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 average salaries offered in IT jobs that have cited Data Analysis over the 3 months to 29 April 2016 with a comparison to the same period in the previous 2 years.

3 months to
29 Apr 2016
Same period 2015 Same period 2014
Data Analysis
Rank 196 192 180
Rank change year-on-year
-4 -12
Permanent jobs citing Data Analysis 1640 1780 1909
As % of all permanent IT jobs located in England 1.69% 1.72% 1.71%
As % of the Processes & Methodologies category 1.93% 2.00% 2.01%
Number of salaries quoted 1337 1454 1550
Average salary £45,000 £42,500 £45,000
Average salary % change year-on-year
+5.88% -5.55%
90% offered a salary of more than £27,500 £27,500 £28,000
10% offered a salary of more than £72,500 £70,000 £70,000
UK excluding London average salary £40,000 £37,500 £38,500
% change year-on-year
+6.66% -2.59%
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
84831 88940 95165
As % of all permanent IT jobs located in England 87.67% 85.86% 85.39%
Number of salaries quoted 71295 72668 77384
Average salary £50,000 £50,000 £47,500
Average salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,000 £31,000
10% offered a salary of more than £75,000 £72,500 £75,000
UK excluding London average salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analysis
Jobs Demand Trend in England

This chart provides a 3-month moving total of permanent IT jobs citing Data Analysis across the England region as a proportion of the total demand within 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 29 April 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 average salaries quoted in IT jobs citing Data Analysis within the England region over the 3 months to 29 April 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -12 837 £52,500 - 114
South East +47 318 £42,500 +19.17% 28
South West +56 146 £51,250 +46.42% 11
North West -19 111 £35,000 - 23
West Midlands -10 90 £35,500 -5.33% 13
East of England -39 66 £41,250 -1.78% 16
Yorkshire -29 55 £32,500 -1.51% 13
East Midlands -21 24 £45,000 +12.50% 6
North East +8 13 £32,500 -20.24% 3
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 29 April 2016, IT jobs across the England region citing Data Analysis also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Analysis.

1 1587 (46.75%) SQL
2 1122 (33.05%) Finance
3 1067 (31.43%) Analytical Skills
4 911 (26.83%) Business Intelligence
5 717 (21.12%) Degree
6 674 (19.85%) SQL Server
7 659 (19.41%) Analytics
8 644 (18.97%) Microsoft
9 623 (18.35%) MS Excel
10 541 (15.94%) Agile Software Development
11 534 (15.73%) Data Warehouse
12 456 (13.43%) Marketing
13 440 (12.96%) Data Modelling
14 406 (11.96%) ETL
15 405 (11.93%) Python
16 401 (11.81%) Data Management
17 399 (11.75%) Oracle
18 381 (11.22%) SQL Server Reporting Services
19 365 (10.75%) Big Data
20 363 (10.69%) SAS
21 347 (10.22%) Data Quality
22 335 (9.87%) Computer Science
23 325 (9.57%) Management Information System
24 324 (9.54%) R
25 321 (9.46%) Business Analysis
26 318 (9.37%) SQL Server Integration Services
27 307 (9.04%) MS Office
28 297 (8.75%) Java
29 296 (8.72%) T-SQL
30 295 (8.69%) Project Management

Data Analysis
Top Related IT Skills in England by Category

For the 6 months to 29 April 2016, IT jobs across the England region citing Data Analysis also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Analysis. Up to 20 skills are shown per category.

