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 5 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
5 Dec 2016
Same period 2015 Same period 2014
Data Analysis
Rank 209 186 181
Rank change year-on-year
-23 -5
Permanent jobs citing Data Analysis 1395 1756 1893
As % of all permanent IT jobs located in England 1.64% 1.77% 1.76%
As % of the Processes & Methodologies category 1.86% 2.02% 2.05%
Number of salaries quoted 1102 1430 1528
Median salary £46,500 £47,500 £43,500
Median salary % change year-on-year
-2.10% +9.19%
90% offered a salary of more than £28,350 £28,500 £27,500
10% offered a salary of more than £70,000 £72,500 £65,000
UK excluding London median salary £41,500 £38,500 £39,000
% change year-on-year
+7.79% -1.28%
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
75090 87054 92251
As % of all permanent IT jobs located in England 88.11% 87.52% 85.67%
Number of salaries quoted 62466 72704 76467
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 £31,500
10% offered a salary of more than £77,500 £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 5 December 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 5 December 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 -16 660 £52,500 -4.54% 92
South East +4 244 £52,500 +31.25% 26
North West +32 123 £34,000 +13.33% 19
East of England +13 102 £40,000 +3.22% 8
West Midlands -43 89 £36,000 -15.29% 12
South West +16 70 £40,000 -3.61% 13
Yorkshire +1 49 £37,500 +25.00% 4
East Midlands -16 48 £35,000 +13.82% 9
North East +6 12 £37,500 +4.11% 1
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 5 December 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 1395 (49.22%) SQL
2 853 (30.10%) Finance
3 746 (26.32%) Business Intelligence
4 705 (24.88%) Analytical Skills
5 634 (22.37%) Degree
6 564 (19.90%) Analytics
7 550 (19.41%) SQL Server
8 518 (18.28%) Agile Software Development
9 478 (16.87%) Microsoft
10 472 (16.65%) MS Excel
11 380 (13.41%) Data Warehouse
12 318 (11.22%) Python
12 318 (11.22%) T-SQL
13 312 (11.01%) Data Modelling
14 310 (10.94%) ETL
15 301 (10.62%) SQL Server Reporting Services
16 293 (10.34%) Marketing
17 287 (10.13%) SQL Server Integration Services
18 278 (9.81%) Computer Science
18 278 (9.81%) Big Data
19 276 (9.74%) Oracle
20 244 (8.61%) Data Management
21 241 (8.50%) Business Analysis
22 238 (8.40%) Stakeholder Management
23 232 (8.19%) Data Quality
24 218 (7.69%) Visualisation
24 218 (7.69%) R
25 214 (7.55%) Statistics
26 206 (7.27%) Retail
27 205 (7.23%) Mathematics

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
1 180 (6.35%) SAS
2 98 (3.46%) SharePoint
3 65 (2.29%) Apache Spark
4 29 (1.02%) Apache
5 24 (0.85%) Apache Pig
6 20 (0.71%) Tomcat
7 18 (0.64%) Confluence
7 18 (0.64%) Elasticsearch
8 16 (0.56%) IIS
9 15 (0.53%) Apache Solr
9 15 (0.53%) CICS
10 14 (0.49%) BizTalk Server
10 14 (0.49%) WebSphere
11 13 (0.46%) GlassFish
12 12 (0.42%) MS Exchange
13 11 (0.39%) ArcGIS
