The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
UK / England
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 192 185 192
Rank change year-on-year -7 +7  
Permanent jobs citing Data Analysis 1590 1712 1843
As % of all permanent IT jobs advertised in England 1.90% 1.85% 1.80%
As % of the Processes & Methodologies category 2.12% 2.08% 2.04%
Number of salaries quoted 1176 1406 1474
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88%  
90% offered a salary of more than £26,250 £27,625 £27,500
10% offered a salary of more than £80,750 £77,500 £75,000
UK excluding London median salary £38,750 £40,000 £37,500
% change year-on-year -3.12% +6.66%  

Data Analysis is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74950 82225 90350
As % of all permanent IT job vacancies advertised in England 89.70% 88.98% 88.00%
Number of salaries quoted 249933 287723 295490
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £31,250 £31,250 £30,000
10% offered a salary of more than £82,500 £77,500 £81,250
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Analysis
Job Vacancy Trend in England

Job postings citing Data Analysis as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Analysis 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 in England.

Salary trend for Data Analysis in England

Data Analysis
Salary Histogram in England

The salary distribution of IT jobs citing Data Analysis in England over the 3 months to 28 June 2017.

Salary histogram for Data Analysis 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 28 June 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 0 767 £57,500 +4.54% 102
South East -13 240 £42,500 - 39
North of England +55 225 £35,250 -6.00% 41
Midlands +7 153 £38,500 -3.75% 22
North West +10 133 £32,500 -13.33% 17
East of England -27 122 £37,000 -7.50% 20
West Midlands +2 93 £39,250 +3.28% 13
South West -21 90 £33,802 -26.51% 18
Yorkshire +34 86 £45,000 +20.00% 21
East Midlands +23 60 £37,500 -9.73% 9
North East +13 6 £35,500 +16.39% 3
Data Analysis
UK

For the 6 months to 28 June 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 1284 (45.02%) SQL
2 960 (33.66%) Finance
3 853 (29.91%) Analytical Skills
4 699 (24.51%) Business Intelligence
5 678 (23.77%) Analytics
6 616 (21.60%) Degree
7 598 (20.97%) Agile Software Development
8 514 (18.02%) Microsoft
9 504 (17.67%) Microsoft Excel
10 492 (17.25%) SQL Server
11 407 (14.27%) Python
12 387 (13.57%) Data Modelling
13 381 (13.36%) Data Warehouse
14 340 (11.92%) Business Analysis
15 337 (11.82%) Marketing
16 326 (11.43%) Project Management
17 317 (11.12%) Banking
18 308 (10.80%) Oracle
19 297 (10.41%) Visualisation
20 279 (9.78%) Stakeholder Management
21 277 (9.71%) Mathematics
21 277 (9.71%) Big Data
22 274 (9.61%) R
23 273 (9.57%) Computer Science
24 270 (9.47%) Retail
25 257 (9.01%) Data Analytics
26 255 (8.94%) SQL Server Reporting Services
27 246 (8.63%) Management Information System
28 240 (8.42%) Data Management
29 238 (8.35%) ETL

Data Analysis
Co-occurring 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
1 166 (5.82%) SAS
2 117 (4.10%) Apache Spark
