The table below looks at the statistics for Data Analysis skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 24 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Feb 2017
Same period 2016 Same period 2015
Data Analysis
UK
Rank 202 185 190
Rank change year-on-year
-17 +5
Permanent jobs citing Data Analysis 1386 1878 1832
As % of all permanent IT jobs located in the UK 1.65% 1.84% 1.72%
As % of the Processes & Methodologies category 1.85% 2.08% 1.98%
Number of salaries quoted 1099 1488 1479
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £28,500 £27,918 £27,500
10% offered a salary of more than £70,000 £70,000 £67,500
UK excluding London median salary £40,000 £40,000 £37,500
% change year-on-year
- +6.66%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
74798 90228 92581
As % of all permanent IT jobs located in the UK 88.80% 88.29% 86.67%
Number of salaries quoted 61505 74906 75759
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £74,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analysis
Jobs Demand Trend

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

Data Analysis Jobs Demand Trend in the UK

Data Analysis
Salary Trend

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

Data Analysis Salary Trend in the UK

Data Analysis
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Analysis over the 3 months to 24 February 2017 within the UK.

Data Analysis Salary Histogram in the UK

Data Analysis
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the UK over the 3 months to 24 February 2017. 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 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
England -17 1253 £45,000 - 221
London -4 612 £55,000 +4.76% 91
South East -24 209 £45,000 +7.14% 45
City of London -20 124 £47,500 -5.00% 18
East of England +56 91 £40,000 +6.66% 17
Scotland +22 84 £44,500 -17.20% 8
North West -43 80 £35,000 +3.78% 21
West Midlands -45 77 £39,500 +5.33% 13
Yorkshire +29 61 £40,000 +33.33% 14
South West -78 55 £37,500 -16.66% 10
East Midlands +12 52 £45,000 - 9
West Yorkshire +29 51 £40,000 +33.33% 9
Manchester -26 51 £38,000 +1.33% 12
Hertfordshire +30 46 £40,000 +14.28% 5
Edinburgh +5 45 £45,000 -5.26% 6
Berkshire 0 45 £40,000 -11.11% 6
Surrey +33 41 £48,750 +30.00% 12
Leeds +27 40 £40,000 +33.33% 6
Hampshire +1 37 £45,000 - 8
Glasgow +1 36 £43,250 -21.36% 1
Birmingham +5 28 £40,000 +26.98% 7
Oxfordshire +17 26 £50,000 -9.09% 11
Buckinghamshire +9 26 £35,000 +6.06% 2
Nottinghamshire +3 25 £45,000 -18.18% 5
Dorset +31 22 £40,000 +50.94% 2
Oxford +2 19 £47,500 -13.63% 8
West Sussex +7 18 £55,000 +42.85% 3
Nottingham +1 18 £45,000 -18.18% 4
Southampton +19 17 £37,500 -16.66% 2
Poole - 16 £40,000 - 1

Data Analysis
Top 30 Related IT Skills

For the 6 months to 24 February 2017, 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 with a requirement for Data Analysis.

1 1401 (48.83%) SQL
2 804 (28.02%) Finance
3 741 (25.83%) Analytical Skills
4 723 (25.20%) Business Intelligence
5 661 (23.04%) Degree
6 600 (20.91%) Analytics
7 552 (19.24%) MS Excel
8 536 (18.68%) Agile Software Development
9 529 (18.44%) SQL Server
10 524 (18.26%) Microsoft
11 367 (12.79%) Data Warehouse
12 328 (11.43%) Python
13 318 (11.08%) Data Modelling
14 315 (10.98%) SQL Server Reporting Services
15 302 (10.53%) ETL
16 299 (10.42%) Marketing
17 290 (10.11%) SQL Server Integration Services
18 287 (10.00%) Computer Science
19 284 (9.90%) Big Data
20 283 (9.86%) Oracle
21 272 (9.48%) Mathematics
22 257 (8.96%) Business Analysis
23 255 (8.89%) T-SQL
24 249 (8.68%) Stakeholder Management
25 247 (8.61%) Visualisation
26 225 (7.84%) Project Management
27 216 (7.53%) R
28 214 (7.46%) MS Office
29 210 (7.32%) CRM
30 209 (7.28%) Data Management

