The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 25 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Data Analysis
Rank 176 191 173
Rank change year-on-year
+15 -18
Permanent jobs citing Data Analysis 1703 1833 2066
As % of all permanent IT jobs located in England 1.87% 1.78% 1.83%
As % of the Processes & Methodologies category 2.13% 2.05% 2.14%
Number of salaries quoted 1381 1440 1677
Median salary £46,000 £42,500 £45,000
Median salary % change year-on-year
+8.23% -5.55%
90% offered a salary of more than £30,000 £30,000 £30,000
10% offered a salary of more than £75,000 £70,000 £67,500
UK excluding London median salary £40,000 £37,500 £37,500
% change year-on-year
+6.66% -
Data Analysis
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
79879 89451 96686
As % of all permanent IT jobs located in England 87.94% 86.68% 85.53%
Number of salaries quoted 67621 73991 78949
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 £32,000 £31,500
10% offered a salary of more than £77,500 £74,000 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analysis
Jobs Demand Trend in England

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

Data Analysis Jobs Demand Trend in England

Data Analysis
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis across the England region.

Data Analysis Salary Trend in England

Data Analysis
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Analysis across the England region over the 3 months to 25 June 2016.

Data Analysis Salary Histogram in England

Data Analysis
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 Analysis within the England region over the 3 months to 25 June 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 -11 805 £53,500 +1.90% 80
South East +45 350 £42,500 +10.79% 29
East of England +67 146 £40,000 - 25
South West +48 108 £47,000 +23.68% 10
West Midlands -34 101 £39,000 +4.00% 13
North West -30 80 £37,500 - 14
East Midlands +6 61 £41,543 +3.85% 7
Yorkshire +13 54 £37,500 - 10
North East +1 4 £30,500 -3.17% 1
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 25 June 2016, IT jobs citing Data Analysis 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 Analysis.

1 1628 (48.48%) SQL
2 1113 (33.14%) Finance
3 988 (29.42%) Analytical Skills
4 928 (27.64%) Business Intelligence
5 660 (19.65%) Degree
6 655 (19.51%) Analytics
7 645 (19.21%) SQL Server
8 620 (18.46%) Agile Software Development
9 593 (17.66%) Microsoft
10 581 (17.30%) MS Excel
11 527 (15.69%) Data Warehouse
12 439 (13.07%) Marketing
13 397 (11.82%) Data Modelling
14 391 (11.64%) Python
15 390 (11.61%) ETL
16 371 (11.05%) Oracle
16 371 (11.05%) SQL Server Reporting Services
17 360 (10.72%) Big Data
18 353 (10.51%) Data Management
19 333 (9.92%) Java
19 333 (9.92%) R
20 329 (9.80%) Computer Science
21 326 (9.71%) SQL Server Integration Services
22 316 (9.41%) Stakeholder Management
23 313 (9.32%) SAS
24 308 (9.17%) Project Management
25 307 (9.14%) T-SQL
26 300 (8.93%) Data Analytics
27 299 (8.90%) Business Analysis
28 294 (8.76%) Data Quality

