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 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 Analysis
Rank 220 189 179
Rank change year-on-year
-31 -10
Permanent jobs citing Data Analysis 1366 1767 1886
As % of all permanent IT jobs located in England 1.55% 1.74% 1.77%
As % of the Processes & Methodologies category 1.75% 1.99% 2.07%
Number of salaries quoted 1107 1403 1526
Median salary £45,000 £47,500 £42,500
Median salary % change year-on-year
-5.26% +11.76%
90% offered a salary of more than £29,500 £28,987 £27,500
10% offered a salary of more than £70,000 £72,250 £66,000
UK excluding London median salary £41,500 £40,000 £37,500
% change year-on-year
+3.75% +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
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 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 1 October 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 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 -32 660 £50,000 -9.09% 66
South East -2 214 £45,000 +12.50% 36
East of England +54 117 £42,500 +6.25% 11
North West +14 116 £37,500 - 17
South West +7 88 £42,500 -1.53% 16
West Midlands -51 70 £36,000 -10.00% 13
Yorkshire +32 54 £42,500 +21.42% 12
East Midlands 0 46 £35,000 -3.44% 9
North East +16 11 £37,500 -5.41% 4
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 1 October 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 1531 (49.64%) SQL
2 967 (31.36%) Finance
3 874 (28.34%) Business Intelligence
4 837 (27.14%) Analytical Skills
5 635 (20.59%) Analytics
6 597 (19.36%) Agile Software Development
6 597 (19.36%) Degree
7 587 (19.03%) SQL Server
8 480 (15.56%) Microsoft
9 469 (15.21%) MS Excel
10 454 (14.72%) Data Warehouse
11 366 (11.87%) Python
12 338 (10.96%) Data Modelling
13 336 (10.89%) Marketing
14 330 (10.70%) T-SQL
15 329 (10.67%) Big Data
16 326 (10.57%) ETL
17 317 (10.28%) Oracle
18 316 (10.25%) SQL Server Reporting Services
19 302 (9.79%) Data Management
20 298 (9.66%) SQL Server Integration Services
21 296 (9.60%) R
22 290 (9.40%) Stakeholder Management
23 286 (9.27%) Java
24 281 (9.11%) Computer Science
25 279 (9.05%) Statistics
26 269 (8.72%) Business Analysis
27 267 (8.66%) Data Quality
28 266 (8.63%) Project Management
29 264 (8.56%) Machine Learning

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
1 217 (7.04%) SAS
2 102 (3.31%) Apache Spark
3 62 (2.01%) Apache Pig
4 53 (1.72%) SharePoint
5 45 (1.46%) Apache
6 33 (1.07%) Elasticsearch
7 23 (0.75%) BizTalk Server
7 23 (0.75%) JBoss
8 18 (0.58%) Confluence
9 17 (0.55%) ArcGIS
10 13 (0.42%) Apache Solr
10 13 (0.42%) WebSphere
11 11 (0.36%) IIS
12 10 (0.32%) MS Exchange
13 9 (0.29%) Smallworld
13 9 (0.29%) Tomcat
14 7 (0.23%) Exchange Server 2010
15 6 (0.19%) CMS
16 5 (0.16%) GlassFish
17 3 (0.097%) IBM Notes
Applications
1 469 (15.21%) MS Excel
2 207 (6.71%) MS Office
3 176 (5.71%) MS PowerPoint
4 96 (3.11%) SPSS
5 76 (2.46%) MS Visio
