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 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
Data Analysis
Rank 204 184 167
Rank change year-on-year
-20 -17
Permanent jobs citing Data Analysis 1500 1874 1967
As % of all permanent IT jobs located in England 1.64% 1.83% 1.82%
As % of the Processes & Methodologies category 1.86% 2.09% 2.13%
Number of salaries quoted 1254 1452 1595
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £30,000 £28,917 £29,053
10% offered a salary of more than £72,500 £75,000 £70,000
UK excluding London median salary £40,000 £40,000 £38,500
% change year-on-year
- +3.89%
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
80737 89616 92223
As % of all permanent IT jobs located in England 88.04% 87.37% 85.42%
Number of salaries quoted 68272 74479 74310
Median salary £50,500 £50,000 £49,000
Median salary % change year-on-year
+1.00% +2.04%
90% offered a salary of more than £32,500 £32,500 £31,000
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 24 August 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 24 August 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 -40 685 £50,000 -9.09% 86
South East +2 271 £42,500 +6.25% 37
East of England +61 157 £41,500 +3.75% 12
South West +6 99 £41,250 +3.12% 13
North West -21 94 £36,750 -2.00% 23
West Midlands -37 73 £38,250 +2.00% 15
East Midlands +10 63 £41,000 -8.88% 8
Yorkshire +34 62 £42,500 +6.25% 6
North East +7 11 £40,000 +26.98% 2
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 24 August 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 1532 (48.71%) SQL
2 1033 (32.85%) Finance
3 892 (28.36%) Analytical Skills
4 885 (28.14%) Business Intelligence
5 634 (20.16%) Analytics
6 621 (19.75%) SQL Server
7 614 (19.52%) Agile Software Development
8 601 (19.11%) Degree
9 515 (16.38%) Microsoft
10 486 (15.45%) MS Excel
11 480 (15.26%) Data Warehouse
12 373 (11.86%) Python
13 362 (11.51%) Marketing
14 357 (11.35%) Data Modelling
15 350 (11.13%) ETL
16 340 (10.81%) Big Data
17 332 (10.56%) Oracle
18 312 (9.92%) Data Management
19 311 (9.89%) SQL Server Reporting Services
20 307 (9.76%) R
21 306 (9.73%) T-SQL
22 302 (9.60%) Java
22 302 (9.60%) Stakeholder Management
23 288 (9.16%) Data Analytics
24 287 (9.13%) SQL Server Integration Services
25 286 (9.09%) Computer Science
26 282 (8.97%) Visualisation
27 279 (8.87%) Statistics
27 279 (8.87%) Business Analysis
27 279 (8.87%) Project Management

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
1 247 (7.85%) SAS
2 97 (3.08%) Apache Spark
3 66 (2.10%) Apache Pig
4 57 (1.81%) SharePoint
5 41 (1.30%) Apache
6 36 (1.14%) Elasticsearch
7 29 (0.92%) JBoss
8 24 (0.76%) BizTalk Server
9 22 (0.70%) Confluence
10 20 (0.64%) CMS
11 14 (0.45%) Tomcat
12 13 (0.41%) WebSphere
13 12 (0.38%) Apache Solr
13 12 (0.38%) ArcGIS
14 9 (0.29%) MS Exchange
14 9 (0.29%) Smallworld
15 7 (0.22%) IIS
16 6 (0.19%) Exchange Server 2010
17 5 (0.16%) GlassFish
18 3 (0.095%) WebLogic
Applications
1 486 (15.45%) MS Excel
