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 25 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
25 Feb 2017
Same period 2016 Same period 2015
Data Analysis
UK / England
Rank 208 190 188
Rank change year-on-year
-18 -2
Permanent jobs citing Data Analysis 1229 1732 1725
As % of all permanent IT jobs located in England 1.58% 1.82% 1.74%
As % of the Processes & Methodologies category 1.78% 2.06% 2.00%
Number of salaries quoted 996 1395 1416
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 £27,500 £28,000
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 in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
69069 84139 86089
As % of all permanent IT jobs located in England 88.85% 88.35% 86.66%
Number of salaries quoted 57142 70621 71057
Median salary £50,000 £50,000 £48,500
Median salary % change year-on-year
- +3.09%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,000
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 25 February 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 25 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
London -5 594 £55,000 +4.76% 92
South East -13 205 £45,000 +7.14% 45
East of England +56 90 £39,865 +6.30% 17
North West -47 80 £35,000 +3.78% 21
West Midlands -38 77 £39,500 +5.33% 13
Yorkshire +38 61 £40,000 +33.33% 14
South West -70 55 £37,500 -16.66% 10
East Midlands +12 51 £45,000 - 9
North East +9 15 £36,750 +4.14% 2
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 25 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 across the England region with a requirement for Data Analysis.

1 1289 (48.77%) SQL
2 726 (27.47%) Finance
3 681 (25.77%) Business Intelligence
4 652 (24.67%) Analytical Skills
5 592 (22.40%) Degree
6 534 (20.20%) Analytics
7 518 (19.60%) MS Excel
8 502 (18.99%) Agile Software Development
9 492 (18.62%) SQL Server
9 492 (18.62%) Microsoft
10 336 (12.71%) Data Warehouse
11 304 (11.50%) Data Modelling
12 302 (11.43%) Python
13 301 (11.39%) SQL Server Reporting Services
14 281 (10.63%) Marketing
15 279 (10.56%) ETL
16 270 (10.22%) SQL Server Integration Services
16 270 (10.22%) Big Data
17 267 (10.10%) Computer Science
18 253 (9.57%) Oracle
19 252 (9.53%) T-SQL
20 249 (9.42%) Mathematics
21 238 (9.00%) Stakeholder Management
22 236 (8.93%) Visualisation
23 234 (8.85%) Business Analysis
24 207 (7.83%) CRM
25 202 (7.64%) Data Management
26 199 (7.53%) Tableau
27 196 (7.42%) Project Management
28 194 (7.34%) R

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
1 156 (5.90%) SAS
2 117 (4.43%) SharePoint
3 86 (3.25%) Apache Spark
4 42 (1.59%) Apache
5 29 (1.10%) Confluence
6 22 (0.83%) Apache Pig
7 19 (0.72%) CICS
8 17 (0.64%) Elasticsearch
8 17 (0.64%) Tomcat
9 15 (0.57%) OpenStack
10 14 (0.53%) IIS
11 13 (0.49%) GlassFish
12 10 (0.38%) BizTalk Server
13 9 (0.34%) ArcGIS
13 9 (0.34%) CMS
14 8 (0.30%) Jupyter
14 8 (0.30%) Smallworld
15 7 (0.26%) Apache Airflow
15 7 (0.26%) Apache Solr
15 7 (0.26%) IBM Notes