6 21 (0.68%) MS Project
7 16 (0.52%) Spreadsheet
8 13 (0.42%) Stata
9 10 (0.32%) Photoshop
10 8 (0.26%) Adobe Illustrator
11 3 (0.097%) EViews
11 3 (0.097%) GNU Octave
11 3 (0.097%) HipChat
11 3 (0.097%) Weka
12 2 (0.065%) CPLEX
12 2 (0.065%) InVision
13 1 (0.032%) Acrobat
13 1 (0.032%) S-PLUS
Business Applications
1 36 (1.17%) Oracle EBS
2 33 (1.07%) Dynamics CRM
3 18 (0.58%) Oracle Applications
4 16 (0.52%) SAP Oil and Gas
5 15 (0.49%) Oracle Financials
5 15 (0.49%) WebTrends
6 14 (0.45%) Markit EDM
7 11 (0.36%) FastStats
7 11 (0.36%) SAP CO
7 11 (0.36%) SAP FI
7 11 (0.36%) SAP FI/CO
7 11 (0.36%) SAP MDM
8 10 (0.32%) Aareon QL
8 10 (0.32%) Academy Housing
8 10 (0.32%) Dynamics AX
8 10 (0.32%) MIS ActiveH
8 10 (0.32%) Northgate Housing
8 10 (0.32%) OPENHousing
8 10 (0.32%) Oracle EBS R12
8 10 (0.32%) Orchard Housing
Cloud Services
1 67 (2.17%) Amazon AWS
2 52 (1.69%) Google Analytics
3 36 (1.17%) SaaS
4 27 (0.88%) Amazon EC2
4 27 (0.88%) Microsoft Azure
5 18 (0.58%) Amazon EMR
5 18 (0.58%) Amazon S3
6 14 (0.45%) Taleo
7 11 (0.36%) Cloud Computing
8 8 (0.26%) PaaS
9 7 (0.23%) Adobe Analytics
10 6 (0.19%) Google Cloud Platform
11 5 (0.16%) G Suite
11 5 (0.16%) GitHub
12 4 (0.13%) AdWords
12 4 (0.13%) Force.com
13 3 (0.097%) FinancialForce.com
14 2 (0.065%) IaaS
14 2 (0.065%) SmartFocus
15 1 (0.032%) Adobe Creative Cloud
Communications & Networking
1 28 (0.91%) Internet
2 18 (0.58%) Wi-Fi
3 13 (0.42%) Firewall
4 12 (0.39%) SMS
5 11 (0.36%) Network Security
6 10 (0.32%) LAN
6 10 (0.32%) WAN
7 9 (0.29%) Intranet
8 8 (0.26%) DNS
8 8 (0.26%) FTP
9 7 (0.23%) DHCP
10 6 (0.19%) 802.11
10 6 (0.19%) VPN
11 5 (0.16%) 3G
11 5 (0.16%) 4G
11 5 (0.16%) Wireless
12 4 (0.13%) Bluetooth
12 4 (0.13%) Intrusion Detection
12 4 (0.13%) Wireshark
13 3 (0.097%) GSM
Database & Business Intelligence
1 587 (19.03%) SQL Server
2 454 (14.72%) Data Warehouse
3 329 (10.67%) Big Data
4 316 (10.25%) SQL Server Reporting Services
5 298 (9.66%) SQL Server Integration Services
6 222 (7.20%) Hadoop
7 177 (5.74%) Relational Database
8 176 (5.71%) Data Mining
9 150 (4.86%) QlikView
10 141 (4.57%) BusinessObjects
11 131 (4.25%) SQL Server Analysis Services
12 129 (4.18%) SQL Server 2008
13 112 (3.63%) SQL Server 2012
14 103 (3.34%) NoSQL
15 102 (3.31%) Apache Hive
16 101 (3.27%) MySQL
17 99 (3.21%) MongoDB
18 83 (2.69%) Power BI
19 72 (2.33%) MS Access
20 66 (2.14%) PostgreSQL
Development Applications
1 85 (2.76%) Git (software)
2 65 (2.11%) JIRA
3 50 (1.62%) Visual Studio
4 47 (1.52%) Team Foundation Server
5 34 (1.10%) Jenkins
6 33 (1.07%) Talend Open Studio
7 23 (0.75%) Oracle Forms
8 19 (0.62%) Vagrant
9 18 (0.58%) Yeoman
10 17 (0.55%) Maven
11 16 (0.52%) Gradle
11 16 (0.52%) Subversion
12 15 (0.49%) Atlassian Bamboo
13 13 (0.42%) Selenium
14 12 (0.39%) SQL Server Management Studio (SSMS)
15 11 (0.36%) LabVIEW
16 10 (0.32%) Oracle APEX
17 9 (0.29%) Eclipse
18 8 (0.26%) ERwin
18 8 (0.26%) TeamCity
General