2 213 (6.77%) MS Office
3 173 (5.50%) MS PowerPoint
4 85 (2.70%) SPSS
5 84 (2.67%) MS Visio
6 23 (0.73%) MS Project
7 12 (0.38%) Photoshop
7 12 (0.38%) Spreadsheet
8 10 (0.32%) Stata
9 8 (0.25%) Adobe Illustrator
10 5 (0.16%) HipChat
11 4 (0.13%) Weka
12 3 (0.095%) GNU Octave
12 3 (0.095%) InVision
13 2 (0.064%) CPLEX
13 2 (0.064%) EViews
14 1 (0.032%) Acrobat
14 1 (0.032%) S-PLUS
Business Applications
1 35 (1.11%) Oracle EBS
2 33 (1.05%) Dynamics CRM
3 26 (0.83%) SAP Oil and Gas
4 22 (0.70%) Oracle Applications
5 18 (0.57%) Oracle Financials
6 15 (0.48%) WebTrends
7 12 (0.38%) Markit EDM
8 10 (0.32%) Dynamics AX
8 10 (0.32%) FastStats
8 10 (0.32%) SAP MDM
9 9 (0.29%) Eloqua
9 9 (0.29%) Salesforce.com CRM
10 8 (0.25%) Endur
10 8 (0.25%) OpenText VIM for SAP
10 8 (0.25%) Oracle EBS R12
10 8 (0.25%) Oracle Procure-to-Pay
10 8 (0.25%) SAP CO
10 8 (0.25%) SAP FI
10 8 (0.25%) SAP FI/CO
10 8 (0.25%) SAP MM
Cloud Services
1 73 (2.32%) Amazon AWS
2 43 (1.37%) Google Analytics
3 37 (1.18%) SaaS
4 31 (0.99%) Amazon EC2
5 29 (0.92%) Microsoft Azure
6 24 (0.76%) Amazon EMR
6 24 (0.76%) Amazon S3
7 11 (0.35%) Force.com
8 10 (0.32%) Taleo
9 8 (0.25%) Cloud Computing
10 7 (0.22%) PaaS
11 6 (0.19%) Adobe Analytics
12 3 (0.095%) FinancialForce.com
13 2 (0.064%) AdWords
13 2 (0.064%) SmartFocus
14 1 (0.032%) Adobe Creative Cloud
14 1 (0.032%) Amazon Kinesis
14 1 (0.032%) Google Cloud Platform
14 1 (0.032%) Google Drive
14 1 (0.032%) IaaS
Communications & Networking
1 26 (0.83%) Internet
2 17 (0.54%) Firewall
3 15 (0.48%) Network Security
3 15 (0.48%) Wi-Fi
4 13 (0.41%) LAN
5 12 (0.38%) WAN
6 11 (0.35%) Intranet
7 9 (0.29%) SMS
8 7 (0.22%) Wireless
9 6 (0.19%) FTP
9 6 (0.19%) Intrusion Detection
10 5 (0.16%) Wireless Security
11 4 (0.13%) Wireshark
12 3 (0.095%) NGN
12 3 (0.095%) VoIP
13 2 (0.064%) 3G
13 2 (0.064%) Bluetooth
13 2 (0.064%) Broadband
13 2 (0.064%) DNS
13 2 (0.064%) SNMP
Database & Business Intelligence
1 621 (19.75%) SQL Server
2 480 (15.26%) Data Warehouse
3 340 (10.81%) Big Data
4 311 (9.89%) SQL Server Reporting Services
5 287 (9.13%) SQL Server Integration Services
6 236 (7.50%) Hadoop
7 198 (6.30%) Data Mining
8 167 (5.31%) Relational Database
9 148 (4.71%) SQL Server 2008
10 144 (4.58%) BusinessObjects
11 142 (4.52%) QlikView
12 136 (4.32%) SQL Server Analysis Services
13 127 (4.04%) SQL Server 2012
14 120 (3.82%) MongoDB
15 111 (3.53%) NoSQL
16 105 (3.34%) MySQL
17 100 (3.18%) Apache Hive
18 80 (2.54%) PostgreSQL
19 70 (2.23%) MS Access
20 64 (2.03%) Power BI
Development Applications
1 77 (2.45%) Git (software)
2 64 (2.03%) JIRA
3 52 (1.65%) Team Foundation Server
4 44 (1.40%) Visual Studio
5 39 (1.24%) Jenkins
6 33 (1.05%) Talend Open Studio
7 23 (0.73%) Vagrant
7 23 (0.73%) Yeoman
8 22 (0.70%) Oracle Forms
9 18 (0.57%) Maven
10 17 (0.54%) Toad
11 16 (0.51%) Gradle
11 16 (0.51%) Subversion
12 14 (0.45%) Selenium
13 13 (0.41%) Atlassian Bamboo
14 10 (0.32%) Axure RP
14 10 (0.32%) JUnit