Data Analysis
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
1 313 (9.32%) SAS
2 112 (3.34%) Apache Spark
3 69 (2.05%) Apache Pig
4 57 (1.70%) SharePoint
5 52 (1.55%) CMS
6 44 (1.31%) Apache
7 32 (0.95%) Elasticsearch
8 28 (0.83%) BizTalk Server
8 28 (0.83%) JBoss
9 23 (0.68%) Confluence
10 18 (0.54%) Tomcat
11 15 (0.45%) IIS
12 11 (0.33%) WebSphere
13 7 (0.21%) ArcGIS
14 6 (0.18%) Smallworld
15 5 (0.15%) WordPress
16 4 (0.12%) Apache Solr
16 4 (0.12%) Drupal
16 4 (0.12%) GlassFish
17 3 (0.089%) MS Exchange
Applications
1 581 (17.30%) MS Excel
2 263 (7.83%) MS Office
3 159 (4.73%) MS PowerPoint
4 86 (2.56%) SPSS
5 85 (2.53%) MS Visio
6 24 (0.71%) MS Project
7 20 (0.60%) Spreadsheet
8 11 (0.33%) Photoshop
9 7 (0.21%) Adobe Illustrator
10 5 (0.15%) HipChat
11 4 (0.12%) Stata
11 4 (0.12%) Weka
12 3 (0.089%) EViews
12 3 (0.089%) Simulink
13 2 (0.060%) S-PLUS
14 1 (0.030%) Acrobat
14 1 (0.030%) Mathematica
Business Applications
1 35 (1.04%) SAP Oil and Gas
2 32 (0.95%) Oracle EBS
3 27 (0.80%) Oracle Applications
4 26 (0.77%) Dynamics CRM
5 19 (0.57%) Oracle Financials
6 17 (0.51%) Salesforce.com CRM
7 15 (0.45%) Markit EDM
8 13 (0.39%) Remedy ITSM
9 9 (0.27%) Cognos Business Intelligence
10 8 (0.24%) Eloqua
10 8 (0.24%) MetaTrader
10 8 (0.24%) WebTrends
11 7 (0.21%) Endur
11 7 (0.21%) Oracle EBS R12
12 6 (0.18%) Hyperion Planning
12 6 (0.18%) Oracle ERP
12 6 (0.18%) SAP MDM
13 5 (0.15%) FastStats
13 5 (0.15%) Magento
13 5 (0.15%) Oracle Procure-to-Pay
Cloud Services
1 69 (2.05%) Amazon AWS
2 57 (1.70%) SaaS
3 40 (1.19%) Google Analytics
4 32 (0.95%) Amazon EC2
5 25 (0.74%) Amazon EMR
5 25 (0.74%) Amazon S3
5 25 (0.74%) Microsoft Azure
6 12 (0.36%) Force.com
7 9 (0.27%) Adobe Analytics
7 9 (0.27%) Cloud Computing
8 8 (0.24%) Taleo
9 3 (0.089%) PaaS
9 3 (0.089%) SmartFocus
10 2 (0.060%) AdWords
10 2 (0.060%) Office 365
11 1 (0.030%) Amazon Kinesis
11 1 (0.030%) Google Cloud Platform
11 1 (0.030%) Google Drive
11 1 (0.030%) SuccessFactors
Communications & Networking
1 26 (0.77%) Internet
2 25 (0.74%) Network Security
3 24 (0.71%) Firewall
4 19 (0.57%) SMS
5 16 (0.48%) LAN
6 15 (0.45%) WAN
7 9 (0.27%) TCP/IP
8 8 (0.24%) Wi-Fi
9 7 (0.21%) Intrusion Detection
9 7 (0.21%) NGN
10 5 (0.15%) Wireless
11 4 (0.12%) Broadband
11 4 (0.12%) FTP
11 4 (0.12%) HTTP
11 4 (0.12%) SNMP
11 4 (0.12%) Wireless Security
12 3 (0.089%) DNS
12 3 (0.089%) Intranet
12 3 (0.089%) VLAN
12 3 (0.089%) VoIP
Database & Business Intelligence
1 645 (19.21%) SQL Server
2 527 (15.69%) Data Warehouse
3 371 (11.05%) SQL Server Reporting Services
4 360 (10.72%) Big Data
5 326 (9.71%) SQL Server Integration Services
6 249 (7.42%) Hadoop
7 235 (7.00%) Data Mining
8 186 (5.54%) QlikView
9 175 (5.21%) SQL Server Analysis Services
10 171 (5.09%) Relational Database
11 157 (4.68%) BusinessObjects
12 156 (4.65%) SQL Server 2008
13 137 (4.08%) SQL Server 2012
14 116 (3.45%) MongoDB
15 115 (3.42%) NoSQL
16 108 (3.22%) MySQL
17 100 (2.98%) PostgreSQL
18 99 (2.95%) Apache Hive
19 72 (2.14%) Apache Cassandra
20 69 (2.05%) MS Access
Development Applications
1 75 (2.23%) JIRA
2 68 (2.03%) Git (software)
3 50 (1.49%) Team Foundation Server
4 44 (1.31%) Toad
5 38 (1.13%) Jenkins