1 967 (31.36%) Finance
2 336 (10.89%) Marketing
3 216 (7.00%) Banking
4 194 (6.29%) Retail
5 126 (4.09%) Telecoms
6 83 (2.69%) Legal
7 59 (1.91%) Manufacturing
8 52 (1.69%) Investment Banking
9 45 (1.46%) Games
10 42 (1.36%) Front Office
11 41 (1.33%) Billing
12 40 (1.30%) Advertising
12 40 (1.30%) Back Office
13 39 (1.26%) Publishing
14 35 (1.13%) Law
15 33 (1.07%) Aerospace
16 30 (0.97%) Financial Institution
17 24 (0.78%) Automotive
17 24 (0.78%) Pharmaceutical
18 16 (0.52%) Italian Language
Job Titles
1 1423 (46.14%) Analyst
2 549 (17.80%) Developer
3 535 (17.35%) Data Analyst
4 394 (12.78%) Business Analyst
5 292 (9.47%) SQL Analyst
6 187 (6.06%) SQL Data Analyst
7 184 (5.97%) Data Scientist
8 175 (5.67%) Consultant
9 157 (5.09%) Business Intelligence Analyst
10 145 (4.70%) Architect
11 139 (4.51%) Senior Analyst
12 125 (4.05%) Business Intelligence Developer
13 120 (3.89%) SQL Developer
14 102 (3.31%) Report Analyst
15 97 (3.15%) Data Business Analyst
16 89 (2.89%) Data Architect
17 82 (2.66%) Junior
18 77 (2.50%) Analyst Developer
18 77 (2.50%) Systems Analyst
19 75 (2.43%) Excel Analyst
Libraries, Frameworks & Software Standards
1 150 (4.86%) .NET
2 137 (4.44%) HTML
3 113 (3.66%) XML
4 102 (3.31%) CSS
5 73 (2.37%) Natural Language Processing
6 67 (2.17%) AngularJS
7 61 (1.98%) MDX
8 56 (1.82%) Web Services
9 48 (1.56%) D3.js
9 48 (1.56%) jQuery
10 41 (1.33%) ASP.NET
11 40 (1.30%) REST
12 38 (1.23%) HTML5
12 38 (1.23%) JSON
13 34 (1.10%) Pandas
14 29 (0.94%) Django
15 28 (0.91%) SciPy
15 28 (0.91%) SOAP
16 27 (0.88%) .NET Framework
16 27 (0.88%) NumPy
Miscellaneous
1 837 (27.14%) Analytical Skills
2 281 (9.11%) Computer Science
3 279 (9.05%) Statistics
4 261 (8.46%) Visualisation
5 227 (7.36%) Management Information System
6 204 (6.61%) Mathematics
7 177 (5.74%) Algorithms
8 96 (3.11%) User Experience
9 72 (2.33%) Data Structures
10 69 (2.24%) Physics
11 65 (2.11%) Data Integration
12 61 (1.98%) Data Extraction
13 56 (1.82%) Economics
14 48 (1.56%) Fintech
14 48 (1.56%) Fixed Income
15 45 (1.46%) Social Media
16 36 (1.17%) Foreign Exchange (FX)
16 36 (1.17%) Reference Data
17 33 (1.07%) Credit Risk
17 33 (1.07%) Hedge funds
Operating Systems
1 150 (4.86%) Linux
2 121 (3.92%) Windows
3 90 (2.92%) Unix
4 31 (1.01%) Apple iOS
5 24 (0.78%) Windows Server
6 15 (0.49%) Solaris
7 10 (0.32%) CentOS
8 9 (0.29%) Android
8 9 (0.29%) Mac OS X
9 7 (0.23%) Windows 7
10 6 (0.19%) Windows 10
10 6 (0.19%) Windows 8
10 6 (0.19%) Windows Vista
11 5 (0.16%) AIX
12 4 (0.13%) Ubuntu
13 2 (0.065%) CatOS
13 2 (0.065%) Red Hat Enterprise Linux
14 1 (0.032%) Windows Server 2003
14 1 (0.032%) Windows Server 2008
14 1 (0.032%) Windows Server 2012
Processes & Methodologies
1 874 (28.34%) Business Intelligence
2 635 (20.59%) Analytics
3 597 (19.36%) Agile Software Development
4 338 (10.96%) Data Modelling
5 326 (10.57%) ETL
6 302 (9.79%) Data Management
7 290 (9.40%) Stakeholder Management
