.68%) Oracle EBS
4 12 (0.54%) Cognos Business Intelligence
4 12 (0.54%) Cognos Controller
5 11 (0.50%) Dynamics CRM
6 8 (0.36%) Salesforce.com CRM
7 5 (0.23%) Eloqua
7 5 (0.23%) WebTrends
8 4 (0.18%) Oracle HRMS
9 3 (0.14%) FastStats
9 3 (0.14%) Oracle AML
9 3 (0.14%) Oracle Financials
9 3 (0.14%) SAP Business One
10 2 (0.090%) SAP InfiniteInsight
10 2 (0.090%) Unica
11 1 (0.045%) CSG Singleview
11 1 (0.045%) Dynamics AX
11 1 (0.045%) Payment Gateway
Cloud Services
1 238 (10.74%) Amazon AWS
2 108 (4.88%) Microsoft Azure
3 53 (2.39%) SaaS
4 43 (1.94%) Google Analytics
5 42 (1.90%) GitHub
6 41 (1.85%) Amazon EC2
7 32 (1.44%) Amazon S3
8 28 (1.26%) Cloud Computing
9 19 (0.86%) IBM Cloud
9 19 (0.86%) Office 365
9 19 (0.86%) PaaS
10 18 (0.81%) Adobe Analytics
10 18 (0.81%) Amazon EMR
10 18 (0.81%) AWS OpsWorks
11 16 (0.72%) Google Cloud Platform
12 15 (0.68%) IaaS
13 8 (0.36%) Amazon Kinesis
14 7 (0.32%) Force.com
14 7 (0.32%) Heroku
15 5 (0.23%) AWS CloudFormation
Communications & Networking
1 88 (3.97%) Internet
2 36 (1.63%) Firewall
2 36 (1.63%) HTTP
3 17 (0.77%) DNS
4 14 (0.63%) VPN
5 12 (0.54%) DHCP
5 12 (0.54%) TCP/IP
6 11 (0.50%) FTP
7 10 (0.45%) NetScaler
7 10 (0.45%) SAN
8 9 (0.41%) Wireless
9 7 (0.32%) ATM
9 7 (0.32%) Network Security
10 6 (0.27%) NAS
10 6 (0.27%) SMS
11 5 (0.23%) Bluetooth
11 5 (0.23%) Ethernet
11 5 (0.23%) LAN
12 4 (0.18%) SSL
12 4 (0.18%) Wi-Fi
Database & Business Intelligence
1 843 (38.06%) Big Data
2 489 (22.08%) Hadoop
3 354 (15.98%) SQL Server
4 261 (11.78%) Data Warehouse
5 251 (11.33%) NoSQL
6 196 (8.85%) MongoDB
7 185 (8.35%) Apache Hive
7 185 (8.35%) QlikView
8 174 (7.86%) SQL Server Integration Services
9 163 (7.36%) Data Mining
10 146 (6.59%) SQL Server Reporting Services
11 138 (6.23%) Relational Database
12 122 (5.51%) MySQL
13 100 (4.51%) BusinessObjects
14 81 (3.66%) Apache Cassandra
15 73 (3.30%) Spotfire
16 70 (3.16%) RDBMS
17 69 (3.12%) PostgreSQL
17 69 (3.12%) Power BI
18 61 (2.75%) Amazon Redshift
Development Applications
1 81 (3.66%) Git (software)
2 64 (2.89%) Jenkins
3 32 (1.44%) Vagrant
4 29 (1.31%) Team Foundation Server
5 24 (1.08%) JIRA
5 24 (1.08%) Talend Open Studio
5 24 (1.08%) Visual Studio
6 18 (0.81%) Yeoman
7 16 (0.72%) NUnit
8 13 (0.59%) Ranorex
8 13 (0.59%) Rhino Mocks
9 11 (0.50%) Selenium
9 11 (0.50%) TeamCity
10 9 (0.41%) Axure RP
11 8 (0.36%) Subversion
12 7 (0.32%) ERwin
13 6 (0.27%) Grunt
14 5 (0.23%) gulp
14 5 (0.23%) Microsoft Blend
14 5 (0.23%) ZenHub
General
1 643 (29.03%) Finance
2 281 (12.69%) Marketing
3 205 (9.26%) Banking
4 203 (9.16%) Retail
5 92 (4.15%) Advertising
6 89 (4.02%) Telecoms
7 75 (3.39%) Investment Banking
8 57 (2.57%) Manufacturing
9 42 (1.90%) Electronics
9 42 (1.90%) Front Office
10 35 (1.58%) Games
11 32 (1.44%) Law
12 31 (1.40%) Financial Institution
13 24 (1.08%) Back Office
14 22 (0.99%) Retail Banking