6 29 (0.86%) Visual Studio
7 25 (0.74%) Talend Open Studio
8 23 (0.68%) Oracle Forms
8 23 (0.68%) Vagrant
8 23 (0.68%) Yeoman
9 22 (0.66%) Subversion
10 17 (0.51%) Maven
11 16 (0.48%) Selenium
12 14 (0.42%) Axure RP
12 14 (0.42%) Gradle
13 13 (0.39%) Eclipse
13 13 (0.39%) ERwin
14 11 (0.33%) Atlassian Bamboo
14 11 (0.33%) SQL Server Management Studio (SSMS)
14 11 (0.33%) Visual Studio Tools for Office
General
1 1113 (33.14%) Finance
2 439 (13.07%) Marketing
3 245 (7.30%) Banking
4 192 (5.72%) Retail
5 146 (4.35%) Telecoms
6 86 (2.56%) Manufacturing
7 66 (1.97%) Legal
8 58 (1.73%) Billing
9 55 (1.64%) Publishing
10 46 (1.37%) Advertising
11 41 (1.22%) Investment Banking
12 40 (1.19%) Front Office
13 36 (1.07%) Pharmaceutical
14 35 (1.04%) Aerospace
14 35 (1.04%) Electronics
15 34 (1.01%) Law
16 31 (0.92%) Back Office
16 31 (0.92%) Games
17 28 (0.83%) Automotive
18 24 (0.71%) Financial Institution
Job Titles
1 1608 (47.89%) Analyst
2 622 (18.52%) Developer
3 553 (16.47%) Data Analyst
4 446 (13.28%) Business Analyst
5 263 (7.83%) SQL Analyst
6 215 (6.40%) Consultant
7 211 (6.28%) Data Scientist
8 164 (4.88%) Business Intelligence Developer
9 160 (4.76%) Business Intelligence Analyst
10 150 (4.47%) Senior Analyst
10 150 (4.47%) SQL Developer
11 144 (4.29%) SQL Data Analyst
12 136 (4.05%) Architect
13 120 (3.57%) Analyst Developer
14 103 (3.07%) Junior
15 92 (2.74%) Data Business Analyst
16 90 (2.68%) Report Analyst
17 87 (2.59%) Excel Analyst
18 85 (2.53%) Applications Support
19 84 (2.50%) Systems Analyst
Libraries, Frameworks & Software Standards
1 159 (4.73%) .NET
2 128 (3.81%) HTML
3 114 (3.39%) XML
4 110 (3.28%) CSS
5 88 (2.62%) MDX
6 79 (2.35%) Natural Language Processing
7 57 (1.70%) Web Services
8 55 (1.64%) D3.js
9 48 (1.43%) Pandas
10 46 (1.37%) AngularJS
11 43 (1.28%) JSON
12 42 (1.25%) jQuery
13 39 (1.16%) HTML5
14 38 (1.13%) SciPy
15 37 (1.10%) REST
16 35 (1.04%) NumPy
17 30 (0.89%) ASP.NET
18 29 (0.86%) scikit-learn
19 23 (0.68%) Cascalog
19 23 (0.68%) J2EE
Miscellaneous
1 988 (29.42%) Analytical Skills
2 329 (9.80%) Computer Science
3 292 (8.70%) Statistics
4 290 (8.64%) Management Information System
4 290 (8.64%) Visualisation
5 247 (7.36%) Mathematics
6 186 (5.54%) Algorithms
7 106 (3.16%) Data Structures
7 106 (3.16%) User Experience
8 85 (2.53%) Data Integration
9 66 (1.97%) Physics
10 54 (1.61%) Hedge funds
10 54 (1.61%) Mobile App
11 49 (1.46%) Data Extraction
11 49 (1.46%) Fintech
12 44 (1.31%) Social Media
13 42 (1.25%) Economics
14 38 (1.13%) Credit Risk
15 37 (1.10%) Reference Data
16 33 (0.98%) Client/Server
Operating Systems
1 174 (5.18%) Windows
2 155 (4.62%) Linux
3 105 (3.13%) Unix
4 25 (0.74%) Windows Server
5 23 (0.68%) Apple iOS
6 21 (0.63%) Solaris
7 10 (0.30%) CentOS
7 10 (0.30%) Windows Server 2008
8 8 (0.24%) Android
9 6 (0.18%) AIX
9 6 (0.18%) Windows Server 2012
10 4 (0.12%) Red Hat Enterprise Linux
10 4 (0.12%) Ubuntu
10 4 (0.12%) VxWorks
11 3 (0.089%) Mac OS X
11 3 (0.089%) Windows 7
12 1 (0.030%) Debian
12 1 (0.030%) HPUX
12 1 (0.030%) Windows Server 2003
12 1 (0.030%) Windows XP
Processes & Methodologies
1 928 (27.64%) Business Intelligence
2 655 (19.51%) Analytics
3 620 (18.46%) Agile Software Development