8 269 (8.72%) Business Analysis
9 266 (8.63%) Project Management
10 264 (8.56%) Machine Learning
11 254 (8.24%) Data Analytics
12 187 (6.06%) CRM
13 179 (5.80%) Change Management
14 172 (5.58%) Scrum
15 164 (5.32%) SDLC
16 163 (5.29%) Migration
17 160 (5.19%) ITIL
18 157 (5.09%) User Acceptance Testing
19 135 (4.38%) Asset Management
19 135 (4.38%) Waterfall
Programming Languages
1 1531 (49.64%) SQL
2 366 (11.87%) Python
3 330 (10.70%) T-SQL
4 296 (9.60%) R
5 286 (9.27%) Java
6 190 (6.16%) VBA
7 174 (5.64%) JavaScript
8 160 (5.19%) C#
9 147 (4.77%) PL/SQL
10 116 (3.76%) C++
11 81 (2.63%) MATLAB
12 67 (2.17%) PHP
13 60 (1.95%) Scala
14 55 (1.78%) VB
15 50 (1.62%) C
16 42 (1.36%) Perl
17 35 (1.13%) Shell Script
18 26 (0.84%) PowerShell
19 21 (0.68%) Bash Shell
19 21 (0.68%) Ruby
Qualifications
1 597 (19.36%) Degree
2 109 (3.53%) PhD
3 68 (2.20%) Security Cleared
4 41 (1.33%) CISA
5 36 (1.17%) SC Cleared
6 30 (0.97%) ISEB
7 28 (0.91%) ITIL Certification
8 27 (0.88%) PCI QSA
9 21 (0.68%) Microsoft Certification
10 17 (0.55%) DV Cleared
11 15 (0.49%) CISSP
12 14 (0.45%) CISM
12 14 (0.45%) PRINCE2 Certification
13 12 (0.39%) Cisco Certification
14 11 (0.36%) CCNA
15 10 (0.32%) ISTQB
16 9 (0.29%) HNC
16 9 (0.29%) OCA
16 9 (0.29%) Oracle Certification
17 8 (0.26%) PMP
Quality Assurance & Compliance
1 267 (8.66%) Data Quality
2 132 (4.28%) QA
3 96 (3.11%) SLA
4 41 (1.33%) PCI DSS
5 11 (0.36%) MiFID
6 8 (0.26%) CRD IV
6 8 (0.26%) ISO/IEC 27001
6 8 (0.26%) Sarbanes-Oxley
7 7 (0.23%) Basel III
7 7 (0.23%) COBIT
7 7 (0.23%) COREP
7 7 (0.23%) EMIR
7 7 (0.23%) FINREP
8 5 (0.16%) Actionable Recommendations
8 5 (0.16%) Dodd-Frank
8 5 (0.16%) ISO19770
9 4 (0.13%) P3O
10 2 (0.065%) FATCA
10 2 (0.065%) ISO 9001
10 2 (0.065%) SDET
System Software
1 32 (1.04%) Active Directory
2 18 (0.58%) Virtual Machines
2 18 (0.58%) VirtualBox
3 16 (0.52%) Apache Flume
4 14 (0.45%) HDFS
5 13 (0.42%) VMware Infrastructure
6 9 (0.29%) Firmware
7 6 (0.19%) Oracle RAC
8 5 (0.16%) Veritas Cluster Server
9 2 (0.065%) Sendmail
10 1 (0.032%) Docker
10 1 (0.032%) Snort
Systems Management
1 14 (0.45%) EnCase
2 11 (0.36%) Oozie
3 8 (0.26%) Hadoop YARN
4 7 (0.23%) Opscode Chef
5 6 (0.19%) Puppet
6 5 (0.16%) AirWatch
6 5 (0.16%) HP Quality Center
6 5 (0.16%) logstash
7 4 (0.13%) Nessus
7 4 (0.13%) SCCM
7 4 (0.13%) Thomson Reuters DACS
8 3 (0.097%) Terraform
9 2 (0.065%) FTK
9 2 (0.065%) SCSM
10 1 (0.032%) Ansible
10 1 (0.032%) BladeLogic
10 1 (0.032%) Control-M
10 1 (0.032%) SCOM
10 1 (0.032%) TeamSite
10 1 (0.032%) Tivoli
Vendors
1 480 (15.56%) Microsoft
2 317 (10.28%) Oracle
3 251 (8.14%) Tableau
4 141 (4.57%) SAP
5 92 (2.98%) Google
6 73 (2.37%) Informatica
7 72 (2.33%) Cognos
8 70 (2.27%) IBM
9 58 (1.88%) Salesforce.com
10 37 (1.20%) Splunk
11 33 (1.07%) Talend
12 32 (1.04%) MicroStrategy
12 32 (1.04%) Teradata
13 31 (1.01%) Remedy
14 25 (0.81%) Bloomberg
15 23 (0.75%) Adobe
16 21 (0.68%) Cisco
