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 17 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
17 Jan 2017
Same period 2016 Same period 2015
Data Analysis
UK / England
Rank 205 181 182
Rank change year-on-year
-24 +1
Permanent jobs citing Data Analysis 1317 1708 1715
As % of all permanent IT jobs located in England 1.67% 1.86% 1.78%
As % of the Processes & Methodologies category 1.90% 2.12% 2.07%
Number of salaries quoted 1065 1374 1409
Median salary £47,500 £45,000 £44,000
Median salary % change year-on-year
+5.55% +2.27%
90% offered a salary of more than £28,750 £29,000 £28,000
10% offered a salary of more than £70,000 £75,000 £65,000
UK excluding London median salary £41,500 £40,000 £37,500
% change year-on-year
+3.75% +6.66%

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
69491 80594 82768
As % of all permanent IT jobs located in England 88.18% 87.70% 86.04%
Number of salaries quoted 57640 67785 68751
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £77,500
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 17 January 2017.

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 17 January 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
London -14 645 £55,000 +1.85% 89
South East -11 221 £50,000 +21.95% 21
North West +9 106 £33,000 +10.00% 19
East of England +40 100 £37,500 - 11
West Midlands -73 72 £39,750 -0.62% 11
Yorkshire +25 55 £37,750 +34.82% 6
South West -42 53 £40,000 -1.23% 13
East Midlands +9 48 £47,500 +5.55% 7
North East +4 13 £36,750 +2.03%
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 17 January 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 across the England region with a requirement for Data Analysis.

1 1290 (48.26%) SQL
2 768 (28.73%) Finance
3 702 (26.26%) Business Intelligence
4 667 (24.95%) Analytical Skills
5 597 (22.33%) Degree
6 543 (20.31%) Analytics
7 498 (18.63%) SQL Server
8 493 (18.44%) Agile Software Development
9 482 (18.03%) MS Excel
10 441 (16.50%) Microsoft
11 352 (13.17%) Data Warehouse
12 301 (11.26%) SQL Server Reporting Services
13 300 (11.22%) ETL
14 299 (11.19%) Python
15 292 (10.92%) Data Modelling
16 290 (10.85%) SQL Server Integration Services
17 281 (10.51%) T-SQL
18 269 (10.06%) Big Data
19 258 (9.65%) Marketing
19 258 (9.65%) Computer Science
20 250 (9.35%) Oracle
21 249 (9.32%) Stakeholder Management
22 223 (8.34%) Visualisation
22 223 (8.34%) Data Management
23 220 (8.23%) Business Analysis
24 209 (7.82%) Data Quality
25 197 (7.37%) Tableau
25 197 (7.37%) MS Office
26 196 (7.33%) R
27 195 (7.30%) 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
1 142 (5.31%) SAS
2 108 (4.04%) SharePoint
3 69 (2.58%) Apache Spark
4 32 (1.20%) Apache
5 26 (0.97%) Confluence
6 22 (0.82%) Apache Pig
7 19 (0.71%) CICS
8 17 (0.64%) Tomcat
9 15 (0.56%) IIS
10 12 (0.45%) ArcGIS
10 12 (0.45%) BizTalk Server
10 12 (0.45%) GlassFish
11 11 (0.41%) Elasticsearch
11 11 (0.41%) WebSphere
12 10 (0.37%) Apache Solr