Applications
1 518 (19.60%) MS Excel
2 190 (7.19%) MS Office
3 135 (5.11%) MS PowerPoint
4 77 (2.91%) SPSS
5 65 (2.46%) MS Visio
6 35 (1.32%) Spreadsheet
7 24 (0.91%) MS Project
8 8 (0.30%) EViews
9 6 (0.23%) GNU Octave
9 6 (0.23%) Stata
10 4 (0.15%) SPSS Modeler
11 3 (0.11%) AutoCAD
12 2 (0.076%) Weka
Business Applications
1 29 (1.10%) Dynamics CRM
2 23 (0.87%) Salesforce.com CRM
3 21 (0.79%) Oracle EBS
4 12 (0.45%) Dynamics AX
4 12 (0.45%) WebTrends
5 11 (0.42%) Cognos Business Intelligence
5 11 (0.42%) Oracle Applications
5 11 (0.42%) Oracle EBS R12
5 11 (0.42%) Oracle Financials
6 9 (0.34%) FastStats
7 8 (0.30%) Markit EDM
7 8 (0.30%) SAP Oil and Gas
8 7 (0.26%) Dynamics NAV
8 7 (0.26%) Sage 200
9 6 (0.23%) Oracle BPM
9 6 (0.23%) SAP BPC
9 6 (0.23%) SAP CRM
9 6 (0.23%) SAP S/4HANA
9 6 (0.23%) Workfront
10 5 (0.19%) Oracle HRMS
Cloud Services
1 62 (2.35%) Google Analytics
2 50 (1.89%) Amazon AWS
3 40 (1.51%) SaaS
4 22 (0.83%) Adobe Analytics
5 20 (0.76%) PaaS
6 19 (0.72%) Google Cloud Platform
6 19 (0.72%) Microsoft Azure
7 18 (0.68%) IaaS
8 16 (0.61%) AdWords
9 15 (0.57%) Cloud Computing
10 14 (0.53%) Amazon EC2
11 13 (0.49%) G Suite
12 12 (0.45%) GitHub
13 9 (0.34%) Office 365
13 9 (0.34%) Taleo
14 7 (0.26%) Amazon EMR
14 7 (0.26%) Amazon Kinesis
14 7 (0.26%) Google Tag Manager
15 5 (0.19%) Amazon S3
16 3 (0.11%) SuccessFactors
Communications & Networking
1 29 (1.10%) Internet
1 29 (1.10%) Intranet
2 27 (1.02%) DNS
3 25 (0.95%) SAN
4 18 (0.68%) DHCP
5 17 (0.64%) VPN
6 16 (0.61%) 802.11
7 14 (0.53%) HTTP
7 14 (0.53%) Wireless
8 10 (0.38%) SSL
9 9 (0.34%) Wireshark
10 6 (0.23%) TCP/IP
11 5 (0.19%) 3G
11 5 (0.19%) 4G
11 5 (0.19%) FTP
11 5 (0.19%) LAN
11 5 (0.19%) SMS
11 5 (0.19%) WAN
11 5 (0.19%) Wi-Fi
12 4 (0.15%) Bluetooth
Database & Business Intelligence
1 492 (18.62%) SQL Server
2 336 (12.71%) Data Warehouse
3 301 (11.39%) SQL Server Reporting Services
4 270 (10.22%) Big Data
4 270 (10.22%) SQL Server Integration Services
5 158 (5.98%) Relational Database
6 130 (4.92%) Power BI
6 130 (4.92%) QlikView
7 122 (4.62%) Hadoop
8 115 (4.35%) Data Mining
9 103 (3.90%) MySQL
10 102 (3.86%) SQL Server Analysis Services
11 100 (3.78%) SQL Server 2008
12 87 (3.29%) NoSQL
13 80 (3.03%) BusinessObjects
14 77 (2.91%) RDBMS
15 68 (2.57%) MongoDB
16 67 (2.53%) MS Access
17 59 (2.23%) PostgreSQL
18 56 (2.12%) SQL Server 2012
Development Applications
1 85 (3.22%) Git (software)
2 72 (2.72%) JIRA
3 34 (1.29%) Visual Studio
4 32 (1.21%) Team Foundation Server
5 31 (1.17%) Jenkins
6 28 (1.06%) Oracle Forms
7 23 (0.87%) Talend Open Studio
8 22 (0.83%) Maven
9 20 (0.76%) ERwin
10 18 (0.68%) Hudson
10 18 (0.68%) JUnit
10 18 (0.68%) TeamCity
11 14 (0.53%) LSMW
11 14 (0.53%) Vagrant
12 13 (0.49%) Ant
12 13 (0.49%) Gradle
12 13 (0.49%) Selenium
13 11 (0.42%) Eclipse
13 11 (0.42%) Sonatype Nexus
13 11 (0.42%) Subversion
General
1 726 (27.47%) Finance
2 281 (10.63%) Marketing
3 192 (7.26%) Banking