Data Analysis
Top Related IT Skills 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
1 194 (6.76%) SAS
2 118 (4.11%) SharePoint
3 91 (3.17%) Apache Spark
4 44 (1.53%) Apache
5 37 (1.29%) Apache Pig
6 30 (1.05%) Confluence
7 19 (0.66%) CICS
8 17 (0.59%) Elasticsearch
8 17 (0.59%) Tomcat
9 15 (0.52%) OpenStack
10 14 (0.49%) IIS
11 13 (0.45%) ArcGIS
11 13 (0.45%) GlassFish
12 10 (0.35%) BizTalk Server
13 9 (0.31%) CMS
14 8 (0.28%) Jupyter
14 8 (0.28%) Smallworld
15 7 (0.24%) Apache Airflow
15 7 (0.24%) Apache Solr
15 7 (0.24%) SharePoint 2013
Applications
1 552 (19.24%) MS Excel
2 214 (7.46%) MS Office
3 140 (4.88%) MS PowerPoint
4 80 (2.79%) SPSS
5 67 (2.34%) MS Visio
6 35 (1.22%) Spreadsheet
7 24 (0.84%) MS Project
8 8 (0.28%) EViews
9 6 (0.21%) GNU Octave
9 6 (0.21%) Stata
10 4 (0.14%) AutoCAD
10 4 (0.14%) SPSS Modeler
11 2 (0.070%) Weka
12 1 (0.035%) Autodesk Inventor
Business Applications
1 29 (1.01%) Dynamics CRM
2 24 (0.84%) Salesforce.com CRM
3 21 (0.73%) Oracle EBS
4 12 (0.42%) Dynamics AX
4 12 (0.42%) Endur
4 12 (0.42%) Oracle Applications
4 12 (0.42%) WebTrends
5 11 (0.38%) Cognos Business Intelligence
5 11 (0.38%) OpenLink RightAngle
5 11 (0.38%) Oracle EBS R12
5 11 (0.38%) Oracle Financials
6 10 (0.35%) Dynamics NAV
7 9 (0.31%) FastStats
7 9 (0.31%) Markit EDM
8 8 (0.28%) Sage 200
8 8 (0.28%) SAP Oil and Gas
9 6 (0.21%) Oracle BPM
9 6 (0.21%) SAP BPC
9 6 (0.21%) SAP CRM
9 6 (0.21%) SAP S/4HANA
Cloud Services
1 64 (2.23%) Google Analytics
2 54 (1.88%) Amazon AWS
3 40 (1.39%) SaaS
4 24 (0.84%) Adobe Analytics
5 20 (0.70%) Microsoft Azure
5 20 (0.70%) PaaS
6 19 (0.66%) Google Cloud Platform
7 18 (0.63%) IaaS
8 17 (0.59%) Amazon EC2
9 16 (0.56%) AdWords
10 15 (0.52%) Cloud Computing
11 13 (0.45%) G Suite
12 12 (0.42%) GitHub
13 10 (0.35%) Office 365
14 9 (0.31%) Taleo
15 8 (0.28%) Amazon Kinesis
16 7 (0.24%) Amazon EMR
16 7 (0.24%) Google Tag Manager
17 5 (0.17%) Amazon S3
18 3 (0.10%) SuccessFactors
Communications & Networking
1 29 (1.01%) DNS
1 29 (1.01%) Internet
1 29 (1.01%) Intranet
2 25 (0.87%) SAN
3 20 (0.70%) DHCP
4 19 (0.66%) Wireshark
5 17 (0.59%) VPN
6 16 (0.56%) 802.11
7 15 (0.52%) Wireless
8 14 (0.49%) HTTP
9 10 (0.35%) SSL
10 9 (0.31%) TCP/IP
11 8 (0.28%) tcpdump
12 6 (0.21%) SMS
13 5 (0.17%) 3G
13 5 (0.17%) 4G
13 5 (0.17%) FTP
13 5 (0.17%) LAN
13 5 (0.17%) WAN
13 5 (0.17%) Wi-Fi
Database & Business Intelligence
1 529 (18.44%) SQL Server
2 367 (12.79%) Data Warehouse
3 315 (10.98%) SQL Server Reporting Services
4 290 (10.11%) SQL Server Integration Services
5 284 (9.90%) Big Data
6 165 (5.75%) Relational Database
7 141 (4.91%) Hadoop
8 140 (4.88%) Data Mining
8 140 (4.88%) QlikView
9 131 (4.57%) Power BI
10 114 (3.97%) MySQL
11 110 (3.83%) SQL Server Analysis Services
12 100 (3.49%) SQL Server 2008
13 95 (3.31%) BusinessObjects
14 91 (3.17%) NoSQL
15 79 (2.75%) RDBMS
16 74 (2.58%) MS Access
17 72 (2.51%) MongoDB
18 65 (2.27%) PostgreSQL
18 65 (2.27%) SQL Server 2012
Development Applications
1 87 (3.03%) Git (software)
2 74 (2.58%) JIRA
3 35 (1.22%) Visual Studio
4 33 (1.15%) Team Foundation Server
