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 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Analysis
UK / England
Rank 214 200 199
Rank change year-on-year -14 -1  
Permanent jobs citing Data Analysis 1253 1639 1671
As % of all permanent IT jobs advertised in England 1.57% 1.69% 1.68%
As % of the Processes & Methodologies category 1.76% 1.91% 1.93%
Number of salaries quoted 1003 1351 1368
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88%  
90% offered a salary of more than £27,500 £27,500 £28,000
10% offered a salary of more than £72,500 £70,000 £70,000
UK excluding London median salary £40,000 £40,000 £37,500
% change year-on-year - +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 71048 85804 86462
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 86.97%
Number of salaries quoted 58845 71773 70672
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Analysis
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Analysis as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 25 March 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 25 March 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 -6 577 £55,000 - 76
South East +41 261 £45,000 +5.88% 45
East of England +61 88 £40,000 -3.03% 13
North West -49 76 £35,000 - 24
West Midlands -14 74 £37,500 +4.11% 12
Yorkshire +38 71 £42,500 +41.66% 19
South West -84 48 £30,000 -38.46% 14
East Midlands +17 45 £36,500 +16.80% 3
North East +7 14 £36,750 +5.00% 4
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in England

For the 6 months to 25 March 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 1236 (47.83%) SQL
2 714 (27.63%) Finance
3 675 (26.12%) Analytical Skills
4 657 (25.43%) Business Intelligence
5 584 (22.60%) Degree
6 524 (20.28%) Analytics
7 516 (19.97%) MS Excel
8 509 (19.70%) Microsoft
8 509 (19.70%) Agile Software Development
9 496 (19.20%) SQL Server
10 347 (13.43%) Data Warehouse
11 318 (12.31%) Python
12 312 (12.07%) Data Modelling
13 290 (11.22%) Marketing
14 279 (10.80%) SQL Server Reporting Services
15 270 (10.45%) ETL
16 268 (10.37%) Oracle
17 264 (10.22%) Computer Science
18 259 (10.02%) Big Data
19 252 (9.75%) Visualisation
20 249 (9.64%) SQL Server Integration Services
21 246 (9.52%) Business Analysis
22 244 (9.44%) Mathematics
23 243 (9.40%) Stakeholder Management
24 227 (8.78%) T-SQL
25 205 (7.93%) Project Management
26 204 (7.89%) Banking
27 202 (7.82%) CRM
28 192 (7.43%) Tableau
29 191 (7.39%) Data 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
1 147 (5.69%) SAS
2 107 (4.14%) SharePoint
3 93 (3.60%) Apache Spark
4 48 (1.86%) Apache
5 29 (1.12%) Confluence
6 27 (1.04%) Elasticsearch
7 21 (0.81%) Apache Pig
8 19 (0.74%) CICS
9 17 (0.66%) Tomcat
10 15 (0.58%) OpenStack
11 13 (0.50%) GlassFish
12 12 (0.46%) BizTalk Server
13 11 (0.43%) Apache Airflow
13 11 (0.43%) CMS
14 10 (0.39%) IIS
14 10 (0.39%) Jupyter
15 9 (0.35%) WebSphere
16 8 (0.31%) Apache Solr
16 8 (0.31%) Smallworld
17 7 (0.27%) Oracle Workflow
Applications
1 516 (19.97%) MS Excel
2 169 (6.54%) MS Office
3 127 (4.91%) MS PowerPoint
4 73 (2.83%) SPSS
5 72 (2.79%) MS Visio
6 33 (1.28%) Spreadsheet
7 29 (1.12%) MS Project
8 8 (0.31%) EViews
8 8 (0.31%) GNU Octave
9 5 (0.19%) SPSS Modeler
10 4 (0.15%) AutoCAD
10 4 (0.15%) Stata
11 3 (0.12%) Mathcad
11 3 (0.12%) Simulink