14 10 (0.35%) OpenStack
15 8 (0.28%) Jupyter
16 7 (0.25%) CMS
16 7 (0.25%) Exchange Server 2010
Applications
1 472 (16.65%) MS Excel
2 205 (7.23%) MS Office
3 174 (6.14%) MS PowerPoint
4 83 (2.93%) SPSS
5 75 (2.65%) MS Visio
6 33 (1.16%) Spreadsheet
7 21 (0.74%) MS Project
8 13 (0.46%) Stata
9 8 (0.28%) EViews
10 7 (0.25%) GNU Octave
11 3 (0.11%) Adobe Illustrator
11 3 (0.11%) Photoshop
12 2 (0.071%) CPLEX
13 1 (0.035%) Acrobat
13 1 (0.035%) S-PLUS
Business Applications
1 32 (1.13%) Dynamics CRM
2 28 (0.99%) Oracle EBS
3 17 (0.60%) Oracle Applications
4 16 (0.56%) Dynamics AX
4 16 (0.56%) FastStats
5 15 (0.53%) Oracle Financials
5 15 (0.53%) WebTrends
6 13 (0.46%) Salesforce.com CRM
7 10 (0.35%) Oracle EBS R12
8 8 (0.28%) Aareon QL
8 8 (0.28%) Academy Housing
8 8 (0.28%) MIS ActiveH
8 8 (0.28%) Northgate Housing
8 8 (0.28%) OPENHousing
8 8 (0.28%) Orchard Housing
8 8 (0.28%) SAP FI
9 7 (0.25%) Eloqua
9 7 (0.25%) SAP CO
9 7 (0.25%) SAP FI/CO
10 6 (0.21%) Oracle BPM
Cloud Services
1 76 (2.68%) Google Analytics
2 63 (2.22%) Amazon AWS
3 42 (1.48%) SaaS
4 27 (0.95%) Amazon EC2
5 24 (0.85%) Microsoft Azure
6 21 (0.74%) PaaS
7 16 (0.56%) AdWords
8 15 (0.53%) Adobe Analytics
8 15 (0.53%) Google Cloud Platform
9 14 (0.49%) IaaS
10 13 (0.46%) Taleo
11 11 (0.39%) Amazon EMR
11 11 (0.39%) Amazon S3
11 11 (0.39%) G Suite
12 7 (0.25%) Cloud Computing
12 7 (0.25%) Google Tag Manager
13 6 (0.21%) GitHub
14 3 (0.11%) FinancialForce.com
14 3 (0.11%) SuccessFactors
15 1 (0.035%) Responsys
Communications & Networking
1 33 (1.16%) Internet
2 21 (0.74%) DNS
3 19 (0.67%) Intranet
4 18 (0.64%) DHCP
4 18 (0.64%) SAN
5 16 (0.56%) 802.11
5 16 (0.56%) VPN
5 16 (0.56%) Wi-Fi
6 12 (0.42%) Firewall
6 12 (0.42%) LAN
6 12 (0.42%) WAN
6 12 (0.42%) Wireshark
7 9 (0.32%) FTP
8 8 (0.28%) SMS
8 8 (0.28%) Wireless
9 6 (0.21%) Network Security
10 5 (0.18%) 3G
10 5 (0.18%) 4G
10 5 (0.18%) HTTP
11 4 (0.14%) Bluetooth
Database & Business Intelligence
1 550 (19.41%) SQL Server
2 380 (13.41%) Data Warehouse
3 301 (10.62%) SQL Server Reporting Services
4 287 (10.13%) SQL Server Integration Services
5 278 (9.81%) Big Data
6 156 (5.50%) Relational Database
7 148 (5.22%) Hadoop
8 138 (4.87%) Data Mining
9 119 (4.20%) QlikView
10 115 (4.06%) SQL Server 2008
11 111 (3.92%) SQL Server Analysis Services
12 109 (3.85%) BusinessObjects
13 104 (3.67%) Power BI
14 83 (2.93%) MySQL
15 80 (2.82%) NoSQL
16 75 (2.65%) SQL Server 2012
17 74 (2.61%) MS Access
18 70 (2.47%) MongoDB
19 62 (2.19%) RDBMS
20 60 (2.12%) Oracle Database
Development Applications
1 78 (2.75%) Git (software)
2 70 (2.47%) JIRA
3 49 (1.73%) Team Foundation Server
4 42 (1.48%) Visual Studio
5 31 (1.09%) Jenkins
5 31 (1.09%) Talend Open Studio
6 27 (0.95%) Oracle Forms
7 20 (0.71%) Maven
7 20 (0.71%) Vagrant
8 14 (0.49%) ERwin
8 14 (0.49%) Hudson
8 14 (0.49%) TeamCity
9 13 (0.46%) Eclipse
9 13 (0.46%) Gradle
9 13 (0.46%) Sonatype Nexus
10 11 (0.39%) Ant
10 11 (0.39%) LabVIEW