3 70 (2.45%) SharePoint
4 59 (2.07%) Apache
5 53 (1.86%) Elasticsearch
6 23 (0.81%) Apache Pig
6 23 (0.81%) Confluence
7 17 (0.60%) Apache Airflow
8 15 (0.53%) CMS
9 11 (0.39%) Apache Solr
10 10 (0.35%) BizTalk Server
11 9 (0.32%) Tomcat
12 8 (0.28%) JBoss
13 7 (0.25%) Tornado
14 6 (0.21%) ArcGIS
14 6 (0.21%) IIS
14 6 (0.21%) OpenStack
14 6 (0.21%) Oracle Workflow
14 6 (0.21%) WebLogic
15 5 (0.18%) Smallworld
Applications
1 504 (17.67%) Microsoft Excel
2 146 (5.12%) Microsoft Office
3 140 (4.91%) Microsoft PowerPoint
4 103 (3.61%) MS Visio
5 97 (3.40%) SPSS
6 48 (1.68%) Spreadsheet
7 19 (0.67%) Microsoft Project
8 7 (0.25%) Photoshop
9 5 (0.18%) SPSS Modeler
10 4 (0.14%) AutoCAD
10 4 (0.14%) GNU Octave
10 4 (0.14%) Mathcad
10 4 (0.14%) Simulink
11 3 (0.11%) GIMP
11 3 (0.11%) Stata
12 2 (0.070%) Gephi
13 1 (0.035%) EViews
13 1 (0.035%) InfoPath
Business Applications
1 42 (1.47%) Actimize
2 36 (1.26%) Dynamics CRM
3 29 (1.02%) SAP Oil and Gas
4 17 (0.60%) Dynamics NAV
5 16 (0.56%) Markit EDM
6 15 (0.53%) Dynamics AX
7 9 (0.32%) Cognos TM1
7 9 (0.32%) Oracle EBS R12
7 9 (0.32%) Raiser's Edge
7 9 (0.32%) Salesforce.com CRM
7 9 (0.32%) SAP ERP
8 8 (0.28%) Cognos Business Intelligence
8 8 (0.28%) FastStats
9 7 (0.25%) WebTrends
10 6 (0.21%) Oracle EBS
11 5 (0.18%) Hyperion Planning
11 5 (0.18%) NetSuite
11 5 (0.18%) Oracle Applications
11 5 (0.18%) thinkFolio
12 4 (0.14%) SAP GRC
Cloud Services
1 116 (4.07%) Amazon AWS
2 66 (2.31%) Microsoft Azure
3 50 (1.75%) Google Analytics
4 32 (1.12%) SaaS
5 29 (1.02%) GitHub
6 21 (0.74%) Cloud Computing
7 20 (0.70%) Adobe Analytics
8 18 (0.63%) Amazon Kinesis
9 14 (0.49%) Google Cloud Platform
9 14 (0.49%) Office 365
10 12 (0.42%) Google Tag Manager
11 9 (0.32%) IaaS
12 8 (0.28%) AdWords
12 8 (0.28%) Amazon EMR
13 7 (0.25%) Amazon S3
13 7 (0.25%) G Suite
13 7 (0.25%) PaaS
14 5 (0.18%) Amazon EC2
15 4 (0.14%) IBM Blueworks
16 2 (0.070%) Kissmetrics
Communications & Networking
1 44 (1.54%) Intranet
2 27 (0.95%) Network Security
3 22 (0.77%) Internet
4 20 (0.70%) DNS
5 15 (0.53%) Firewall
6 14 (0.49%) HTTP
6 14 (0.49%) VPN
7 11 (0.39%) DHCP
7 11 (0.39%) Wireless
8 10 (0.35%) 802.11
9 9 (0.32%) TCP/IP
9 9 (0.32%) WAN
10 8 (0.28%) LAN
10 8 (0.28%) SAN
11 5 (0.18%) Broadband
11 5 (0.18%) Intrusion Detection
12 4 (0.14%) Cisco IOS
12 4 (0.14%) Extranet
12 4 (0.14%) Wi-Fi
12 4 (0.14%) Wireshark
Database & Business Intelligence
1 492 (17.25%) SQL Server
2 381 (13.36%) Data Warehouse
3 277 (9.71%) Big Data
4 255 (8.94%) SQL Server Reporting Services
5 189 (6.63%) SQL Server Integration Services
6 163 (5.72%) Relational Database
7 160 (5.61%) Power BI
8 151 (5.29%) MySQL
9 148 (5.19%) Data Mining
10 141 (4.94%) QlikView
11 139 (4.87%) Hadoop
12 104 (3.65%) NoSQL
13 93 (3.26%) SQL Server Analysis Services
14 86 (3.02%) SQL Server 2008
15 71 (2.49%) BusinessObjects
16 70 (2.45%) PostgreSQL
17 66 (2.31%) RDBMS
18 63 (2.21%) MongoDB
19 60 (2.10%) MS Access
20 52 (1.82%) OLAP
Development Applications
1 80 (2.81%) JIRA
2 70 (2.45%) Git (software)
3 52 (1.82%) Visual Studio
4 43 (1.51%) Jenkins
5 38 (1.33%) Selenium
6 32 (1.12%) WebDriver