12 10 (0.37%) OpenStack
13 8 (0.30%) CMS
13 8 (0.30%) Jupyter
14 7 (0.26%) IBM Notes
14 7 (0.26%) MS Exchange
Applications
1 482 (18.03%) MS Excel
2 197 (7.37%) MS Office
3 162 (6.06%) MS PowerPoint
4 71 (2.66%) SPSS
5 68 (2.54%) MS Visio
6 31 (1.16%) Spreadsheet
7 24 (0.90%) MS Project
8 8 (0.30%) EViews
8 8 (0.30%) GNU Octave
8 8 (0.30%) Stata
9 2 (0.075%) CPLEX
9 2 (0.075%) Weka
10 1 (0.037%) Adobe Illustrator
10 1 (0.037%) AutoCAD
10 1 (0.037%) Photoshop
Business Applications
1 32 (1.20%) Dynamics CRM
2 23 (0.86%) Oracle EBS
3 21 (0.79%) Salesforce.com CRM
4 18 (0.67%) Dynamics AX
5 14 (0.52%) Oracle Applications
6 13 (0.49%) FastStats
6 13 (0.49%) WebTrends
7 12 (0.45%) Oracle EBS R12
7 12 (0.45%) Oracle Financials
8 10 (0.37%) Cognos Business Intelligence
9 8 (0.30%) SAP FI
10 7 (0.26%) Sage 200
10 7 (0.26%) SAP CO
10 7 (0.26%) SAP FI/CO
11 6 (0.22%) Aareon QL
11 6 (0.22%) MIS ActiveH
11 6 (0.22%) OPENHousing
11 6 (0.22%) Oracle BPM
11 6 (0.22%) Orchard Housing
11 6 (0.22%) SAP BPC
Cloud Services
1 65 (2.43%) Google Analytics
2 49 (1.83%) Amazon AWS
3 41 (1.53%) SaaS
4 23 (0.86%) PaaS
5 21 (0.79%) Adobe Analytics
6 19 (0.71%) Amazon EC2
6 19 (0.71%) IaaS
7 18 (0.67%) Google Cloud Platform
8 15 (0.56%) AdWords
8 15 (0.56%) Microsoft Azure
9 13 (0.49%) Cloud Computing
10 11 (0.41%) G Suite
11 10 (0.37%) Taleo
12 9 (0.34%) GitHub
13 7 (0.26%) Google Tag Manager
14 6 (0.22%) Amazon EMR
14 6 (0.22%) Amazon S3
15 4 (0.15%) Office 365
16 3 (0.11%) SuccessFactors
17 2 (0.075%) FinancialForce.com
Communications & Networking
1 31 (1.16%) Internet
2 26 (0.97%) DNS
3 20 (0.75%) SAN
4 17 (0.64%) DHCP
5 16 (0.60%) 802.11
5 16 (0.60%) VPN
6 14 (0.52%) Intranet
7 13 (0.49%) Wireshark
8 11 (0.41%) LAN
8 11 (0.41%) WAN
8 11 (0.41%) Wireless
9 10 (0.37%) SSL
10 8 (0.30%) HTTP
11 7 (0.26%) Wi-Fi
12 5 (0.19%) FTP
12 5 (0.19%) SMS
12 5 (0.19%) TCP/IP
13 4 (0.15%) 3G
13 4 (0.15%) 4G
13 4 (0.15%) RTP
Database & Business Intelligence
1 498 (18.63%) SQL Server
2 352 (13.17%) Data Warehouse
3 301 (11.26%) SQL Server Reporting Services
4 290 (10.85%) SQL Server Integration Services
5 269 (10.06%) Big Data
6 160 (5.99%) Relational Database
7 129 (4.83%) Hadoop
8 125 (4.68%) QlikView
9 118 (4.41%) Data Mining
9 118 (4.41%) Power BI
10 116 (4.34%) SQL Server Analysis Services
11 103 (3.85%) SQL Server 2008
12 101 (3.78%) BusinessObjects
13 88 (3.29%) MySQL
14 84 (3.14%) NoSQL
15 71 (2.66%) RDBMS
16 65 (2.43%) MS Access
17 62 (2.32%) SQL Server 2012
18 61 (2.28%) MongoDB
19 56 (2.10%) Oracle Database
Development Applications
1 78 (2.92%) Git (software)
2 68 (2.54%) JIRA
3 40 (1.50%) Team Foundation Server
4 37 (1.38%) Visual Studio
5 30 (1.12%) Jenkins
5 30 (1.12%) Oracle Forms
6 29 (1.08%) Talend Open Studio
7 22 (0.82%) Maven
8 20 (0.75%) ERwin
9 17 (0.64%) Hudson
9 17 (0.64%) JUnit
10 15 (0.56%) TeamCity
10 15 (0.56%) Vagrant
11 14 (0.52%) Eclipse
12 13 (0.49%) Oracle APEX
13 12 (0.45%) Ant
13 12 (0.45%) Gradle