10 11 (0.39%) Oracle APEX
10 11 (0.39%) Yeoman
11 10 (0.35%) JUnit
General
1 853 (30.10%) Finance
2 293 (10.34%) Marketing
3 206 (7.27%) Retail
4 200 (7.06%) Banking
5 107 (3.78%) Telecoms
6 106 (3.74%) Legal
7 55 (1.94%) Games
8 48 (1.69%) Investment Banking
9 47 (1.66%) Back Office
10 43 (1.52%) Manufacturing
11 40 (1.41%) Advertising
11 40 (1.41%) Law
12 39 (1.38%) Front Office
13 35 (1.24%) Financial Institution
14 33 (1.16%) Automotive
15 23 (0.81%) Billing
16 20 (0.71%) Aerospace
17 18 (0.64%) Pharmaceutical
17 18 (0.64%) Publishing
18 17 (0.60%) Retail Banking
Job Titles
1 1284 (45.31%) Analyst
2 504 (17.78%) Developer
3 494 (17.43%) Data Analyst
4 349 (12.31%) Business Analyst
5 270 (9.53%) SQL Analyst
6 183 (6.46%) SQL Data Analyst
7 153 (5.40%) Consultant
7 153 (5.40%) Data Scientist
8 134 (4.73%) Senior Analyst
9 129 (4.55%) Business Intelligence Analyst
10 118 (4.16%) SQL Developer
11 103 (3.63%) Architect
12 100 (3.53%) Business Intelligence Developer
13 81 (2.86%) Report Analyst
13 81 (2.86%) Systems Analyst
14 75 (2.65%) Analyst Developer
15 72 (2.54%) Junior
16 70 (2.47%) Data Architect
17 68 (2.40%) Data Business Analyst
18 56 (1.98%) Support Analyst
Libraries, Frameworks & Software Standards
1 136 (4.80%) .NET
2 135 (4.76%) HTML
3 95 (3.35%) CSS
4 86 (3.03%) XML
5 63 (2.22%) AngularJS
6 51 (1.80%) MDX
7 49 (1.73%) Web Services
8 45 (1.59%) jQuery
9 41 (1.45%) ASP.NET
10 40 (1.41%) Natural Language Processing
11 37 (1.31%) RESTful
12 33 (1.16%) .NET Framework
13 32 (1.13%) D3.js
14 31 (1.09%) HTML5
15 30 (1.06%) Entity Framework
16 26 (0.92%) WCF
17 24 (0.85%) Pandas
18 23 (0.81%) Node.js
19 21 (0.74%) J2EE
20 20 (0.71%) React
Miscellaneous
1 705 (24.88%) Analytical Skills
2 278 (9.81%) Computer Science
3 218 (7.69%) Visualisation
4 214 (7.55%) Statistics
5 205 (7.23%) Mathematics
6 183 (6.46%) Management Information System
7 140 (4.94%) Algorithms
8 75 (2.65%) User Experience
9 73 (2.58%) Data Integration
10 68 (2.40%) Data Extraction
11 61 (2.15%) Physics
12 60 (2.12%) Data Structures
13 59 (2.08%) Social Media
14 57 (2.01%) Economics
15 49 (1.73%) Fixed Income
16 36 (1.27%) Credit Risk
16 36 (1.27%) Reference Data
17 35 (1.24%) Equities
18 30 (1.06%) Derivative
18 30 (1.06%) Foreign Exchange (FX)
Operating Systems
1 139 (4.90%) Windows
2 134 (4.73%) Linux
3 95 (3.35%) Unix
4 31 (1.09%) Windows 7
5 29 (1.02%) Windows Server
6 27 (0.95%) Apple iOS
7 17 (0.60%) Windows 10
8 16 (0.56%) Windows 8
8 16 (0.56%) Windows Vista
9 14 (0.49%) Mac OS X
10 13 (0.46%) Solaris
10 13 (0.46%) Windows Server 2003
11 12 (0.42%) Android
12 9 (0.32%) Windows Server 2012
13 8 (0.28%) Windows Server 2008
14 3 (0.11%) AIX
14 3 (0.11%) Ubuntu
14 3 (0.11%) Windows 2000
14 3 (0.11%) Windows XP
15 2 (0.071%) CentOS
Processes & Methodologies
1 746 (26.32%) Business Intelligence
2 564 (19.90%) Analytics
3 518 (18.28%) Agile Software Development
4 312 (11.01%) Data Modelling
5 310 (10.94%) ETL