7 26 (0.91%) LabVIEW
8 21 (0.74%) Team Foundation Server
8 21 (0.74%) XMLSpy
9 20 (0.70%) MagicDraw
9 20 (0.70%) Oracle Forms
9 20 (0.70%) Talend Open Studio
9 20 (0.70%) Toad
10 18 (0.63%) Subversion
11 15 (0.53%) Cucumber
11 15 (0.53%) Maven
12 14 (0.49%) JMeter
13 13 (0.46%) NUnit
14 12 (0.42%) TeamCity
15 11 (0.39%) LSMW
General
1 960 (33.66%) Finance
2 337 (11.82%) Marketing
3 317 (11.12%) Banking
4 270 (9.47%) Retail
5 143 (5.01%) Telecoms
6 115 (4.03%) Investment Banking
7 108 (3.79%) Legal
8 93 (3.26%) Manufacturing
9 83 (2.91%) Games
10 80 (2.81%) Retail Banking
11 54 (1.89%) Back Office
12 51 (1.79%) Advertising
13 42 (1.47%) Law
14 41 (1.44%) Electronics
14 41 (1.44%) Publishing
15 39 (1.37%) Financial Institution
16 35 (1.23%) Front Office
17 33 (1.16%) Billing
18 22 (0.77%) Pharmaceutical
19 21 (0.74%) Aerospace
Job Titles
1 1279 (44.85%) Analyst
2 458 (16.06%) Data Analyst
3 410 (14.38%) Developer
4 372 (13.04%) Business Analyst
5 190 (6.66%) Data Scientist
6 184 (6.45%) SQL Analyst
7 147 (5.15%) Senior Analyst
8 144 (5.05%) Consultant
9 107 (3.75%) Architect
10 101 (3.54%) Business Intelligence Analyst
10 101 (3.54%) SQL Data Analyst
11 96 (3.37%) Report Analyst
12 83 (2.91%) SQL Developer
13 66 (2.31%) Systems Analyst
14 64 (2.24%) Senior Developer
15 63 (2.21%) Data Architect
16 60 (2.10%) Software Developer
17 59 (2.07%) Business Intelligence Developer
17 59 (2.07%) DBA
17 59 (2.07%) Financial Analyst
Libraries, Frameworks & Software Standards
1 167 (5.86%) XML
2 150 (5.26%) .NET
3 134 (4.70%) HTML
4 122 (4.28%) CSS
5 103 (3.61%) Web Services
6 75 (2.63%) AngularJS
7 49 (1.72%) ASP.NET
8 44 (1.54%) XML Schema
9 43 (1.51%) JSON
10 42 (1.47%) Natural Language Processing
11 39 (1.37%) REST
12 38 (1.33%) FIX Protocol
12 38 (1.33%) FpML
13 36 (1.26%) XSD
14 34 (1.19%) Kafka
15 33 (1.16%) D3.js
16 32 (1.12%) SOAP
17 30 (1.05%) ASP.NET MVC
17 30 (1.05%) HTML5
18 29 (1.02%) .NET Framework
Miscellaneous
1 853 (29.91%) Analytical Skills
2 273 (9.57%) Computer Science
3 246 (8.63%) Management Information System
4 184 (6.45%) Algorithms
5 150 (5.26%) User Experience
6 121 (4.24%) Data Structures
7 74 (2.59%) Fixed Income
8 54 (1.89%) Enterprise Software
8 54 (1.89%) Equities
9 46 (1.61%) Fintech
10 44 (1.54%) Social Media
11 43 (1.51%) FMCG
12 38 (1.33%) Foreign Exchange (FX)
13 33 (1.16%) Mobile App
14 32 (1.12%) Virtual Team
15 30 (1.05%) Derivative
16 28 (0.98%) Cyber Defence
17 25 (0.88%) Greenfield Project
18 24 (0.84%) Credit Risk
19 21 (0.74%) Life Science
Operating Systems
1 159 (5.58%) Windows
2 142 (4.98%) Linux
3 64 (2.24%) Unix
4 37 (1.30%) Windows Server
5 15 (0.53%) Windows 7
6 13 (0.46%) Solaris
6 13 (0.46%) Windows 10
6 13 (0.46%) Windows 8
7 10 (0.35%) Windows Vista
8 8 (0.28%) CentOS
8 8 (0.28%) Windows Server 2012
9 7 (0.25%) Mac OS X
10 5 (0.18%) Mac OS
11 4 (0.14%) Android
12 3 (0.11%) Apple iOS
12 3 (0.11%) Red Hat Enterprise Linux
13 2 (0.070%) Windows Server 2008
14 1 (0.035%) Oracle Linux
14 1 (0.035%) Ubuntu
14 1 (0.035%) Windows Server 2003
Processes & Methodologies
1 699 (24.51%) Business Intelligence
2 678 (23.77%) Analytics