5 32 (1.12%) Jenkins
6 31 (1.08%) Oracle Forms
7 24 (0.84%) Talend Open Studio
8 22 (0.77%) Maven
9 20 (0.70%) ERwin
10 18 (0.63%) Hudson
10 18 (0.63%) JUnit
10 18 (0.63%) TeamCity
11 14 (0.49%) LSMW
11 14 (0.49%) Vagrant
12 13 (0.45%) Ant
12 13 (0.45%) Gradle
12 13 (0.45%) Selenium
13 12 (0.42%) Subversion
14 11 (0.38%) Eclipse
14 11 (0.38%) Sonatype Nexus
General
1 804 (28.02%) Finance
2 299 (10.42%) Marketing
3 204 (7.11%) Banking
4 161 (5.61%) Retail
5 142 (4.95%) Legal
6 106 (3.69%) Telecoms
7 61 (2.13%) Games
8 59 (2.06%) Manufacturing
9 45 (1.57%) Back Office
10 43 (1.50%) Advertising
10 43 (1.50%) Front Office
11 42 (1.46%) Law
12 38 (1.32%) Automotive
13 27 (0.94%) Financial Institution
13 27 (0.94%) Publishing
14 23 (0.80%) Investment Banking
15 18 (0.63%) Billing
16 17 (0.59%) Pharmaceutical
17 16 (0.56%) Corporate Banking
18 15 (0.52%) Retail Banking
Job Titles
1 1338 (46.64%) Analyst
2 520 (18.12%) Data Analyst
3 493 (17.18%) Developer
4 328 (11.43%) Business Analyst
5 254 (8.85%) SQL Analyst
6 168 (5.86%) SQL Data Analyst
7 167 (5.82%) Data Scientist
8 153 (5.33%) Senior Analyst
9 150 (5.23%) Consultant
10 111 (3.87%) Business Intelligence Analyst
11 103 (3.59%) SQL Developer
12 100 (3.49%) Report Analyst
13 94 (3.28%) Architect
14 85 (2.96%) Business Intelligence Developer
15 74 (2.58%) Senior Developer
16 70 (2.44%) Systems Analyst
17 68 (2.37%) Analyst Developer
18 65 (2.27%) Junior
19 61 (2.13%) Support Analyst
20 59 (2.06%) Data Architect
Libraries, Frameworks & Software Standards
1 129 (4.50%) .NET
2 110 (3.83%) HTML
3 98 (3.42%) XML
4 83 (2.89%) CSS
5 66 (2.30%) AngularJS
6 61 (2.13%) Web Services
7 50 (1.74%) ASP.NET
8 49 (1.71%) RESTful
9 41 (1.43%) Natural Language Processing
10 39 (1.36%) jQuery
11 33 (1.15%) D3.js
11 33 (1.15%) MDX
12 26 (0.91%) Node.js
13 23 (0.80%) .NET Framework
13 23 (0.80%) Ajax
13 23 (0.80%) Entity Framework
14 21 (0.73%) Pandas
15 20 (0.70%) WCF
16 19 (0.66%) ASP.NET Web Forms
16 19 (0.66%) J2EE
Miscellaneous
1 741 (25.83%) Analytical Skills
2 287 (10.00%) Computer Science
3 200 (6.97%) Management Information System
4 129 (4.50%) Algorithms
5 93 (3.24%) User Experience
6 60 (2.09%) Data Structures
7 56 (1.95%) Fixed Income
8 52 (1.81%) Social Media
9 42 (1.46%) Credit Risk
10 41 (1.43%) Mobile App
11 36 (1.25%) iPad
12 32 (1.12%) Fintech
13 31 (1.08%) Equities
14 27 (0.94%) Derivative
14 27 (0.94%) Reference Data
15 25 (0.87%) Mainframe
16 22 (0.77%) NHS
17 21 (0.73%) Foreign Exchange (FX)
18 20 (0.70%) Life Science
19 19 (0.66%) Driving Licence
Operating Systems
1 163 (5.68%) Windows
2 139 (4.84%) Linux
3 93 (3.24%) Unix
4 39 (1.36%) Windows Server
5 38 (1.32%) Windows 7
6 19 (0.66%) Windows 8
7 17 (0.59%) Windows 10
8 16 (0.56%) Windows Server 2012
8 16 (0.56%) Windows Vista
9 15 (0.52%) Windows Server 2003
10 13 (0.45%) Apple iOS
10 13 (0.45%) CentOS
10 13 (0.45%) Mac OS X
11 11 (0.38%) Windows Server 2008
12 9 (0.31%) Solaris
13 8 (0.28%) Android
14 4 (0.14%) Red Hat Enterprise Linux
14 4 (0.14%) Ubuntu
15 3 (0.10%) AIX
15 3 (0.10%) Windows 2000
Processes & Methodologies