6 244 (8.61%) Data Management
7 241 (8.50%) Business Analysis
8 238 (8.40%) Stakeholder Management
9 200 (7.06%) Project Management
10 192 (6.77%) CRM
11 188 (6.63%) Data Analytics
12 178 (6.28%) Machine Learning
13 168 (5.93%) SDLC
14 160 (5.65%) Change Management
15 155 (5.47%) Scrum
16 154 (5.43%) Migration
17 151 (5.33%) E-Commerce
18 144 (5.08%) ITIL
19 109 (3.85%) User Acceptance Testing
20 108 (3.81%) PRINCE2
Programming Languages
1 1395 (49.22%) SQL
2 318 (11.22%) Python
2 318 (11.22%) T-SQL
3 218 (7.69%) R
4 202 (7.13%) Java
5 181 (6.39%) C#
6 163 (5.75%) JavaScript
7 148 (5.22%) VBA
8 146 (5.15%) PL/SQL
9 115 (4.06%) C++
10 77 (2.72%) PHP
11 69 (2.43%) VB
12 65 (2.29%) MATLAB
13 46 (1.62%) Perl
14 43 (1.52%) C
15 41 (1.45%) Scala
16 39 (1.38%) PowerShell
16 39 (1.38%) Shell Script
17 31 (1.09%) Ruby
18 26 (0.92%) Bash Shell
Qualifications
1 634 (22.37%) Degree
2 91 (3.21%) PhD
3 41 (1.45%) Microsoft Certification
4 40 (1.41%) Security Cleared
5 36 (1.27%) ISEB
6 32 (1.13%) CISA
7 21 (0.74%) Cisco Certification
7 21 (0.74%) SC Cleared
8 20 (0.71%) CCNA
9 19 (0.67%) MCSE
9 19 (0.67%) PCI QSA
10 16 (0.56%) ITIL Certification
11 15 (0.53%) MCP
11 15 (0.53%) MCSA
12 13 (0.46%) DV Cleared
12 13 (0.46%) PMI Certification
12 13 (0.46%) PMP
13 11 (0.39%) CISSP
13 11 (0.39%) PRINCE2 Certification
14 10 (0.35%) CISM
Quality Assurance & Compliance
1 232 (8.19%) Data Quality
2 144 (5.08%) QA
3 88 (3.11%) SLA
4 37 (1.31%) PCI DSS
5 13 (0.46%) MiFID
6 10 (0.35%) EMIR
7 8 (0.28%) Sarbanes-Oxley
8 7 (0.25%) COBIT
8 7 (0.25%) ISO/IEC 27001
9 5 (0.18%) Actionable Recommendations
9 5 (0.18%) P3O
10 3 (0.11%) Dodd-Frank
10 3 (0.11%) SNOMED CT
11 2 (0.071%) FATCA
11 2 (0.071%) GCP
11 2 (0.071%) GLP
11 2 (0.071%) HL7
11 2 (0.071%) ISO 9001
11 2 (0.071%) SDET
12 1 (0.035%) ISO19770
System Software
1 50 (1.76%) Active Directory
2 23 (0.81%) VMware Infrastructure
3 15 (0.53%) HDFS
4 12 (0.42%) Apache Flume
5 11 (0.39%) Virtual Machines
5 11 (0.39%) VirtualBox
6 10 (0.35%) Docker
7 9 (0.32%) Ceph
7 9 (0.32%) Slurm Workload Manager
8 6 (0.21%) Hyper-V
8 6 (0.21%) Oracle RAC
9 5 (0.18%) Veritas Cluster Server
10 3 (0.11%) Firmware
11 2 (0.071%) Sendmail
12 1 (0.035%) Microsoft App-V
Systems Management
1 18 (0.64%) EnCase
2 14 (0.49%) Hadoop YARN
2 14 (0.49%) Tivoli
3 12 (0.42%) Opscode Chef
4 10 (0.35%) AirWatch
4 10 (0.35%) Ansible
4 10 (0.35%) Oozie
4 10 (0.35%) Puppet
4 10 (0.35%) SCCM
5 6 (0.21%) FTK
6 2 (0.071%) EMC NetWorker
6 2 (0.071%) HP Quality Center
6 2 (0.071%) Nessus
6 2 (0.071%) SCSM
6 2 (0.071%) Systems Management Server (SMS)
7 1 (0.035%) BladeLogic
7 1 (0.035%) Control-M
7 1 (0.035%) logstash
7 1 (0.035%) TeamSite
7 1 (0.035%) WSUS
Vendors
1 478 (16.87%) Microsoft
2 276 (9.74%) Oracle
3 203 (7.16%) Tableau
4 126 (4.45%) Google
5 102 (3.60%) SAP
6 74 (2.61%) Informatica
7 70 (2.47%) IBM
8 68 (2.40%) Salesforce.com
9 60 (2.12%) Cognos
10 47 (1.66%) Teradata
11 37 (1.31%) MicroStrategy
12 32 (1.13%) VMware