4 152 (5.75%) Retail
5 123 (4.65%) Legal
6 105 (3.97%) Telecoms
7 52 (1.97%) Games
7 52 (1.97%) Manufacturing
8 43 (1.63%) Back Office
9 42 (1.59%) Advertising
9 42 (1.59%) Law
10 41 (1.55%) Front Office
11 37 (1.40%) Automotive
12 27 (1.02%) Publishing
13 24 (0.91%) Financial Institution
14 22 (0.83%) Investment Banking
15 17 (0.64%) Pharmaceutical
16 16 (0.61%) Corporate Banking
17 14 (0.53%) Multimedia
18 13 (0.49%) Retail Banking
Job Titles
1 1246 (47.14%) Analyst
2 491 (18.58%) Data Analyst
3 447 (16.91%) Developer
4 317 (11.99%) Business Analyst
5 246 (9.31%) SQL Analyst
6 162 (6.13%) SQL Data Analyst
7 159 (6.02%) Data Scientist
8 136 (5.15%) Senior Analyst
9 120 (4.54%) Consultant
10 99 (3.75%) Business Intelligence Analyst
11 97 (3.67%) Report Analyst
12 90 (3.41%) Architect
12 90 (3.41%) SQL Developer
13 78 (2.95%) Business Intelligence Developer
14 73 (2.76%) Senior Developer
15 68 (2.57%) Systems Analyst
16 63 (2.38%) Analyst Developer
17 61 (2.31%) Junior
18 57 (2.16%) Data Architect
18 57 (2.16%) Support Analyst
Libraries, Frameworks & Software Standards
1 124 (4.69%) .NET
2 109 (4.12%) HTML
3 92 (3.48%) XML
4 81 (3.06%) CSS
5 66 (2.50%) AngularJS
6 60 (2.27%) Web Services
7 46 (1.74%) RESTful
8 45 (1.70%) ASP.NET
9 37 (1.40%) Natural Language Processing
10 35 (1.32%) jQuery
11 33 (1.25%) D3.js
11 33 (1.25%) MDX
12 25 (0.95%) Node.js
13 23 (0.87%) .NET Framework
13 23 (0.87%) Entity Framework
14 22 (0.83%) Ajax
15 21 (0.79%) Pandas
16 20 (0.76%) WCF
17 19 (0.72%) ASP.NET Web Forms
17 19 (0.72%) J2EE
Miscellaneous
1 652 (24.67%) Analytical Skills
2 267 (10.10%) Computer Science
3 177 (6.70%) Management Information System
4 121 (4.58%) Algorithms
5 76 (2.88%) User Experience
6 58 (2.19%) Data Structures
7 54 (2.04%) Fixed Income
8 51 (1.93%) Social Media
9 37 (1.40%) Mobile App
10 32 (1.21%) Fintech
11 31 (1.17%) Equities
12 30 (1.14%) Credit Risk
13 29 (1.10%) iPad
14 26 (0.98%) Reference Data
15 25 (0.95%) Mainframe
16 22 (0.83%) NHS
17 21 (0.79%) Derivative
18 20 (0.76%) Foreign Exchange (FX)
19 17 (0.64%) Driving Licence
19 17 (0.64%) Enterprise Software
Operating Systems
1 149 (5.64%) Windows
2 133 (5.03%) Linux
3 90 (3.41%) Unix
4 38 (1.44%) Windows 7
5 35 (1.32%) Windows Server
6 19 (0.72%) Windows 8
7 17 (0.64%) Windows 10
8 16 (0.61%) Windows Vista
9 15 (0.57%) Windows Server 2003
10 14 (0.53%) Windows Server 2012
11 13 (0.49%) Apple iOS
11 13 (0.49%) CentOS
11 13 (0.49%) Mac OS X
12 9 (0.34%) Solaris
12 9 (0.34%) Windows Server 2008
13 8 (0.30%) Android
14 4 (0.15%) Red Hat Enterprise Linux
14 4 (0.15%) Ubuntu
15 3 (0.11%) AIX
15 3 (0.11%) Windows 2000
Processes & Methodologies
1 681 (25.77%) Business Intelligence
2 534 (20.20%) Analytics
3 502 (18.99%) Agile Software Development
4 304 (11.50%) Data Modelling
5 279 (10.56%) ETL
6 249 (9.42%) Mathematics
7 238 (9.00%) Stakeholder Management
8 236 (8.93%) Visualisation
9 234 (8.85%) Business Analysis
10 207 (7.83%) CRM