1 723 (25.20%) Business Intelligence
2 600 (20.91%) Analytics
3 536 (18.68%) Agile Software Development
4 318 (11.08%) Data Modelling
5 302 (10.53%) ETL
6 272 (9.48%) Mathematics
7 257 (8.96%) Business Analysis
8 249 (8.68%) Stakeholder Management
9 247 (8.61%) Visualisation
10 225 (7.84%) Project Management
11 210 (7.32%) CRM
12 209 (7.28%) Data Management
13 204 (7.11%) Statistics
14 177 (6.17%) Machine Learning
15 176 (6.13%) Data Analytics
16 158 (5.51%) Scrum
17 156 (5.44%) Migration
18 154 (5.37%) SDLC
19 144 (5.02%) ITIL
20 139 (4.84%) Data Visualisation
Programming Languages
1 1401 (48.83%) SQL
2 328 (11.43%) Python
3 255 (8.89%) T-SQL
4 216 (7.53%) R
5 202 (7.04%) Java
6 169 (5.89%) JavaScript
7 153 (5.33%) PL/SQL
8 149 (5.19%) C#
9 131 (4.57%) VBA
10 108 (3.76%) C++
11 85 (2.96%) PHP
12 69 (2.41%) C
13 66 (2.30%) MATLAB
14 61 (2.13%) Scala
15 58 (2.02%) VB
16 52 (1.81%) Perl
17 49 (1.71%) Shell Script
18 38 (1.32%) Ruby
19 33 (1.15%) PowerShell
20 25 (0.87%) JCL
Qualifications
1 661 (23.04%) Degree
2 90 (3.14%) PhD
3 38 (1.32%) Microsoft Certification
4 37 (1.29%) Security Cleared
5 32 (1.12%) CISA
5 32 (1.12%) ISEB
6 30 (1.05%) ITIL Certification
7 25 (0.87%) PCI QSA
8 18 (0.63%) CCNA
8 18 (0.63%) Cisco Certification
9 17 (0.59%) MCP
10 16 (0.56%) MCSE
11 15 (0.52%) MCSA
12 14 (0.49%) DV Cleared
12 14 (0.49%) PMP
12 14 (0.49%) SC Cleared
13 11 (0.38%) ITIL Foundation Certificate
14 9 (0.31%) Oracle Certification
14 9 (0.31%) PMI Certification
15 8 (0.28%) OCA
Quality Assurance & Compliance
1 182 (6.34%) Data Quality
2 165 (5.75%) QA
3 68 (2.37%) SLA
4 43 (1.50%) PCI DSS
5 10 (0.35%) MiFID
6 9 (0.31%) EMIR
6 9 (0.31%) P3O
7 8 (0.28%) ISO/IEC 27001
8 6 (0.21%) ISO 9001
9 3 (0.10%) Actionable Recommendations
9 3 (0.10%) GCP
9 3 (0.10%) IFRS
9 3 (0.10%) SNOMED CT
10 2 (0.070%) Dodd-Frank
10 2 (0.070%) GLP
10 2 (0.070%) HL7
10 2 (0.070%) IFRS 9
10 2 (0.070%) ISO22301
11 1 (0.035%) Sarbanes-Oxley
11 1 (0.035%) UCITS
System Software
1 54 (1.88%) Active Directory
2 26 (0.91%) VMware Infrastructure
3 18 (0.63%) Docker
4 13 (0.45%) HDFS
5 10 (0.35%) Slurm Workload Manager
6 9 (0.31%) Ceph
7 8 (0.28%) Apache Flume
8 7 (0.24%) Hyper-V
8 7 (0.24%) Virtual Machines
9 5 (0.17%) VirtualBox
10 2 (0.070%) vSphere
11 1 (0.035%) Apache ZooKeeper
11 1 (0.035%) Firmware
11 1 (0.035%) KVM
11 1 (0.035%) LXC
11 1 (0.035%) Microsoft App-V
11 1 (0.035%) Xen
11 1 (0.035%) XenApp
11 1 (0.035%) XenDesktop
Systems Management
1 17 (0.59%) Tivoli
2 13 (0.45%) Kibana
3 12 (0.42%) Ambari
3 12 (0.42%) Hadoop YARN
4 11 (0.38%) EnCase
4 11 (0.38%) Opscode Chef
5 10 (0.35%) AirWatch
5 10 (0.35%) Ansible
5 10 (0.35%) Puppet
6 9 (0.31%) logstash
6 9 (0.31%) SCCM
7 7 (0.24%) Oozie
8 4 (0.14%) FTK
9 3 (0.10%) EMC NetWorker
9 3 (0.10%) Kubernetes
9 3 (0.10%) SCOM
10 2 (0.070%) SCSM
10 2 (0.070%) Systems Management Server (SMS)
10 2 (0.070%) WSUS
11 1 (0.035%) Mesos
Vendors
1 524 (18.26%) Microsoft
2 283 (9.86%) Oracle
3 207 (7.22%) Tableau
4 121 (4.22%) Google
5 103 (3.59%) SAP
6 78 (2.72%) Salesforce.com
7 63 (2.20%) Informatica
8 58 (2.02%) IBM
9 55 (1.92%) Teradata