15 20 (0.90%) Publishing
16 19 (0.86%) Private Banking
17 18 (0.81%) Legal
18 17 (0.77%) Corporate Banking
19 13 (0.59%) Pharmaceutical
Job Titles
1 439 (19.82%) Developer
2 398 (17.97%) Analyst
3 215 (9.71%) Architect
4 209 (9.44%) Data Scientist
5 207 (9.35%) Consultant
6 176 (7.95%) Data Analyst
7 143 (6.46%) Data Architect
8 120 (5.42%) Analytics Manager
9 114 (5.15%) Data Consultant
10 112 (5.06%) Data Manager
11 104 (4.70%) Data Analytics Manager
12 99 (4.47%) Java Developer
13 97 (4.38%) Analytics Consultant
14 90 (4.06%) Senior Manager
15 82 (3.70%) Data Analytics Consultant
16 75 (3.39%) SQL Analyst
17 74 (3.34%) Solutions Architect
18 73 (3.30%) Senior Developer
19 68 (3.07%) C# Developer
20 66 (2.98%) Project Manager
Libraries, Frameworks & Software Standards
1 199 (8.98%) .NET
2 163 (7.36%) HTML
3 145 (6.55%) AngularJS
4 129 (5.82%) CSS
5 99 (4.47%) Web Services
6 93 (4.20%) jQuery
7 85 (3.84%) HTML5
8 84 (3.79%) XML
9 80 (3.61%) Node.js
10 65 (2.93%) D3.js
10 65 (2.93%) Natural Language Processing
11 57 (2.57%) REST
12 55 (2.48%) ASP.NET
13 54 (2.44%) CSS3
13 54 (2.44%) Middleware
14 53 (2.39%) JSON
15 51 (2.30%) .NET Framework
16 49 (2.21%) RESTful
17 48 (2.17%) Spring
18 43 (1.94%) LAMP
Miscellaneous
1 516 (23.30%) Analytical Skills
2 409 (18.47%) Visualisation
3 277 (12.51%) Computer Science
4 224 (10.11%) Mathematics
5 182 (8.22%) Statistics
6 147 (6.64%) Algorithms
7 128 (5.78%) Management Information System
8 76 (3.43%) Mobile App
9 72 (3.25%) Physics
10 64 (2.89%) User Experience
11 52 (2.35%) Data Integration
12 42 (1.90%) Fintech
13 41 (1.85%) Economics
13 41 (1.85%) Social Media
14 38 (1.72%) Data Structures
15 36 (1.63%) Data Centre
16 32 (1.44%) Internet of Things
17 31 (1.40%) Credit Risk
18 30 (1.35%) Security Operations Centre
19 29 (1.31%) Data Extraction
Operating Systems
1 192 (8.67%) Linux
2 109 (4.92%) Windows
3 105 (4.74%) Unix
4 45 (2.03%) Android
5 40 (1.81%) Apple iOS
6 38 (1.72%) Windows Server
7 35 (1.58%) Ubuntu
8 25 (1.13%) CentOS
9 23 (1.04%) Windows Server 2008
10 22 (0.99%) Mac OS X
11 21 (0.95%) Red Hat Enterprise Linux
12 12 (0.54%) Windows Server 2003
13 11 (0.50%) Windows Server 2012
14 10 (0.45%) AIX
14 10 (0.45%) HPUX
14 10 (0.45%) Solaris
15 5 (0.23%) Windows 7
16 4 (0.18%) Windows 10
16 4 (0.18%) Windows Mobile
17 3 (0.14%) Windows 8
Processes & Methodologies
1 2215 (100.00%) Analytics
2 637 (28.76%) Business Intelligence
3 506 (22.84%) Agile Software Development
4 357 (16.12%) Big Data Analytics
5 292 (13.18%) ETL
6 289 (13.05%) Machine Learning
7 266 (12.01%) Data Visualisation
8 254 (11.47%) Data Analysis
9 230 (10.38%) Data Management
10 221 (9.98%) Data Modelling
11 207 (9.35%) Project Management
12 181 (8.17%) Software Engineering
13 173 (7.81%) Stakeholder Management
14 160 (7.22%) Scrum
15 136 (6.14%) Data Architecture