14 10 (0.32%) SQL Server Management Studio (SSMS)
14 10 (0.32%) Visual Studio Tools for Office
15 9 (0.29%) LabVIEW
General
1 1033 (32.85%) Finance
2 362 (11.51%) Marketing
3 226 (7.19%) Banking
4 195 (6.20%) Retail
5 132 (4.20%) Telecoms
6 76 (2.42%) Legal
7 71 (2.26%) Manufacturing
8 48 (1.53%) Investment Banking
9 46 (1.46%) Publishing
10 45 (1.43%) Billing
11 44 (1.40%) Advertising
11 44 (1.40%) Games
12 35 (1.11%) Front Office
13 33 (1.05%) Law
14 30 (0.95%) Back Office
15 29 (0.92%) Aerospace
16 28 (0.89%) Pharmaceutical
17 26 (0.83%) Electronics
18 24 (0.76%) Financial Institution
19 23 (0.73%) Automotive
Job Titles
1 1475 (46.90%) Analyst
2 561 (17.84%) Developer
3 532 (16.92%) Data Analyst
4 441 (14.02%) Business Analyst
5 275 (8.74%) SQL Analyst
6 193 (6.14%) Consultant
7 188 (5.98%) Data Scientist
8 173 (5.50%) SQL Data Analyst
9 165 (5.25%) Business Intelligence Analyst
10 139 (4.42%) Senior Analyst
11 134 (4.26%) Architect
12 133 (4.23%) Business Intelligence Developer
13 124 (3.94%) SQL Developer
14 104 (3.31%) Data Business Analyst
15 93 (2.96%) Report Analyst
16 92 (2.93%) Junior
17 89 (2.83%) Excel Analyst
18 83 (2.64%) Analyst Developer
19 78 (2.48%) Data Architect
20 74 (2.35%) Systems Analyst
Libraries, Frameworks & Software Standards
1 147 (4.67%) .NET
2 128 (4.07%) HTML
3 120 (3.82%) XML
4 105 (3.34%) CSS
5 78 (2.48%) MDX
5 78 (2.48%) Natural Language Processing
6 58 (1.84%) AngularJS
7 55 (1.75%) Web Services
8 51 (1.62%) D3.js
9 44 (1.40%) Pandas
10 42 (1.34%) JSON
10 42 (1.34%) REST
11 39 (1.24%) HTML5
12 38 (1.21%) jQuery
13 35 (1.11%) SciPy
14 33 (1.05%) ASP.NET
14 33 (1.05%) NumPy
15 29 (0.92%) scikit-learn
16 26 (0.83%) SOAP
17 25 (0.79%) Django
Miscellaneous
1 892 (28.36%) Analytical Skills
2 286 (9.09%) Computer Science
3 282 (8.97%) Visualisation
4 279 (8.87%) Statistics
5 248 (7.89%) Management Information System
6 214 (6.80%) Mathematics
7 181 (5.76%) Algorithms
8 97 (3.08%) User Experience
9 81 (2.58%) Physics
10 79 (2.51%) Data Structures
11 72 (2.29%) Data Integration
12 48 (1.53%) Data Extraction
13 47 (1.49%) Fintech
14 44 (1.40%) Economics
15 42 (1.34%) Hedge funds
16 40 (1.27%) Fixed Income
17 36 (1.14%) Reference Data
18 35 (1.11%) Credit Risk
19 34 (1.08%) Foreign Exchange (FX)
20 33 (1.05%) Equities
Operating Systems
1 148 (4.71%) Linux
2 125 (3.97%) Windows
3 89 (2.83%) Unix
4 25 (0.79%) Apple iOS
5 20 (0.64%) Solaris
6 19 (0.60%) Windows Server
7 10 (0.32%) CentOS
8 8 (0.25%) Mac OS X
9 6 (0.19%) Android
10 5 (0.16%) AIX
11 4 (0.13%) Ubuntu
12 2 (0.064%) CatOS
12 2 (0.064%) Red Hat Enterprise Linux
12 2 (0.064%) Windows Server 2008
13 1 (0.032%) Debian
13 1 (0.032%) HPUX
13 1 (0.032%) Windows 7
13 1 (0.032%) Windows Server 2012
Processes & Methodologies
1 885 (28.14%) Business Intelligence
2 634 (20.16%) Analytics
3 614 (19.52%) Agile Software Development
4 357 (11.35%) Data Modelling
5 350 (11.13%) ETL
6 312 (9.92%) Data Management
7 302 (9.60%) Stakeholder Management
8 288 (9.16%) Data Analytics