Application Platforms
1 363 (10.69%) SAS
2 97 (2.86%) Apache Spark
3 74 (2.18%) SharePoint
4 52 (1.53%) CMS
5 50 (1.47%) Apache Pig
6 41 (1.21%) Apache
7 23 (0.68%) BizTalk Server
7 23 (0.68%) Elasticsearch
7 23 (0.68%) Tomcat
8 21 (0.62%) IIS
9 18 (0.53%) JBoss
10 16 (0.47%) Confluence
11 11 (0.32%) WebSphere
12 10 (0.29%) Node.js
13 6 (0.18%) WordPress
14 5 (0.15%) ArcGIS
14 5 (0.15%) IPython
14 5 (0.15%) NetWeaver
14 5 (0.15%) SAP EP
14 5 (0.15%) SAP Portal
Applications
1 623 (18.35%) MS Excel
2 307 (9.04%) MS Office
3 152 (4.48%) MS PowerPoint
4 82 (2.42%) MS Visio
5 81 (2.39%) SPSS
6 33 (0.97%) Spreadsheet
7 19 (0.56%) MS Project
8 10 (0.29%) Photoshop
9 8 (0.24%) Simulink
10 5 (0.15%) HipChat
10 5 (0.15%) Stata
11 4 (0.12%) Adobe Illustrator
11 4 (0.12%) Mathematica
11 4 (0.12%) Weka
12 3 (0.088%) S-PLUS
13 2 (0.059%) EViews
13 2 (0.059%) Fireworks
13 2 (0.059%) GenStat
13 2 (0.059%) GNU Octave
14 1 (0.029%) OmniGraffle
Business Applications
1 32 (0.94%) Oracle EBS
2 28 (0.82%) Dynamics CRM
2 28 (0.82%) SAP Oil and Gas
3 22 (0.65%) Hyperion Planning
4 20 (0.59%) HFM
4 20 (0.59%) Oracle Applications
5 18 (0.53%) Oracle ERP
6 16 (0.47%) Salesforce.com CRM
7 14 (0.41%) Dynamics AX
7 14 (0.41%) Oracle Financials
7 14 (0.41%) Remedy ITSM
8 10 (0.29%) WebTrends
9 9 (0.27%) Markit EDM
10 8 (0.24%) Cognos Business Intelligence
10 8 (0.24%) Eagle PACE
11 7 (0.21%) Oracle FAH
11 7 (0.21%) SAP Bank Analyzer
12 6 (0.18%) MetaTrader
12 6 (0.18%) PeopleSoft HCM
12 6 (0.18%) thinkFolio
Cloud Services
1 77 (2.27%) SaaS
2 57 (1.68%) Amazon AWS
3 40 (1.18%) Google Analytics
4 29 (0.85%) Microsoft Azure
5 24 (0.71%) Amazon EC2
6 20 (0.59%) Amazon EMR
7 19 (0.56%) Amazon S3
8 12 (0.35%) Force.com
9 10 (0.29%) Office 365
10 9 (0.27%) Adobe Analytics
11 6 (0.18%) Cloud Computing
12 4 (0.12%) AdWords
12 4 (0.12%) PaaS
13 3 (0.088%) Dropbox
13 3 (0.088%) Taleo
14 2 (0.059%) Google Cloud Platform
14 2 (0.059%) SuccessFactors
15 1 (0.029%) Amazon Kinesis
15 1 (0.029%) Google Drive
15 1 (0.029%) SmartFocus
Communications & Networking
1 29 (0.85%) Network Security
2 28 (0.82%) LAN
3 27 (0.80%) WAN
4 24 (0.71%) Internet
5 20 (0.59%) Firewall
6 19 (0.56%) SMS
7 13 (0.38%) TCP/IP
8 9 (0.27%) SAN
9 7 (0.21%) Intranet
9 7 (0.21%) NGN
9 7 (0.21%) Skype
9 7 (0.21%) Wireless
10 6 (0.18%) DHCP
10 6 (0.18%) DNS
10 6 (0.18%) SSL
10 6 (0.18%) Wireless Security
10 6 (0.18%) Wireshark
11 5 (0.15%) Broadband
11 5 (0.15%) Intrusion Detection
12 4 (0.12%) HTTP
Database & Business Intelligence
1 674 (19.85%) SQL Server
2 534 (15.73%) Data Warehouse
3 381 (11.22%) SQL Server Reporting Services
4 365 (10.75%) Big Data
5 318 (9.37%) SQL Server Integration Services
6 262 (7.72%) Data Mining
7 236 (6.95%) Hadoop
8 223 (6.57%) QlikView
9 208 (6.13%) SQL Server Analysis Services
10 174 (5.13%) Relational Database
11 155 (4.57%) BusinessObjects
12 129 (3.80%) SQL Server 2008
13 115 (3.39%) PostgreSQL
14 109 (3.21%) MongoDB
15 108 (3.18%) NoSQL
16 101 (2.97%) MySQL
17 98 (2.89%) SQL Server 2012
18 94 (2.77%) Data Mart
19 74 (2.18%) Apache Cassandra
20 73 (2.15%) Apache Hive
Development Applications
1 67 (1.97%) JIRA
2 54 (1.59%) Team Foundation Server
3 50 (1.47%) Git (software)