3 598 (20.97%) Agile Software Development
4 387 (13.57%) Data Modelling
5 340 (11.92%) Business Analysis
6 326 (11.43%) Project Management
7 297 (10.41%) Visualisation
8 279 (9.78%) Stakeholder Management
9 277 (9.71%) Mathematics
10 257 (9.01%) Data Analytics
11 240 (8.42%) Data Management
12 238 (8.35%) ETL
13 212 (7.43%) Statistics
14 207 (7.26%) CRM
14 207 (7.26%) Data Visualisation
15 203 (7.12%) SDLC
16 197 (6.91%) Machine Learning
17 188 (6.59%) Asset Management
18 164 (5.75%) Migration
19 159 (5.58%) Scrum
Programming Languages
1 1284 (45.02%) SQL
2 407 (14.27%) Python
3 274 (9.61%) R
4 213 (7.47%) Java
5 207 (7.26%) JavaScript
6 158 (5.54%) C#
7 146 (5.12%) T-SQL
8 129 (4.52%) VBA
9 111 (3.89%) PL/SQL
10 97 (3.40%) C++
11 91 (3.19%) C
12 86 (3.02%) PHP
13 84 (2.95%) MATLAB
14 65 (2.28%) Scala
15 55 (1.93%) Perl
16 54 (1.89%) VB
17 41 (1.44%) Ruby
18 36 (1.26%) Bash Shell
19 24 (0.84%) Shell Script
20 17 (0.60%) PowerShell
Qualifications
1 616 (21.60%) Degree
2 124 (4.35%) PhD
3 71 (2.49%) Computer Science Degree
4 69 (2.42%) Security Cleared
5 48 (1.68%) Numerate Degree
6 41 (1.44%) ISEB
6 41 (1.44%) Master's Degree
7 38 (1.33%) SC Cleared
8 22 (0.77%) ITIL Foundation Certificate
8 22 (0.77%) PMI Certification
9 21 (0.74%) ISTQB
9 21 (0.74%) ITIL Certification
10 19 (0.67%) DV Cleared
11 18 (0.63%) Microsoft Certification
12 14 (0.49%) PRINCE2 Practitioner
13 13 (0.46%) CISA
13 13 (0.46%) CISSP
13 13 (0.46%) MBA
14 12 (0.42%) GCIH
14 12 (0.42%) Six Sigma Green Belt
Quality Assurance & Compliance
1 202 (7.08%) Data Quality
2 180 (6.31%) QA
3 62 (2.17%) SLA
4 46 (1.61%) GDPR
5 38 (1.33%) ISO 20022
6 32 (1.12%) ISO/IEC 27001
7 25 (0.88%) PMO
8 19 (0.67%) PCI DSS
9 15 (0.53%) MiFID
10 14 (0.49%) Solvency II
11 10 (0.35%) EMIR
12 8 (0.28%) ISO 15022
13 7 (0.25%) Actionable Recommendations
14 5 (0.18%) Dodd-Frank
15 4 (0.14%) ISO 9001
15 4 (0.14%) UCITS
16 3 (0.11%) AIFMD
17 1 (0.035%) Def Stans
17 1 (0.035%) GCP
17 1 (0.035%) P3O
System Software
1 29 (1.02%) VMware Infrastructure
2 25 (0.88%) Active Directory
3 10 (0.35%) Docker
4 9 (0.32%) KVM
5 6 (0.21%) HDFS
6 5 (0.18%) Virtual Machines
6 5 (0.18%) VirtualBox
7 3 (0.11%) Terminal Services
8 2 (0.070%) Apache Flume
8 2 (0.070%) Firmware
8 2 (0.070%) vSphere
9 1 (0.035%) Apache ZooKeeper
9 1 (0.035%) Hyper-V
9 1 (0.035%) LXC
9 1 (0.035%) Slurm Workload Manager
9 1 (0.035%) VMware ESXi
9 1 (0.035%) Xen
9 1 (0.035%) XenApp
9 1 (0.035%) XenDesktop
Systems Management
1 25 (0.88%) Kibana
2 16 (0.56%) Ansible
3 5 (0.18%) logstash
3 5 (0.18%) Oozie
3 5 (0.18%) Opscode Chef
3 5 (0.18%) Puppet
3 5 (0.18%) SCCM
4 4 (0.14%) AirWatch
4 4 (0.14%) Hadoop YARN
4 4 (0.14%) SCOM
5 3 (0.11%) EMC NetWorker
5 3 (0.11%) Kubernetes
5 3 (0.11%) Marathon
5 3 (0.11%) Nagios
6 2 (0.070%) CSIRT
6 2 (0.070%) Mesos
6 2 (0.070%) ServiceCenter
6 2 (0.070%) Terraform
6 2 (0.070%) vCenter Server
7 1 (0.035%) HP Quality Center
Vendors
1 514 (18.02%) Microsoft
2 308 (10.80%) Oracle
3 236 (8.27%) Tableau
4 149 (5.22%) SAP
5 85 (2.98%) Google
6 82 (2.88%) Salesforce.com
7 52 (1.82%) Alteryx
8 45 (1.58%) Cognos
9 44 (1.54%) VMware
10 37 (1.30%) IBM