13 12 (0.45%) Sonatype Nexus
14 11 (0.41%) Subversion
15 10 (0.37%) Selenium
General
1 768 (28.73%) Finance
2 258 (9.65%) Marketing
3 188 (7.03%) Banking
4 175 (6.55%) Retail
5 120 (4.49%) Legal
6 101 (3.78%) Telecoms
7 56 (2.10%) Games
8 45 (1.68%) Manufacturing
9 44 (1.65%) Back Office
10 41 (1.53%) Front Office
10 41 (1.53%) Law
11 36 (1.35%) Advertising
12 33 (1.23%) Automotive
12 33 (1.23%) Investment Banking
13 26 (0.97%) Publishing
14 22 (0.82%) Financial Institution
14 22 (0.82%) Pharmaceutical
15 16 (0.60%) Retail Banking
16 15 (0.56%) Aerospace
17 14 (0.52%) Multimedia
Job Titles
1 1213 (45.38%) Analyst
2 484 (18.11%) Data Analyst
3 465 (17.40%) Developer
4 320 (11.97%) Business Analyst
5 238 (8.90%) SQL Analyst
6 166 (6.21%) SQL Data Analyst
7 149 (5.57%) Data Scientist
8 139 (5.20%) Consultant
9 122 (4.56%) Senior Analyst
10 109 (4.08%) Business Intelligence Analyst
11 101 (3.78%) SQL Developer
12 96 (3.59%) Business Intelligence Developer
13 86 (3.22%) Architect
14 77 (2.88%) Report Analyst
15 73 (2.73%) Analyst Developer
16 69 (2.58%) Systems Analyst
17 60 (2.24%) Senior Developer
18 59 (2.21%) Support Analyst
19 58 (2.17%) Data Architect
20 57 (2.13%) Junior
Libraries, Frameworks & Software Standards
1 118 (4.41%) HTML
2 111 (4.15%) .NET
3 84 (3.14%) XML
4 80 (2.99%) CSS
5 69 (2.58%) AngularJS
6 44 (1.65%) Web Services
7 42 (1.57%) ASP.NET
8 41 (1.53%) RESTful
9 40 (1.50%) MDX
10 38 (1.42%) jQuery
11 32 (1.20%) Natural Language Processing
12 31 (1.16%) D3.js
13 26 (0.97%) Node.js
14 25 (0.94%) .NET Framework
15 24 (0.90%) Ajax
15 24 (0.90%) Entity Framework
16 22 (0.82%) WCF
17 20 (0.75%) React
18 19 (0.71%) HTML5
18 19 (0.71%) Pandas
Miscellaneous
1 667 (24.95%) Analytical Skills
2 258 (9.65%) Computer Science
3 223 (8.34%) Visualisation
4 195 (7.30%) Mathematics
5 183 (6.85%) Statistics
6 181 (6.77%) Management Information System
7 122 (4.56%) Algorithms
8 77 (2.88%) User Experience
9 74 (2.77%) Data Integration
10 66 (2.47%) Data Extraction
11 60 (2.24%) Data Structures
12 57 (2.13%) Physics
13 56 (2.10%) Economics
13 56 (2.10%) Social Media
14 44 (1.65%) Fixed Income
15 34 (1.27%) Reference Data
16 33 (1.23%) Credit Risk
16 33 (1.23%) Mobile App
17 32 (1.20%) Equities
17 32 (1.20%) iPad
Operating Systems
1 145 (5.42%) Windows
2 142 (5.31%) Linux
3 96 (3.59%) Unix
4 37 (1.38%) Windows 7
5 26 (0.97%) Windows Server
6 20 (0.75%) Apple iOS
7 19 (0.71%) Windows 8
8 17 (0.64%) Windows 10
9 16 (0.60%) Windows Vista
10 14 (0.52%) Windows Server 2003
11 13 (0.49%) Mac OS X
11 13 (0.49%) Windows Server 2012
12 11 (0.41%) Android
13 10 (0.37%) Solaris
14 8 (0.30%) CentOS
14 8 (0.30%) Windows Server 2008
15 4 (0.15%) Ubuntu
16 3 (0.11%) AIX
16 3 (0.11%) Windows 2000
16 3 (0.11%) Windows XP
Processes & Methodologies
1 702 (26.26%) Business Intelligence
2 543 (20.31%) Analytics
3 493 (18.44%) Agile Software Development
4 300 (11.22%) ETL
5 292 (10.92%) Data Modelling
6 249 (9.32%) Stakeholder Management