16 134 (6.05%) TDD
17 130 (5.87%) DevOps
18 127 (5.73%) Open Source
19 124 (5.60%) CRM
20 120 (5.42%) Migration
Programming Languages
1 857 (38.69%) SQL
2 544 (24.56%) Python
3 441 (19.91%) Java
4 288 (13.00%) R
5 232 (10.47%) JavaScript
6 220 (9.93%) C#
7 169 (7.63%) C++
8 156 (7.04%) Scala
9 97 (4.38%) Perl
10 93 (4.20%) MATLAB
11 90 (4.06%) VBA
12 86 (3.88%) T-SQL
13 71 (3.21%) C
14 68 (3.07%) Ruby
15 58 (2.62%) PHP
16 44 (1.99%) PowerShell
17 40 (1.81%) Bash Shell
18 36 (1.63%) VB.NET
19 32 (1.44%) PL/SQL
20 25 (1.13%) Clojure
Qualifications
1 542 (24.47%) Degree
2 157 (7.09%) PhD
3 85 (3.84%) Security Cleared
4 48 (2.17%) SC Cleared
5 37 (1.67%) CISSP
6 22 (0.99%) Cisco Certification
6 22 (0.99%) SANS
7 21 (0.95%) (ISC)2 CCSP
7 21 (0.95%) CCSP
7 21 (0.95%) CISA
8 20 (0.90%) DV Cleared
9 18 (0.81%) PMI Certification
10 16 (0.72%) CISM
11 11 (0.50%) CITP
12 9 (0.41%) CRISC
12 9 (0.41%) PMP
13 8 (0.36%) Microsoft Certification
14 7 (0.32%) ACCA
14 7 (0.32%) ISTQB Foundation Certification
14 7 (0.32%) PRINCE2 Certification
Quality Assurance & Compliance
1 143 (6.46%) Data Quality
2 71 (3.21%) QA
3 23 (1.04%) SLA
4 12 (0.54%) ISO 14001
4 12 (0.54%) ISO 9001
5 6 (0.27%) Actionable Recommendations
5 6 (0.27%) ISO/IEC 27001
5 6 (0.27%) MiFID
6 4 (0.18%) GMP
7 2 (0.090%) COBIT
7 2 (0.090%) COREP
7 2 (0.090%) CRD IV
7 2 (0.090%) EMIR
7 2 (0.090%) FATCA
7 2 (0.090%) FINREP
7 2 (0.090%) SDET
8 1 (0.045%) ISAE 3402
8 1 (0.045%) ISO20022
8 1 (0.045%) SNOMED CT
System Software
1 57 (2.57%) VMware Infrastructure
2 53 (2.39%) Docker
3 38 (1.72%) HDFS
4 37 (1.67%) Virtual Machines
5 36 (1.63%) Hyper-V
6 34 (1.53%) Active Directory
7 22 (0.99%) VirtualBox
8 13 (0.59%) Firmware
9 11 (0.50%) Apache Flume
10 10 (0.45%) XenApp
11 5 (0.23%) vCloud
12 2 (0.090%) Microsoft App-V
12 2 (0.090%) Virtual Servers
13 1 (0.045%) Btrfs
13 1 (0.045%) Gluster
13 1 (0.045%) KVM
Systems Management
1 65 (2.93%) Puppet
2 51 (2.30%) Ansible
3 44 (1.99%) Opscode Chef
4 22 (0.99%) Hadoop YARN
4 22 (0.99%) Nagios
5 15 (0.68%) SCOM
6 14 (0.63%) Microsoft Clustering
7 13 (0.59%) Failover Clustering
7 13 (0.59%) HP Quality Center
8 10 (0.45%) DatAdvantage
9 8 (0.36%) Mesos
10 7 (0.32%) Kubernetes
10 7 (0.32%) Salt
10 7 (0.32%) SCCM
11 4 (0.18%) Control-M
11 4 (0.18%) HAProxy
11 4 (0.18%) Oozie
11 4 (0.18%) WSUS
12 3 (0.14%) McAfee ePO
12 3 (0.14%) ZABBIX
Vendors
1 298 (13.45%) Tableau
2 270 (12.19%) Oracle
3 238 (10.74%) Microsoft
4 113 (5.10%) SAP
5 82 (3.70%) IBM
6 76 (3.43%) Informatica
6 76 (3.43%) VMware
7 73 (3.30%) Google
8 72 (3.25%) Cloudera
9 66 (2.98%) Hortonworks
10 60 (2.71%) Cognos
11 48 (2.17%) Salesforce.com
12 46 (2.08%) Teradata
13 39 (1.76%) MicroStrategy
14 37 (1.67%) Red Hat
15 35 (1.58%) Adobe
16 34 (1.53%) MuleSoft
17 32 (1.44%) Ab Initio
18 31 (1.40%) Netezza
19 25 (1.13%) TIBCO
Crawley, West Sussex