11 35 (1.23%) Cognizant
12 33 (1.16%) Informatica
13 30 (1.05%) Adobe
14 28 (0.98%) MicroStrategy
15 23 (0.81%) Splunk
15 23 (0.81%) Sybase
16 20 (0.70%) Talend
17 19 (0.67%) Vermilion
18 18 (0.63%) JD Edwards
19 17 (0.60%) NetApp
Swanley, Kent
RecruitmentRevolution.com Limited
Salary: From £30,000 to £35,000 per annum + bonus + benefits
Posted: 14 hours ago
Leeds, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 per annum
Posted: 9 hours ago
Blackburn, Lancashire
Capita Resourcing - IT Resourcing
Salary: £25000 - £35000 per annum + benefits
Posted: 12 hours ago
West London
Martin & Conley
Salary: £35000 - £45000 per annum + 10% bonus
Posted: 17 hours ago
Chichester, West Sussex
Staff Finda ltd
Salary: £40000 - £50000
Posted: 2 days ago
London
Parallel Consulting
Salary: £65000 - £70000 per annum + Generous bonus & Benefits
Posted: 18 hours ago
Oxfordshire
Oscar
Salary: £30000 - £370000 per annum + Benefits
Posted: Yesterday
Warrington, Cheshire
Evolution Recruitment Solutions
Salary: 35,000 - 45,000 + Benefits
Posted: 18 hours ago
City, London
I3
Salary: £65000 - £70000 per annum + benefits + bonus
Posted: 17 hours ago
Oxford, Oxfordshire
Verticality Ltd
Salary: £25000 - £30000 per annum, Benefits Benefits
Posted: 2 days ago
Bristol, Avon
CPS Group UK
Salary: £35000 - £45000 per annum
Posted: 2 days ago
Cheshire
Source Technology
Salary: From £60,000 to £70,000 per annum + bonus package
Posted: 11 hours ago
Reading, Berkshire
Uniting Ambition
Salary: £40k - 50k per year
Posted: Yesterday
Chester, Cheshire
Searchability
Salary: £35000 - £45000 per annum + Benefits
Posted: 2 days ago
Liverpool, Merseyside
Searchability
Salary: £28000 - £35000 per annum + Benefits
Posted: 2 days ago
City, London
Senitor Associates
Salary: £20000 - £40000 per annum + benefits
Posted: Yesterday
South West London
Novus Graduate Programme
Salary: £0.00 - £24000 per annum
Posted: 12 hours ago
Grantham, Lincolnshire
X4 Group
Salary: Market related
Posted: Yesterday
Manchester, Lancashire
Edam Group
Salary: + extensive benefits package
Posted: Yesterday
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 2 days ago
Central London / West End
Kyna Associates
Salary: £25000 - £35000 Per Annum Bonus and Benefits
Posted: Yesterday
London
Joseph Harry Ltd
Salary: £65000 - £80000 per annum + 20-30% Bonus + 10% Pension
Posted: 2 days ago
Harrogate, North Yorkshire
Central Employment
Posted: 18 hours ago
London
Big Wednesday Digital Ltd
Salary: £35000 - £55000 per annum + Negotiable
Posted: 5 days ago
London
Harvey Nash plc
Salary: £65000 - £75000 per annum + Bonus and Benefits Package
Posted: Yesterday
London
Joseph Harry Ltd
Salary: £65000 - £80000 per annum + 20-30% Bonus + 10% Pension
Posted: 2 days ago
London
Intec Select
Salary: From £50,000 to £60,000 per annum + Excellent Benefits, Including Free
Posted: Yesterday
Chester, Cheshire
Searchability
Salary: £34000 - £50000 per annum + Benefits
Posted: 2 days ago
High Wycombe, Buckinghamshire
GM Financial
Posted: Yesterday
Broxbourne, Hertfordshire
Understanding Recruitment
Salary: £35000.00 - £42000.00 per annum
Posted: 2 days ago