13 31 (1.09%) HP
13 31 (1.09%) Talend
14 24 (0.85%) Adobe
15 23 (0.81%) Cisco
16 17 (0.60%) Orchard
17 16 (0.56%) Omniture
18 15 (0.53%) Splunk
19 13 (0.46%) Zend
City, London
Premier Media
Posted: 16 hours ago
Bromley, Kent
Searchability
Salary: £25000 - £27000 per annum + benefits
Posted: 9 hours ago
Maidenhead, Berkshire
ninesharp
Salary: £27000 - £30000 per annum + benefits
Posted: 5 hours ago
Burton-On-Trent, Staffordshire
Experis Ltd
Salary: £30000 - £45000.00 per annum
Posted: 11 hours ago
Hatfield, Hertfordshire
Understanding Recruitment
Salary: £20000 - £22000 per annum + benefits
Posted: 19 hours ago
Liverpool, Merseyside
Maclean Moore Consulting
Posted: 3 days ago
City, London
Best Practice Talent Solutions
Salary: From £27,000 to £47,000 per annum Salary will be given based on experi
Posted: Yesterday
Nottingham, Nottinghamshire
Searchability
Salary: £20000 - £30000 per annum
Posted: 3 days ago
Berkshire
Spargonet Consulting Plc
Salary: £50000 - £55000 per annum, Benefits Excellent Benefits
Posted: 16 hours ago
London
ISL
Salary: £35000.00 - £37000.00 per annum
Posted: 3 days ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £25000 - £35000 per annum + Good Benefits
Posted: 6 days ago
Manchester, Lancashire
Venturi
Salary: £38000 - £45000 per annum + Bonus + Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 16 hours ago
West London
Understanding Recruitment
Salary: £45000 - £55000 per annum + bens - pens, health + more
Posted: 15 hours ago
Reading, Berkshire
Harvey Nash plc
Salary: £40000 - £45000 per annum + Excellent benefits
Posted: 4 days ago
Preston, Lancashire
Searchability
Salary: £20000 - £25000 per annum + Benefits
Posted: 3 days ago
Sheffield, South Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £20166.00 - £23166.00 per annum + Public Sector benefits
Posted: 3 days ago
Reading, Berkshire
HAYS INFORMATION TECHNOLOGY
Salary: £26500.00 - £28000.00 per annum + Benefits
Posted: 3 days ago
Atherstone, Warwickshire
TNT Global IT
Posted: 3 days ago
Liverpool, Merseyside
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Manchester, Lancashire
Modis International
Salary: £21000 - £26000 per annum
Posted: 9 hours ago
London
Arrows Group
Salary: £0.00 - £80000 per annum
Posted: 4 days ago
City, London
Pioneer Search
Salary: £25000.00 - £29000.00 per annum
Posted: 4 days ago
Nottingham, Nottinghamshire
ReThink Recruitment
Posted: 7 hours ago
London
Churchill Frank
Salary: £45000 - £60000 per annum + BONUS + BENEFITS
Posted: 3 days ago
London
Nigel Frank International Ltd
Posted: 6 hours ago
Corby, Northamptonshire
Applause IT Innovation
Salary: £25000 - £35000 per annum + + Bens
Posted: 7 hours ago
London
Marks Sattin
Salary: £30000 - £40000 per annum
Posted: 4 days ago
Northamptonshire
Oscar
Salary: £35000 - £45000 per annum + Benefits
Posted: 5 days ago
City, London
Michael Page International
Salary: £40000 - £53000 per annum + benefits
Posted: 2 days ago