9 279 (8.87%) Business Analysis
9 279 (8.87%) Project Management
10 275 (8.74%) Machine Learning
11 182 (5.79%) User Acceptance Testing
12 181 (5.76%) Change Management
13 175 (5.56%) CRM
14 167 (5.31%) Migration
15 160 (5.09%) Scrum
16 154 (4.90%) SDLC
17 151 (4.80%) ITIL
18 147 (4.67%) Waterfall
19 143 (4.55%) Data Visualisation
Programming Languages
1 1532 (48.71%) SQL
2 373 (11.86%) Python
3 307 (9.76%) R
4 306 (9.73%) T-SQL
5 302 (9.60%) Java
6 197 (6.26%) VBA
7 163 (5.18%) C#
8 152 (4.83%) JavaScript
9 133 (4.23%) PL/SQL
10 122 (3.88%) C++
11 92 (2.93%) MATLAB
12 61 (1.94%) Scala
13 57 (1.81%) C
14 54 (1.72%) PHP
15 52 (1.65%) VB
16 30 (0.95%) Perl
17 27 (0.86%) Bash Shell
18 25 (0.79%) Clojure
18 25 (0.79%) Ruby
19 23 (0.73%) Cypher
Qualifications
1 601 (19.11%) Degree
2 115 (3.66%) PhD
3 81 (2.58%) Security Cleared
4 48 (1.53%) SC Cleared
5 46 (1.46%) CISA
6 36 (1.14%) ISEB
7 28 (0.89%) PCI QSA
8 24 (0.76%) ITIL Certification
9 21 (0.67%) CISSP
10 20 (0.64%) CISM
11 17 (0.54%) DV Cleared
12 16 (0.51%) Microsoft Certification
13 15 (0.48%) PRINCE2 Certification
14 14 (0.45%) ISTQB
15 13 (0.41%) PMI Certification
16 12 (0.38%) PMP
17 11 (0.35%) Cisco Certification
18 8 (0.25%) CCNA
18 8 (0.25%) HNC
18 8 (0.25%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 262 (8.33%) Data Quality
2 135 (4.29%) QA
3 104 (3.31%) SLA
4 43 (1.37%) PCI DSS
5 17 (0.54%) MiFID
6 11 (0.35%) EMIR
7 10 (0.32%) ISO/IEC 27001
8 9 (0.29%) CRD IV
9 8 (0.25%) Dodd-Frank
10 7 (0.22%) Basel III
10 7 (0.22%) COBIT
10 7 (0.22%) COREP
10 7 (0.22%) FINREP
10 7 (0.22%) Sarbanes-Oxley
11 5 (0.16%) ISO19770
12 4 (0.13%) Actionable Recommendations
13 3 (0.095%) SDET
14 2 (0.064%) FATCA
14 2 (0.064%) GPG13
14 2 (0.064%) ISO 9001
System Software
1 23 (0.73%) Active Directory
1 23 (0.73%) Virtual Machines
1 23 (0.73%) VirtualBox
2 9 (0.29%) Apache Flume
2 9 (0.29%) HDFS
3 8 (0.25%) Firmware
4 7 (0.22%) VMware Infrastructure
5 6 (0.19%) Oracle RAC
6 5 (0.16%) Veritas Cluster Server
7 2 (0.064%) Sendmail
7 2 (0.064%) Snort
Systems Management
1 18 (0.57%) EnCase
2 9 (0.29%) Opscode Chef
3 7 (0.22%) HP Quality Center
3 7 (0.22%) Puppet
4 6 (0.19%) logstash
5 5 (0.16%) Nessus
5 5 (0.16%) Oozie
5 5 (0.16%) Terraform
6 4 (0.13%) Hadoop YARN
6 4 (0.13%) Thomson Reuters DACS
7 3 (0.095%) SCCM
7 3 (0.095%) SCOM
8 2 (0.064%) Cisco Prime
8 2 (0.064%) FTK
8 2 (0.064%) Kibana
9 1 (0.032%) Control-M
9 1 (0.032%) cPanel
9 1 (0.032%) Perfmon
9 1 (0.032%) TeamSite
9 1 (0.032%) Tivoli
Vendors
1 515 (16.38%) Microsoft
2 332 (10.56%) Oracle
3 257 (8.17%) Tableau
4 162 (5.15%) SAP
5 75 (2.38%) Cognos
6 73 (2.32%) Google
7 71 (2.26%) Salesforce.com
8 70 (2.23%) Informatica
9 69 (2.19%) IBM
10 42 (1.34%) Splunk
11 33 (1.05%) Bloomberg
11 33 (1.05%) Talend
12 31 (0.99%) MicroStrategy
13 30 (0.95%) Remedy
13 30 (0.95%) Reuters
14 27 (0.86%) Adobe
14 27 (0.86%) Cisco
15 25 (0.79%) Teradata
16 23 (0.73%) TIBCO
17 18 (0.57%) Hyperion
Bristol, Avon
Redrock Consulting Ltd