11 202 (7.64%) Data Management
12 196 (7.42%) Project Management
13 182 (6.89%) Statistics
14 162 (6.13%) Data Analytics
15 155 (5.86%) Scrum
16 154 (5.83%) Machine Learning
17 153 (5.79%) Migration
18 137 (5.18%) SDLC
19 134 (5.07%) Data Visualisation
20 127 (4.81%) E-Commerce
Programming Languages
1 1289 (48.77%) SQL
2 302 (11.43%) Python
3 252 (9.53%) T-SQL
4 194 (7.34%) R
5 182 (6.89%) Java
6 167 (6.32%) JavaScript
7 143 (5.41%) C#
8 132 (4.99%) PL/SQL
9 129 (4.88%) VBA
10 96 (3.63%) C++
11 74 (2.80%) PHP
12 62 (2.35%) C
13 61 (2.31%) MATLAB
14 56 (2.12%) Scala
15 54 (2.04%) VB
16 49 (1.85%) Shell Script
17 47 (1.78%) Perl
18 38 (1.44%) Ruby
19 33 (1.25%) PowerShell
20 25 (0.95%) COBOL
Qualifications
1 592 (22.40%) Degree
2 90 (3.41%) PhD
3 38 (1.44%) Microsoft Certification
4 32 (1.21%) CISA
4 32 (1.21%) Security Cleared
5 31 (1.17%) ISEB
6 25 (0.95%) PCI QSA
7 18 (0.68%) CCNA
7 18 (0.68%) Cisco Certification
8 17 (0.64%) MCP
9 16 (0.61%) MCSE
10 15 (0.57%) MCSA
11 14 (0.53%) PMP
12 13 (0.49%) DV Cleared
13 12 (0.45%) ITIL Certification
14 11 (0.42%) ITIL Foundation Certificate
15 10 (0.38%) SC Cleared
16 9 (0.34%) PMI Certification
17 8 (0.30%) CIMA
17 8 (0.30%) Oracle Certification
Quality Assurance & Compliance
1 180 (6.81%) Data Quality
2 134 (5.07%) QA
3 63 (2.38%) SLA
4 43 (1.63%) PCI DSS
5 41 (1.55%) PMO
6 10 (0.38%) MiFID
7 9 (0.34%) EMIR
7 9 (0.34%) P3O
8 6 (0.23%) ISO/IEC 27001
9 4 (0.15%) ISO 9001
10 3 (0.11%) Actionable Recommendations
10 3 (0.11%) GCP
10 3 (0.11%) IFRS
10 3 (0.11%) SNOMED CT
11 2 (0.076%) Dodd-Frank
11 2 (0.076%) GLP
11 2 (0.076%) HL7
11 2 (0.076%) IFRS 9
12 1 (0.038%) Sarbanes-Oxley
12 1 (0.038%) UCITS
System Software
1 52 (1.97%) Active Directory
2 26 (0.98%) VMware Infrastructure
3 18 (0.68%) Docker
4 13 (0.49%) HDFS
5 10 (0.38%) Slurm Workload Manager
6 9 (0.34%) Ceph
7 8 (0.30%) Apache Flume
8 7 (0.26%) Hyper-V
8 7 (0.26%) Virtual Machines
9 5 (0.19%) VirtualBox
10 2 (0.076%) vSphere
11 1 (0.038%) Apache ZooKeeper
11 1 (0.038%) Firmware
11 1 (0.038%) KVM
11 1 (0.038%) LXC
11 1 (0.038%) Microsoft App-V
11 1 (0.038%) Xen
11 1 (0.038%) XenApp
11 1 (0.038%) XenDesktop
Systems Management
1 17 (0.64%) Tivoli
2 13 (0.49%) Kibana
3 12 (0.45%) Hadoop YARN
4 11 (0.42%) EnCase
4 11 (0.42%) Opscode Chef
5 10 (0.38%) AirWatch
5 10 (0.38%) Ansible
5 10 (0.38%) Puppet
6 9 (0.34%) logstash
6 9 (0.34%) SCCM
7 7 (0.26%) Oozie
8 4 (0.15%) FTK
9 3 (0.11%) EMC NetWorker
9 3 (0.11%) Kubernetes
10 2 (0.076%) SCSM
10 2 (0.076%) Systems Management Server (SMS)
10 2 (0.076%) WSUS
11 1 (0.038%) HP Quality Center
11 1 (0.038%) Mesos
11 1 (0.038%) Salt
Vendors
1 492 (18.62%) Microsoft
2 253 (9.57%) Oracle
3 199 (7.53%) Tableau
4 115 (4.35%) Google
5 99 (3.75%) SAP
6 76 (2.88%) Salesforce.com
7 62 (2.35%) Informatica
8 58 (2.19%) IBM
9 55 (2.08%) Teradata
10 49 (1.85%) Cognos
11 37 (1.40%) VMware
12 26 (0.98%) Adobe
13 25 (0.95%) Vermilion
14 23 (0.87%) Alteryx
14 23 (0.87%) HP