17 20 (0.65%) Reuters
18 19 (0.62%) HP
18 19 (0.62%) TIBCO
Liverpool, Merseyside
Maclean Moore Consulting
Posted: 3 hours ago
Brighton, East Sussex
Search Consultancy
Salary: Company Benefits
Posted: 4 hours ago
Bristol, Avon
Hargreaves Lansdown
Salary: Competitive
Posted: Yesterday
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £25000 - £30000 per annum + package
Posted: Yesterday
Hull, North Humberside
Searchability
Salary: £30000 - £45000 per annum + benefits
Posted: Yesterday
Telford, Shropshire
ReThink Recruitment
Salary: Pension, Health Care, Bonus
Posted: 2 days ago
Peterborough, Cambridgeshire
Circle Recruitment
Salary: £20000 - £25000 per annum + Benefits
Posted: Yesterday
London
Opilio Recruitment
Salary: From £35,000 to £40,000 per annum
Posted: Yesterday
Windsor, Berkshire
Intelligent Recruitment
Salary: From £40,000 to £60,000 per annum Superb base with commission and bene
Posted: 8 hours ago
Reigate, Surrey
ARC IT Recruitment Ltd
Salary: £45000 per annum + Plus Bonus and Benefits
Posted: Yesterday
London
Harvey Nash plc
Salary: £30000 - £37000 per annum
Posted: 3 days ago
Buxton, Derbyshire
HAYS INFORMATION TECHNOLOGY
Salary: £20000.00 - £30000.00 per annum + Benefits
Posted: 3 days ago
City, London
Henderson Drake
Salary: From £45,000 to £60,000 per annum Bonus + Pension + Insurance + Dental
Posted: Yesterday
Teesside
Evolution Recruitment Solutions
Salary: 45,000 - 50,000 + Bens
Posted: Yesterday
Chester, Cheshire
Senitor Associates
Salary: £40000 - £50000 per annum + Benefits
Posted: 3 days ago
Crawley, West Sussex
ARC IT Recruitment Ltd
Salary: £Highly Competitive
Posted: Yesterday
Brighton, East Sussex
Search Consultancy
Salary: Company Benefits
Posted: 4 days ago
East London
THE RACING POST
Salary: Up to £35,000 per annum
Posted: 2 days ago
London
Burns Sheehan
Salary: £50000 - £60000 per annum + + package
Posted: 3 days ago
London
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 - £30000.00 per annum
Posted: 3 days ago
South East London
MatchesFashion.com
Salary: plus excellent company benefits
Posted: Yesterday
Warwickshire
Austin Fraser
Salary: £35000.00 - £45000.00 per annum + Benefits
Posted: 2 days ago
London
Computer People
Salary: £45000.00 - £50000.00 per annum
Posted: Yesterday
St. Helens, Merseyside
ninesharp
Salary: £25000 - £30000 per annum + Excellent Benefits
Posted: 5 days ago
Warrington, Cheshire
Senitor Associates
Salary: Benefits
Posted: 4 days ago
Birmingham, West Midlands (County)
Hydrogen Group
Salary: £55000.00 - £65000.00 per annum + extensive benefits
Posted: 3 days ago
Exeter, Devon
set2recruit
Salary: £40000 Per Annum Up to £40,000 DOE
Posted: 2 days ago
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 2 days ago
Bristol, Avon
ComputerWorld Personnel Ltd
Salary: £23000 - £30000 per annum + 25 days leave, benefits
Posted: 3 days ago
West Midlands
Robert Walters
Salary: £25000 - £30000 per annum
Posted: 3 days ago