4 47 (1.38%) Toad
5 29 (0.85%) Jenkins
6 22 (0.65%) ERwin
6 22 (0.65%) Talend Open Studio
7 20 (0.59%) Visual Studio
8 19 (0.56%) Eclipse
8 19 (0.56%) Subversion
9 17 (0.50%) Vagrant
9 17 (0.50%) Yeoman
10 16 (0.47%) Oracle Forms
11 15 (0.44%) Selenium
12 11 (0.32%) Axure RP
12 11 (0.32%) JUnit
12 11 (0.32%) SQL Server Management Studio (SSMS)
13 10 (0.29%) Cucumber
13 10 (0.29%) JBehave
13 10 (0.29%) SpecFlow
General
1 1122 (33.05%) Finance
2 456 (13.43%) Marketing
3 272 (8.01%) Banking
4 184 (5.42%) Retail
5 135 (3.98%) Telecoms
6 72 (2.12%) Legal
7 68 (2.00%) Manufacturing
8 63 (1.86%) Billing
9 55 (1.62%) Advertising
10 50 (1.47%) Publishing
11 45 (1.33%) Pharmaceutical
12 42 (1.24%) Back Office
13 40 (1.18%) Front Office
14 36 (1.06%) Electronics
15 35 (1.03%) Aerospace
16 28 (0.82%) Games
17 27 (0.80%) Financial Institution
17 27 (0.80%) Investment Banking
18 25 (0.74%) Military
19 24 (0.71%) Law
Job Titles
1 1646 (48.48%) Analyst
2 589 (17.35%) Developer
3 539 (15.88%) Data Analyst
4 437 (12.87%) Business Analyst
5 254 (7.48%) SQL Analyst
6 219 (6.45%) Consultant
7 218 (6.42%) Data Scientist
8 184 (5.42%) SQL Developer
9 177 (5.21%) Business Intelligence Analyst
10 167 (4.92%) Business Intelligence Developer
11 148 (4.36%) Analyst Developer
12 143 (4.21%) Senior Analyst
13 134 (3.95%) Architect
14 125 (3.68%) SQL Data Analyst
15 96 (2.83%) Applications Support
16 92 (2.71%) Support Analyst
17 88 (2.59%) Excel Analyst
17 88 (2.59%) Service Analyst
18 85 (2.50%) Financial Analyst
18 85 (2.50%) Report Analyst
Libraries, Frameworks & Software Standards
1 172 (5.07%) .NET
2 129 (3.80%) HTML
3 100 (2.95%) CSS
4 97 (2.86%) XML
5 79 (2.33%) MDX
6 64 (1.89%) D3.js
7 62 (1.83%) Web Services
8 53 (1.56%) jQuery
9 46 (1.35%) ASP.NET
10 42 (1.24%) Natural Language Processing
11 39 (1.15%) AngularJS
11 39 (1.15%) HTML5
12 38 (1.12%) Pandas
13 32 (0.94%) REST
14 30 (0.88%) NumPy
15 27 (0.80%) J2EE
15 27 (0.80%) JSON
16 26 (0.77%) SciPy
17 25 (0.74%) Spring
18 24 (0.71%) CSS3
Miscellaneous
1 1067 (31.43%) Analytical Skills
2 335 (9.87%) Computer Science
3 325 (9.57%) Management Information System
4 294 (8.66%) Visualisation
5 270 (7.95%) Mathematics
6 255 (7.51%) Statistics
7 154 (4.54%) Algorithms
8 127 (3.74%) Data Structures
9 107 (3.15%) User Experience
10 105 (3.09%) Data Integration
11 69 (2.03%) Physics
12 61 (1.80%) Social Media
13 57 (1.68%) Mobile App
14 53 (1.56%) NHS
15 52 (1.53%) Data Extraction
16 50 (1.47%) Hedge funds
17 48 (1.41%) Credit Risk
18 46 (1.35%) Reference Data
19 41 (1.21%) Derivative
20 36 (1.06%) Digital Media
Operating Systems
1 184 (5.42%) Windows
2 146 (4.30%) Linux
3 118 (3.48%) Unix
4 33 (0.97%) Windows Server
5 21 (0.62%) Windows Server 2008
6 15 (0.44%) Solaris
7 12 (0.35%) Windows Server 2012
8 9 (0.27%) Apple iOS
9 7 (0.21%) CentOS
9 7 (0.21%) Windows 7
10 5 (0.15%) AIX
10 5 (0.15%) Android
10 5 (0.15%) VxWorks
11 3 (0.088%) Windows Server 2003
12 2 (0.059%) Mac OS X
12 2 (0.059%) Red Hat Enterprise Linux
13 1 (0.029%) Debian
13 1 (0.029%) Windows XP
Processes & Methodologies
1 911 (26.83%) Business Intelligence
2 659 (19.41%) Analytics
3 541 (15.94%) Agile Software Development
4 440 (12.96%) Data Modelling