4 397 (11.82%) Data Modelling
5 390 (11.61%) ETL
6 353 (10.51%) Data Management
7 316 (9.41%) Stakeholder Management
8 308 (9.17%) Project Management
9 300 (8.93%) Data Analytics
10 299 (8.90%) Business Analysis
11 282 (8.40%) Machine Learning
12 195 (5.81%) User Acceptance Testing
13 176 (5.24%) CRM
14 167 (4.97%) Change Management
15 161 (4.79%) ITIL
15 161 (4.79%) Migration
16 160 (4.76%) Data Visualisation
17 157 (4.68%) Scrum
18 153 (4.56%) E-Commerce
18 153 (4.56%) Waterfall
Programming Languages
1 1628 (48.48%) SQL
2 391 (11.64%) Python
3 333 (9.92%) Java
3 333 (9.92%) R
4 307 (9.14%) T-SQL
5 202 (6.02%) VBA
6 164 (4.88%) PL/SQL
7 151 (4.50%) C#
8 147 (4.38%) C++
9 139 (4.14%) JavaScript
10 110 (3.28%) MATLAB
11 95 (2.83%) C
12 71 (2.11%) Scala
13 42 (1.25%) VB
14 41 (1.22%) PHP
15 37 (1.10%) Ruby
16 36 (1.07%) Perl
17 28 (0.83%) Bash Shell
18 23 (0.68%) Clojure
19 19 (0.57%) Shell Script
Qualifications
1 660 (19.65%) Degree
2 118 (3.51%) PhD
3 116 (3.45%) Security Cleared
4 74 (2.20%) SC Cleared
5 49 (1.46%) CISA
6 41 (1.22%) ISEB
7 32 (0.95%) PCI QSA
8 23 (0.68%) Microsoft Certification
8 23 (0.68%) PRINCE2 Certification
9 21 (0.63%) CISSP
9 21 (0.63%) DV Cleared
9 21 (0.63%) ITIL Certification
10 20 (0.60%) CISM
11 16 (0.48%) PMI Certification
12 15 (0.45%) ISTQB
12 15 (0.45%) PMP
13 13 (0.39%) CBAP
14 11 (0.33%) ISTQB Foundation Certification
15 9 (0.27%) SSCP
16 8 (0.24%) Cisco Certification
Quality Assurance & Compliance
1 294 (8.76%) Data Quality
2 143 (4.26%) QA
3 109 (3.25%) SLA
4 19 (0.57%) PCI DSS
5 18 (0.54%) MiFID
6 15 (0.45%) EMIR
7 11 (0.33%) CRD IV
7 11 (0.33%) ISO/IEC 27001
8 9 (0.27%) Dodd-Frank
8 9 (0.27%) HMG Infosec
9 7 (0.21%) Basel III
9 7 (0.21%) COREP
9 7 (0.21%) FINREP
9 7 (0.21%) SDET
10 6 (0.18%) GPG13
11 4 (0.12%) ISO19770
11 4 (0.12%) P3O
12 3 (0.089%) HL7
12 3 (0.089%) UCITS
13 2 (0.060%) DICOM
System Software
1 24 (0.71%) Virtual Machines
2 23 (0.68%) VirtualBox
3 20 (0.60%) Active Directory
4 11 (0.33%) Firmware
5 10 (0.30%) VMware Infrastructure
6 7 (0.21%) HDFS
7 6 (0.18%) Apache Flume
7 6 (0.18%) Snort
8 4 (0.12%) Oracle RAC
9 2 (0.060%) Hyper-V
9 2 (0.060%) Veritas Cluster Server
10 1 (0.030%) Docker
10 1 (0.030%) Virtual Servers
10 1 (0.030%) XenApp
10 1 (0.030%) XenDesktop
Systems Management
1 18 (0.54%) EnCase
2 9 (0.27%) logstash
2 9 (0.27%) Opscode Chef
3 7 (0.21%) Nessus
3 7 (0.21%) Puppet
4 6 (0.18%) Kibana
5 5 (0.15%) HP Quality Center
5 5 (0.15%) Terraform
6 4 (0.12%) Hadoop YARN
6 4 (0.12%) Thomson Reuters DACS
7 3 (0.089%) Oozie
7 3 (0.089%) SCOM
8 2 (0.060%) Cisco Prime
8 2 (0.060%) SCCM
8 2 (0.060%) Systems Management Server (SMS)
9 1 (0.030%) cPanel
9 1 (0.030%) Forefront Identity Manager
9 1 (0.030%) Perfmon
Vendors
1 593 (17.66%) Microsoft
2 371 (11.05%) Oracle
3 270 (8.04%) Tableau
4 191 (5.69%) SAP
5 82 (2.44%) Cognos
6 67 (2.00%) Google
7 63 (1.88%) IBM
8 59 (1.76%) Salesforce.com
9 58 (1.73%) Informatica
10 44 (1.31%) Splunk
11 40 (1.19%) Remedy
12 38 (1.13%) Bloomberg
13 34 (1.01%) Reuters
14 27 (0.80%) Adobe
15 25 (0.74%) Talend
16 22 (0.66%) Cisco
16 22 (0.66%) Teradata
17 20 (0.60%) Ab Initio
18 19 (0.57%) MicroStrategy
18 19 (0.57%) TIBCO
City, London