14 23 (0.87%) Talend
15 22 (0.83%) MicroStrategy
16 15 (0.57%) Progress
16 15 (0.57%) Red Hat
17 14 (0.53%) Cisco
Chester, Cheshire
Oscar
Salary: £32000 - £35000 per annum + Benefits
Posted: Yesterday
Havant, Hampshire
Jobsite
Salary: Competitive plus Generous Benefits
Posted: Yesterday
London
Mortimer Spinks
Posted: Yesterday
Havant, Hampshire
Jobsite
Salary: Competitive plus Generous Benefits
Posted: Yesterday
Beaconsfield, Buckinghamshire
Go IT Recruitment Ltd
Salary: From £24,000 to £26,000 per annum + bonuses + excellent benefits
Posted: 2 days ago
Redhill, Surrey
ARC IT Recruitment Ltd
Salary: £55000 per annum + plus bonus (20%) plus benefits
Posted: Yesterday
South West London
set2recruit
Salary: Up to £45,000 per annum
Posted: Yesterday
Maidstone, Kent
Computer People
Salary: £40000.00 - £46000.00 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £50000 - £60000 per annum + bonus + benefits
Posted: Yesterday
Manchester, Lancashire
Robert Walters
Salary: £18000 - £24000 per annum
Posted: 5 days ago
West London
QVC
Salary: From £28,000 to £37,000 per annum
Posted: Yesterday
Blackburn, Lancashire
Reed Technology
Salary: £35000 - £40000 per annum
Posted: Yesterday
City, London
Venturi
Salary: £45000 - £55000 per annum + bonus and full benefits
Posted: 2 days ago
City, London
Best Practice Talent Solutions
Salary: From £45,000 to £55,000 per annum
Posted: 2 days ago
London
Oliver James Associates
Salary: £85000 - £110000 per annum + Excellent Benefits and Bonus
Posted: 2 days ago
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £30000 - £34000 per annum + benefits
Posted: 2 days ago
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: Yesterday
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £27000 - £32000 per annum + benefits
Posted: 5 days ago
Redhill, Surrey
CodeSource Recruitment Limited
Salary: From £35,000 to £55,000 per annum Bonus + good benefits
Posted: 4 days ago
West Midlands
Arden Resourcing Limited
Salary: £20000.00 - £26000.00 per annum
Posted: 3 days ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £70,000 per annum + benefits like Training, Healthcare coverage
Posted: 2 days ago
Birmingham, West Midlands (County)
Kyna Associates
Salary: £35000 - £45000 Per Annum Benefits
Posted: 3 days ago
Leeds, West Yorkshire
Candour Solutions
Salary: Excellent + Bens
Posted: 3 days ago
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £30000 per annum + Benefits + Training
Posted: 4 days ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + bonus + benefits
Posted: 2 days ago
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: 3 days ago
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £27000 - £32000 per annum + benefits
Posted: 5 days ago
London
Joseph Harry Ltd
Salary: £85000 - £110000 per annum + 25% Bonus + 10% Pension
Posted: 2 days ago
Birmingham, West Midlands (County)
Spring Technology
Salary: £22000.00 - £26000.00 per annum
Posted: 5 days ago