5 406 (11.96%) ETL
6 401 (11.81%) Data Management
7 321 (9.46%) Business Analysis
8 295 (8.69%) Project Management
9 284 (8.37%) Stakeholder Management
10 244 (7.19%) Data Analytics
11 222 (6.54%) Machine Learning
12 184 (5.42%) User Acceptance Testing
13 183 (5.39%) CRM
14 172 (5.07%) Migration
15 165 (4.86%) Continuous Improvement
16 161 (4.74%) ITIL
17 156 (4.59%) SDLC
18 155 (4.57%) Data Visualisation
19 150 (4.42%) Software Engineering
20 149 (4.39%) Change Management
Programming Languages
1 1587 (46.75%) SQL
2 405 (11.93%) Python
3 324 (9.54%) R
4 297 (8.75%) Java
5 296 (8.72%) T-SQL
6 178 (5.24%) PL/SQL
7 177 (5.21%) VBA
8 162 (4.77%) C#
9 153 (4.51%) JavaScript
10 139 (4.09%) C
11 133 (3.92%) C++
12 113 (3.33%) MATLAB
13 72 (2.12%) Scala
14 54 (1.59%) Ruby
15 51 (1.50%) VB
16 40 (1.18%) Perl
17 35 (1.03%) PHP
18 20 (0.59%) Bash Shell
19 18 (0.53%) Shell Script
20 17 (0.50%) Clojure
Qualifications
1 717 (21.12%) Degree
2 121 (3.56%) Security Cleared
3 113 (3.33%) PhD
4 80 (2.36%) SC Cleared
5 54 (1.59%) ISEB
6 39 (1.15%) PRINCE2 Certification
7 32 (0.94%) CISA
8 30 (0.88%) Microsoft Certification
9 21 (0.62%) PMI Certification
10 20 (0.59%) ISTQB
10 20 (0.59%) PMP
11 19 (0.56%) DV Cleared
12 18 (0.53%) CISSP
12 18 (0.53%) PCI QSA
13 17 (0.50%) CISM
14 16 (0.47%) ISTQB Foundation Certification
15 13 (0.38%) CBAP
15 13 (0.38%) ITIL Certification
16 9 (0.27%) BPSS Clearance
16 9 (0.27%) SSCP
Quality Assurance & Compliance
1 347 (10.22%) Data Quality
2 145 (4.27%) QA
3 112 (3.30%) SLA
4 22 (0.65%) MiFID
5 19 (0.56%) EMIR
6 18 (0.53%) PCI DSS
7 10 (0.29%) CRD IV
7 10 (0.29%) P3O
7 10 (0.29%) SDET
8 9 (0.27%) ISO/IEC 27001
9 8 (0.24%) Dodd-Frank
9 8 (0.24%) HMG Infosec
10 5 (0.15%) GPG13
11 4 (0.12%) AIFMD
11 4 (0.12%) UCITS
12 3 (0.088%) COREP
12 3 (0.088%) Def Stans
12 3 (0.088%) FATCA
12 3 (0.088%) FINREP
12 3 (0.088%) HL7
System Software
1 22 (0.65%) Active Directory
2 17 (0.50%) VirtualBox
3 13 (0.38%) VMware Infrastructure
4 8 (0.24%) Firmware
5 7 (0.21%) Apache Flume
6 5 (0.15%) HDFS
6 5 (0.15%) Hyper-V
6 5 (0.15%) Snort
7 3 (0.088%) Docker
8 2 (0.059%) Oracle RAC
8 2 (0.059%) VMware ESX
9 1 (0.029%) Apache ZooKeeper
9 1 (0.029%) XenApp
9 1 (0.029%) XenDesktop
Systems Management
1 15 (0.44%) EnCase
2 7 (0.21%) logstash
3 6 (0.18%) Kibana
3 6 (0.18%) Opscode Chef
4 5 (0.15%) Puppet
4 5 (0.15%) Terraform
5 3 (0.088%) Hadoop YARN
5 3 (0.088%) Nessus
5 3 (0.088%) Oracle EDQ
5 3 (0.088%) SCOM
5 3 (0.088%) Thomson Reuters DACS
6 2 (0.059%) Backup Exec
6 2 (0.059%) Cisco Prime
6 2 (0.059%) HP Quality Center
6 2 (0.059%) Oozie
6 2 (0.059%) SCCM
6 2 (0.059%) Systems Management Server (SMS)
7 1 (0.029%) Forefront Identity Manager
7 1 (0.029%) Mesos
7 1 (0.029%) Perfmon
Vendors
1 644 (18.97%) Microsoft
2 399 (11.75%) Oracle
3 275 (8.10%) Tableau
4 204 (6.01%) SAP
5 74 (2.18%) Cognos
6 64 (1.89%) Informatica
7 61 (1.80%) IBM
8 60 (1.77%) Google
9 56 (1.65%) Salesforce.com
10 43 (1.27%) Splunk
11 39 (1.15%) Bloomberg
12 37 (1.09%) Reuters
13 31 (0.91%) Teradata
14 28 (0.82%) Hyperion
14 28 (0.82%) Remedy
15 26 (0.77%) ServiceNow
16 23 (0.68%) Ab Initio
16 23 (0.68%) Progress
17 22 (0.65%) Adobe
17 22 (0.65%) Cisco
Bristol, Avon
Resourcing People Ltd.