Best Practice Talent Solutions
Salary: From £24,000 to £34,000 per annum Salary will be given based on experi
Posted: 9 hours ago
Carlisle, Cumbria
Edgar Cowen
Salary: £18000 - £25000 per annum + Great base+ Benefits
Posted: Yesterday
Newcastle Upon Tyne, Tyne and Wear
Harvey Nash plc
Salary: £35000 - £45000 per annum
Posted: 21 hours ago
North London
360 Resourcing Solutions
Posted: Yesterday
Saffron Walden, Essex
Informatiq Consulting
Posted: 6 hours ago
London
Hydrogen Group
Salary: £40000.00 - £50000.00 per annum + Extensive Benefits
Posted: 19 hours ago
Poole, Dorset
LV
Salary: Competitive Salary + Bonus + Benefits
Posted: Yesterday
London
Maclean Moore Consulting
Salary: From £35,000 to £55,000 per annum Bonus, Pension, Healthcare, Life Ins
Posted: 21 hours ago
London
Harvey Nash plc
Salary: £60000 - £80000 per annum + + bonus + package
Posted: 23 hours ago
Hull, North Humberside
Senitor Associates
Salary: £17000 - £23000 per annum + Benefits & Training
Posted: Yesterday
Luton, Bedfordshire
Michael Page International
Salary: £40000 - £45000 per annum + up to 15% bonus + discounts
Posted: Yesterday
London
Eames Consulting
Salary: £80000 - £100000 per annum + bonus + benefits
Posted: 22 hours ago
Bradford, West Yorkshire
Spring Technology
Salary: £55000.00 - £65000.00 per annum
Posted: 22 hours ago
Oxford, Oxfordshire
Verticality Ltd
Salary: £37000 - £42000 per annum, Benefits Benefits
Posted: 3 days ago
London
First Point
Salary: £50000.00 - £65000.00 per annum + Bonus & Package
Posted: Yesterday
London
set2recruit
Salary: Up to £30,000 per annum
Posted: Yesterday
Newbury, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £20000 - £32500 per annum
Posted: 3 days ago
Coventry, West Midlands (County)
Capita Resourcing - IT Resourcing
Salary: £45000 - £50000 per annum + Benefits package
Posted: Yesterday
City, London
Involved Solutions Ltd
Salary: £45000.00 - £48000.00 per annum + Bonus + Benefits
Posted: Yesterday
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £20000.00 - £23000.00 per annum + Benefits
Posted: 3 days ago
City, London
Energon People
Salary: £60000 - £70000 per annum
Posted: 21 hours ago
Wolverhampton, West Midlands (County)
Opus IT Consulting
Salary: £30000 - £40000 per annum + 20% bonus and bens
Posted: 2 days ago
Hull, North Humberside
Searchability
Salary: £18000 - £22000 per annum + benefits
Posted: 2 days ago
Southampton, Hampshire
Go IT Recruitment Ltd
Salary: From £17,000 to £19,000 per annum + 25 days Holiday + Great career pro
Posted: 5 days ago
Plymouth, Devon
Experis Ltd
Salary: £35000 - £40000 per annum + benefits
Posted: 3 days ago
Hampshire
Austin Fraser
Salary: £28000.00 - £32000.00 per annum + Exceptional Benefits
Posted: 3 days ago
Hampshire
Austin Fraser
Salary: £28000 - £32000 per annum + Excellent Benefits
Posted: 3 days ago
Birmingham, West Midlands (County)
Hydrogen Group
Salary: £55000.00 - £65000.00 per annum + Extensive benefits
Posted: 2 days ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: £65,000 per annum + comprehensive benefits package
Posted: 23 hours ago
Broxbourne, Hertfordshire
Understanding Recruitment
Salary: £35000.00 - £45000.00 per annum + Excellent Benefits
Posted: 6 days ago