7 223 (8.34%) Data Management
8 220 (8.23%) Business Analysis
9 195 (7.30%) Project Management
10 192 (7.18%) CRM
11 161 (6.02%) Machine Learning
11 161 (6.02%) Migration
12 158 (5.91%) Data Analytics
13 156 (5.84%) SDLC
14 144 (5.39%) Change Management
15 143 (5.35%) Scrum
16 133 (4.98%) E-Commerce
17 129 (4.83%) ITIL
18 106 (3.97%) Data Visualisation
19 101 (3.78%) User Acceptance Testing
Programming Languages
1 1290 (48.26%) SQL
2 299 (11.19%) Python
3 281 (10.51%) T-SQL
4 196 (7.33%) R
5 175 (6.55%) Java
6 174 (6.51%) JavaScript
7 144 (5.39%) PL/SQL
8 143 (5.35%) C#
9 134 (5.01%) VBA
10 100 (3.74%) C++
11 83 (3.11%) PHP
12 61 (2.28%) MATLAB
12 61 (2.28%) VB
13 53 (1.98%) Scala
14 49 (1.83%) C
15 45 (1.68%) Perl
15 45 (1.68%) Shell Script
16 39 (1.46%) PowerShell
17 35 (1.31%) Ruby
18 25 (0.94%) JCL
Qualifications
1 597 (22.33%) Degree
2 84 (3.14%) PhD
3 40 (1.50%) CISA
4 35 (1.31%) Microsoft Certification
5 34 (1.27%) Security Cleared
6 33 (1.23%) ISEB
7 27 (1.01%) PCI QSA
8 19 (0.71%) CCNA
8 19 (0.71%) Cisco Certification
9 16 (0.60%) DV Cleared
9 16 (0.60%) MCP
9 16 (0.60%) MCSA
10 15 (0.56%) MCSE
11 14 (0.52%) PMP
12 13 (0.49%) SC Cleared
13 12 (0.45%) CISSP
14 11 (0.41%) ITIL Certification
15 10 (0.37%) CISM
15 10 (0.37%) ITIL Foundation Certificate
15 10 (0.37%) PMI Certification
Quality Assurance & Compliance
1 209 (7.82%) Data Quality
2 139 (5.20%) QA
3 69 (2.58%) SLA
4 46 (1.72%) PCI DSS
5 14 (0.52%) MiFID
6 11 (0.41%) EMIR
7 8 (0.30%) Sarbanes-Oxley
8 7 (0.26%) Actionable Recommendations
8 7 (0.26%) COBIT
8 7 (0.26%) ISO/IEC 27001
9 5 (0.19%) P3O
10 4 (0.15%) ISO 9001
11 3 (0.11%) Dodd-Frank
11 3 (0.11%) SNOMED CT
12 2 (0.075%) GCP
12 2 (0.075%) GLP
12 2 (0.075%) HL7
13 1 (0.037%) CRD IV
13 1 (0.037%) FATCA
13 1 (0.037%) GDPR
System Software
1 52 (1.95%) Active Directory
2 23 (0.86%) VMware Infrastructure
3 14 (0.52%) HDFS
4 13 (0.49%) Docker
5 11 (0.41%) Apache Flume
6 10 (0.37%) Slurm Workload Manager
7 9 (0.34%) Ceph
8 8 (0.30%) Virtual Machines
9 6 (0.22%) Hyper-V
9 6 (0.22%) VirtualBox
10 2 (0.075%) Firmware
10 2 (0.075%) Sendmail
11 1 (0.037%) KVM
11 1 (0.037%) LXC
11 1 (0.037%) Microsoft App-V
11 1 (0.037%) Oracle RAC
11 1 (0.037%) Xen
Systems Management
1 17 (0.64%) Tivoli
2 13 (0.49%) EnCase
2 13 (0.49%) Hadoop YARN
3 11 (0.41%) Opscode Chef
4 10 (0.37%) AirWatch
4 10 (0.37%) Ansible
4 10 (0.37%) Puppet
5 9 (0.34%) Oozie
5 9 (0.34%) SCCM
6 7 (0.26%) logstash
7 5 (0.19%) FTK
7 5 (0.19%) Kibana
8 3 (0.11%) EMC NetWorker
9 2 (0.075%) HP Quality Center
9 2 (0.075%) SCSM
9 2 (0.075%) Systems Management Server (SMS)
9 2 (0.075%) WSUS
10 1 (0.037%) Mesos
10 1 (0.037%) Salt
10 1 (0.037%) TeamSite
Vendors
1 441 (16.50%) Microsoft
2 250 (9.35%) Oracle
3 197 (7.37%) Tableau
4 113 (4.23%) Google
5 102 (3.82%) SAP
6 69 (2.58%) Informatica
7 60 (2.24%) IBM
7 60 (2.24%) Salesforce.com
8 56 (2.10%) Teradata
9 55 (2.06%) Cognos
10 33 (1.23%) VMware
11 30 (1.12%) HP