10 53 (1.85%) Cognos
11 39 (1.36%) VMware
12 34 (1.19%) MicroStrategy
13 28 (0.98%) Adobe
14 25 (0.87%) HP
14 25 (0.87%) Vermilion
15 24 (0.84%) Talend
16 23 (0.80%) Alteryx
17 15 (0.52%) Progress
17 15 (0.52%) Red Hat
18 14 (0.49%) Sage
Chester, Cheshire
Oscar
Salary: £32000 - £35000 per annum + Benefits
Posted: 8 hours ago
Havant, Hampshire
Jobsite
Salary: Competitive plus Generous Benefits
Posted: 11 hours ago
London
Mortimer Spinks
Posted: 11 hours ago
Havant, Hampshire
Jobsite
Salary: Competitive plus Generous Benefits
Posted: 11 hours ago
Redhill, Surrey
ARC IT Recruitment Ltd
Salary: £55000 per annum + plus bonus (20%) plus benefits
Posted: 6 hours ago
Beaconsfield, Buckinghamshire
Go IT Recruitment Ltd
Salary: From £24,000 to £26,000 per annum + bonuses + excellent benefits
Posted: Yesterday
South West London
set2recruit
Salary: Up to £45,000 per annum
Posted: 7 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 12 hours ago
Maidstone, Kent
Computer People
Salary: £40000.00 - £46000.00 per annum + Benefits
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £50000 - £60000 per annum + bonus + benefits
Posted: 6 hours ago
Blackburn, Lancashire
Reed Technology
Salary: £35000 - £40000 per annum
Posted: 14 hours ago
West London
QVC
Salary: From £28,000 to £37,000 per annum
Posted: 8 hours ago
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: 6 hours ago
Edinburgh, Midlothian
Hydrogen Group
Posted: 2 days ago
City, London
Venturi
Salary: £45000 - £55000 per annum + bonus and full benefits
Posted: Yesterday
City, London
Best Practice Talent Solutions
Salary: From £45,000 to £55,000 per annum
Posted: Yesterday
Manchester, Lancashire
Robert Walters
Salary: £18000 - £24000 per annum
Posted: 4 days ago
London
Oliver James Associates
Salary: £85000 - £110000 per annum + Excellent Benefits and Bonus
Posted: Yesterday
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £30000 - £34000 per annum + benefits
Posted: Yesterday
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £70,000 per annum + benefits like Training, Healthcare coverage
Posted: Yesterday
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + bonus + benefits
Posted: Yesterday
Redhill, Surrey
CodeSource Recruitment Limited
Salary: From £35,000 to £55,000 per annum Bonus + good benefits
Posted: 3 days ago
West Midlands
Arden Resourcing Limited
Salary: £20000.00 - £26000.00 per annum
Posted: 2 days ago
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £27000 - £32000 per annum + benefits
Posted: 4 days ago
Birmingham, West Midlands (County)
Kyna Associates
Salary: £35000 - £45000 Per Annum Benefits
Posted: 2 days ago
Leeds, West Yorkshire
Candour Solutions
Salary: Excellent + Bens
Posted: 2 days ago
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: 2 days ago
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £30000 per annum + Benefits + Training
Posted: 3 days ago
London
Joseph Harry Ltd
Salary: £85000 - £110000 per annum + 25% Bonus + 10% Pension
Posted: Yesterday
South East London
Jobsite
Salary: Competitive plus Generous Benefits
Posted: Yesterday