Cloudscope
Salary: From £40,000 to £52,000 per annum Depending of exp
Posted: Yesterday
London
Lorien Resourcing
Salary: £30000 - £38000 per annum + +Bonus +Company Benefits
Posted: Yesterday
Berkshire
Austin Fraser
Salary: £55000.00 - £65000.00 per annum + Benefits + Bonus
Posted: Yesterday
City, London
Henderson Drake
Salary: From £45,000 to £60,000 per annum Bonus + Pension + Insurance + Dental
Posted: Yesterday
Berkshire
Austin Fraser
Salary: £45000.00 - £55000.00 per annum + Bonus + Benefits
Posted: Yesterday
Altrincham, Cheshire
Cloudscope
Salary: From £35,000 to £50,000 per annum Depending of exp
Posted: 2 days ago
Bristol, Avon
Opus Recruitment Solutions Ltd
Salary: £30000 - £45000 per annum
Posted: 2 days ago
London
First Point
Salary: £25000.00 - £32000.00 per annum
Posted: Yesterday
London
Hydrogen Group
Posted: Yesterday
Southampton, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: based on experience
Posted: 2 days ago
Crawley, West Sussex
Cloudscope
Salary: From £43,000 to £48,000 per annum
Posted: Yesterday
Chester, Cheshire
Oscar
Salary: £35000 - £45000 per annum + benefits
Posted: Yesterday
Leeds, West Yorkshire
onezeero.
Salary: £45000 - £55000 per annum
Posted: 2 days ago
City, London
Burns Sheehan
Salary: £40000 - £90000 per annum + depending on experience
Posted: 4 days ago
London
Opus Resourcing Ltd
Salary: £100000 - £120000 per annum + Bens + Significant Bonus
Posted: 20 hours ago
London
PwC
Salary: Competitive plus benefits
Posted: 9 days ago
Birmingham, West Midlands (County)
Hydrogen Group
Posted: 2 days ago
Sheffield, South Yorkshire
Salt
Salary: £50000 - £56000 per annum + pension
Posted: 3 days ago
London
Arrows Group
Salary: £55000 per annum + benefits
Posted: Yesterday
Altrincham, Cheshire
Cloudscope
Salary: From £40,000 to £50,000 per annum
Posted: 2 days ago
Bristol, Avon
Novate IT Ltd
Salary: £25000 - £32000 per annum + Benefits
Posted: Yesterday
City, London
Harrington Starr
Salary: £60000 - £90000 per annum + Benefits + Bonus
Posted: 2 days ago
Reading, Berkshire
EXCELerate
Salary: £70,000 per annum 20% Bonus, Car, Healthcare, Benefits
Posted: 4 days ago
Cambridge, Cambridgeshire
Montash
Salary: £46000 - £56000 per annum + 17.5% flex - 25% bonus
Posted: 2 days ago
Birmingham, West Midlands (County)
Hydrogen Group
Salary: £30000.00 - £60000.00 per annum
Posted: 2 days ago
City, London
Spring Technology
Salary: £25000.00 - £30000.00 per annum + company benefits
Posted: 4 days ago
London
Harris Global
Salary: Up to £85,000 per annum
Posted: 5 days ago
Fareham, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £40000 per annum + 15% bonus, pension, healthcare
Posted: 3 days ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 4 days ago
Sheffield, South Yorkshire
Massarella Catering Group Limited
Salary: Up to £27,000 per annum
Posted: 4 days ago