12 29 (1.08%) Talend
13 25 (0.94%) MicroStrategy
14 22 (0.82%) Adobe
15 21 (0.79%) Cisco
16 20 (0.75%) Alteryx
17 15 (0.56%) Orchard
18 13 (0.49%) Progress
18 13 (0.49%) Red Hat
London
Square One Resources
Salary: From £70,000 to £75,000 per annum
Posted: 13 hours ago
Luton, Bedfordshire
DCV Technologies
Salary: Competitive
Posted: 17 hours ago
Broxbourne, Hertfordshire
Understanding Recruitment
Salary: £30000.00 - £35000.00 per annum + Excellent Benefits
Posted: 19 hours ago
Solihull, West Midlands (County)
Rullion IT Plus
Salary: £40000 - £45000 per annum + pension, holidays etc
Posted: 22 hours ago
Richmond, Surrey
Searchability
Salary: £30000 - £40000 per annum
Posted: 14 hours ago
Leeds, West Yorkshire
Searchability
Salary: £30000 - £40000 per annum
Posted: 14 hours ago
London
McGregor Boyall
Salary: £30000 - £40000 per annum
Posted: 20 hours ago
London
Experis Ltd
Salary: £45000.00 per annum
Posted: 1 hour ago
Leeds, West Yorkshire
Venturi
Salary: £30000.00 - £37500.00 per annum + Benefits
Posted: 13 hours ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: 22 hours ago
Bournemouth, Dorset
JP Morgan
Salary: Unspecified
Posted: 18 hours ago
North London
Understanding Recruitment
Salary: £30000.00 - £38000.00 per annum + Benefits
Posted: Yesterday
London
Joseph Harry Ltd
Salary: £40000 - £55000 per annum + Bonus + Pension
Posted: 20 hours ago
Gatwick, West Sussex
Proactive Appointments
Salary: £50000 - £60000 per annum + Benefits
Posted: 22 hours ago
London
McGregor Boyall
Salary: £55000 - £65000 per annum + Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 19 hours ago
City, London
Robert Half
Salary: £35000 - £45000 per annum
Posted: 15 hours ago
City, London
CPS Group UK
Salary: £50000 - £70000 per annum
Posted: 13 hours ago
London
ClearCube Consulting
Salary: From £75,000 to £85,000 per annum + Benefits
Posted: 15 hours ago
London
ClearCube Consulting
Salary: From £50,000 to £65,000 per annum
Posted: 15 hours ago
City, London
First Point
Salary: £45000.00 - £50000.00 per annum
Posted: 13 hours ago
City, London
JM
Salary: £27000 - £34000 per annum + bonus
Posted: 3 days ago
Northampton, Northamptonshire
Venturi
Salary: £45000 - £55000.00 per annum + full bens
Posted: 3 days ago
Chester, Cheshire
Jagger Talent
Salary: From £35,000 to £35,000 per annum + Strong Benefits Package
Posted: 4 days ago
London
HFG
Salary: £50000 - £70000 per annum, Benefits Bonus & Benefits
Posted: 4 days ago
Peterborough, Cambridgeshire
BGL Group
Salary: Competitive
Posted: 7 days ago
City, London
Parallel Consulting
Salary: £35000 - £40000 per annum
Posted: 3 days ago
Stratford-Upon-Avon, Warwickshire
Applause IT Innovation
Salary: £25000 - £30000 per annum + Benefits
Posted: 4 days ago
Coventry, West Midlands (County)
Big Red Recruitment
Salary: £20000 - £30000 per annum + Great Benefits
Posted: 5 days ago
Bristol, Avon
Asset Resourcing Ltd
Salary: £45000 - £50000 per annum + Benefits
Posted: 3 days ago