Salary: From £50,000 to £55,000 per annum plus great benefits.
Posted: 49 minutes ago
Northampton, Northamptonshire
Barclays Retail
Salary: Competitive plus Excellent Benefits
Posted: 53 minutes ago
Slough, Berkshire
Connected IT
Salary: £30000 - £35000 per annum + bens
Posted: 55 minutes ago
Northampton, Northamptonshire
Barclays Retail
Salary: Competitive plus Excellent Benefits
Posted: 58 minutes ago
Bristol, Avon
Hargreaves Lansdown
Salary: Competitive
Posted: 58 minutes ago
London
Harvey Nash plc
Salary: £60000 - £85000 per annum
Posted: 1 hour ago
City, London
Harvey Nash plc
Salary: £70000 - £80000 per annum
Posted: 1 hour ago
London
Opilio Recruitment
Salary: £35k - 40k per year
Posted: 1 hour ago
London
Venturi
Salary: £40000.00 - £44000.00 per annum + Bonus and Benefits
Posted: 2 hours ago
Barnsley, South Yorkshire
Simplified Recruitment
Salary: Competitive Salary + Benefits
Posted: 3 hours ago
London
Opilio Recruitment
Salary: £40k - 50k per year
Posted: 3 hours ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £18000 - £22000 per annum
Posted: 3 hours ago
London
Opilio Recruitment
Salary: £30k - 35k per year
Posted: 4 hours ago
London
People Source Consulting
Salary: £60000 - £75000 per annum + bonus, benefits
Posted: 4 hours ago
London
Opilio Recruitment
Salary: £25k - 30k per year
Posted: 4 hours ago
City, London
Quant Capital
Salary: Up to £65,000 per annum Bonus Medical Pension
Posted: 5 hours ago
London
onezeero.
Salary: package and bonus
Posted: 6 hours ago
City, London
Harvey Nash plc
Salary: £70000 - £80000 per annum
Posted: 7 hours ago
Hinckley, Leicestershire
Circle Recruitment
Salary: £20000 - £24000 per annum + benefits
Posted: 7 hours ago
South West London
Oxbridge Answers
Salary: c60-65,000
Posted: 7 hours ago
London
Consulting Point Executive Search and Selection Ltd
Salary: car allowance, Pension, bonus
Posted: 17 hours ago
Poole, Dorset
LV
Salary: Competitive Salary + Benefits + Bonus
Posted: 20 hours ago
Woking, Surrey
Hydrogen Group
Salary: £40000.00 - £60000.00 per annum
Posted: 21 hours ago
City, London
Energon People
Salary: £60000 - £70000 per annum
Posted: 22 hours ago
Chester, Cheshire
Oscar
Salary: £35000 - £55000 per annum + share options
Posted: 22 hours ago
London
Harvey Nash plc
Salary: £60000 - £80000 per annum + Bonus and Benefits Package
Posted: 22 hours ago
London
Harvey Nash plc
Salary: £60000 - £80000 per annum + + bonus + package
Posted: 23 hours ago
Birmingham, West Midlands (County)
Spring Technology
Salary: £28000.00 - £32000.00 per annum
Posted: 23 hours ago
City, London
The Collinson Group
Salary: From £60,000 to £70,000 per annum
Posted: Yesterday
Harrogate, North Yorkshire
Fruition IT Resources Limited
Salary: £60000 - £70000 per annum + Benefits
Posted: Yesterday