Salary: £18000 - £24000 per annum + Excellent Benefits
Posted: 5 hours ago
Hull, North Humberside
Searchability
Salary: £30000 - £45000 per annum + benefits
Posted: 6 hours ago
Leeds, West Yorkshire
Mortimer Spinks
Salary: £22000 - £28000 per annum + Plus benefits
Posted: 9 hours ago
Farnborough, Hampshire
Experis Ltd
Salary: £32000 - £38000 per annum + Benefits
Posted: 8 hours ago
City, London
Networking People
Salary: Bonus + Benefits
Posted: 6 hours ago
East London
THE RACING POST
Salary: From £55,000 to £60,000 per annum
Posted: 9 hours ago
Berkshire
Spargonet Consulting Plc
Salary: £60000 - £65000 per annum, Benefits Pension, Health, Life Ass and 25 d
Posted: 5 hours ago
Newbury, Berkshire
The People Network
Salary: £35000 - £45000 per annum + Pension, Healthcare
Posted: 7 hours ago
Reading, Berkshire
Stott & May
Salary: £25000 - £27500 per annum + Benefits
Posted: Yesterday
Warrington, Cheshire
Big Red Recruitment
Salary: £28000 - £35000 per annum
Posted: Yesterday
London
Lawrence Harvey Enterprise
Salary: £40000.00 - £70000.00 per annum + benefits
Posted: 14 hours ago
City, London
ANSON MCCADE
Salary: Up to £85,000 + Benefits including bonus
Posted: 10 hours ago
City, London
onezeero.
Salary: £40000 - £45000 per annum + Bonus + Excellent Benefits
Posted: Yesterday
Hertfordshire
Lorien Resourcing
Salary: £24000 - £27000 per annum + Benefits
Posted: Yesterday
Guildford, Surrey
Spectrum IT Recruitment (South) Ltd
Salary: £50000 - £65000 per annum + Benefits
Posted: Yesterday
London
Oliver Bernard
Salary: £45000 - £55000 per annum + Benefits + Bonus
Posted: 2 days ago
East London
Capita Resourcing - IT Resourcing
Salary: £37000 - £45000 per annum + Bens
Posted: 2 days ago
Warrington, Cheshire
Senitor Associates
Salary: Benefits
Posted: 2 days ago
Reading, Berkshire
Vantage Recruitment Solutions Ltd
Salary: From £23,000 to £28,000 per annum + Benefits
Posted: Yesterday
South East London
Comtecs
Salary: £25000 - £30000 Per Annum Excellent Benefits
Posted: Yesterday
London
Coal IT Services
Salary: From £40,000 to £40,000 per annum + Package
Posted: Yesterday
Bristol, Avon
EasyWebRecruitment.com
Salary: £24,475 - £29,758
Posted: 2 days ago
Wigan, Lancashire
Intech 7
Salary: From £35,000 to £40,000 per annum negotiable based on exp; good packag
Posted: Yesterday
Warrington, Cheshire
Big Red Recruitment
Salary: £28000 - £35000 per annum + benefits
Posted: 2 days ago
Liverpool, Merseyside
McGregor Boyall
Salary: £25000.00 - £35000.00 per annum + excellent benefits
Posted: Yesterday
London
onezeero.
Salary: £65000 per annum + package
Posted: 2 days ago
Luton, Bedfordshire
Understanding Recruitment
Salary: £45000 - £55000 per annum + Execllent Benefits
Posted: Yesterday
City, London
Informatiq Consulting
Salary: £40000 - £50000 per annum + bonus, pension, healthcare
Posted: 2 days ago
London
Colston Consulting
Salary: £30000 - £40000 per annum
Posted: 2 days ago
Chelmsford, Essex
Clearwater People Solutions
Salary: £40000 Per Annum
Posted: 2 days ago