12 2 (0.077%) Weka
13 1 (0.039%) Photoshop
Business Applications
1 31 (1.20%) Dynamics CRM
2 24 (0.93%) Salesforce.com CRM
3 15 (0.58%) Dynamics AX
4 14 (0.54%) Cognos Business Intelligence
4 14 (0.54%) Oracle EBS
5 13 (0.50%) Oracle EBS R12
6 10 (0.39%) Dynamics NAV
6 10 (0.39%) SAP Oil and Gas
6 10 (0.39%) WebTrends
7 9 (0.35%) FastStats
7 9 (0.35%) Oracle Applications
8 8 (0.31%) Markit EDM
8 8 (0.31%) Oracle Financials
9 7 (0.27%) Sage 200
9 7 (0.27%) SAP S/4HANA
10 6 (0.23%) NetSuite
10 6 (0.23%) Oracle HRMS
10 6 (0.23%) Oracle iRecruitment
10 6 (0.23%) SAP BPC
11 5 (0.19%) Oracle BPM
Cloud Services
1 74 (2.86%) Amazon AWS
2 61 (2.36%) Google Analytics
3 40 (1.55%) SaaS
4 29 (1.12%) Microsoft Azure
5 25 (0.97%) Adobe Analytics
6 22 (0.85%) PaaS
7 20 (0.77%) IaaS
8 18 (0.70%) AdWords
9 17 (0.66%) Cloud Computing
10 15 (0.58%) Amazon EC2
10 15 (0.58%) GitHub
11 14 (0.54%) Google Cloud Platform
12 11 (0.43%) Amazon Kinesis
13 10 (0.39%) G Suite
13 10 (0.39%) Office 365
14 9 (0.35%) Google Tag Manager
15 8 (0.31%) Amazon EMR
16 6 (0.23%) Amazon S3
17 4 (0.15%) Taleo
18 3 (0.12%) SuccessFactors
Communications & Networking
1 30 (1.16%) Intranet
2 27 (1.04%) Internet
3 25 (0.97%) DNS
4 24 (0.93%) SAN
5 18 (0.70%) HTTP
6 15 (0.58%) DHCP
7 13 (0.50%) VPN
7 13 (0.50%) Wireless
8 12 (0.46%) 802.11
9 11 (0.43%) SSL
9 11 (0.43%) Wireshark
10 7 (0.27%) LAN
10 7 (0.27%) TCP/IP
10 7 (0.27%) WAN
11 4 (0.15%) Firewall
11 4 (0.15%) FTP
12 3 (0.12%) Intrusion Detection
12 3 (0.12%) Network Security
12 3 (0.12%) SWIFTNet
12 3 (0.12%) Wi-Fi
Database & Business Intelligence
1 496 (19.20%) SQL Server
2 347 (13.43%) Data Warehouse
3 279 (10.80%) SQL Server Reporting Services
4 259 (10.02%) Big Data
5 249 (9.64%) SQL Server Integration Services
6 160 (6.19%) Relational Database
7 133 (5.15%) Power BI
8 122 (4.72%) Hadoop
9 119 (4.61%) QlikView
10 115 (4.45%) Data Mining
11 114 (4.41%) MySQL
12 101 (3.91%) SQL Server 2008
13 96 (3.72%) SQL Server Analysis Services
14 83 (3.21%) RDBMS
15 77 (2.98%) NoSQL
16 75 (2.90%) PostgreSQL
17 72 (2.79%) BusinessObjects
18 67 (2.59%) MS Access
19 63 (2.44%) MongoDB
20 52 (2.01%) SQL Server 2012
Development Applications
1 72 (2.79%) JIRA
2 69 (2.67%) Git (software)
3 34 (1.32%) Jenkins
3 34 (1.32%) Oracle Forms
3 34 (1.32%) Visual Studio
4 27 (1.04%) Talend Open Studio
5 26 (1.01%) Team Foundation Server
6 23 (0.89%) Selenium
7 22 (0.85%) Maven
8 18 (0.70%) Hudson
8 18 (0.70%) JUnit
8 18 (0.70%) TeamCity
8 18 (0.70%) WebDriver
9 16 (0.62%) LSMW
10 15 (0.58%) ERwin
10 15 (0.58%) Vagrant
11 13 (0.50%) Ant
11 13 (0.50%) Eclipse
11 13 (0.50%) Gradle
12 11 (0.43%) Subversion
General
1 714 (27.63%) Finance
2 290 (11.22%) Marketing
3 204 (7.89%) Banking
4 164 (6.35%) Retail
5 126 (4.88%) Legal
6 109 (4.22%) Telecoms
7 58 (2.24%) Games
8 55 (2.13%) Manufacturing
9 50 (1.93%) Advertising
10 46 (1.78%) Law
11 42 (1.63%) Back Office
12 35 (1.35%) Automotive
13 34 (1.32%) Front Office
14 32 (1.24%) Publishing
15 25 (0.97%) Financial Institution
16 22 (0.85%) Investment Banking
17 19 (0.74%) Corporate Banking
18 17 (0.66%) Electronics
18 17 (0.66%) Pharmaceutical
19 16 (0.62%) Billing
Job Titles
1 1199 (46.40%) Analyst
2 457 (17.69%) Data Analyst
3 420 (16.25%) Developer
4 313 (12.11%) Business Analyst
5 224 (8.67%) SQL Analyst
6 165 (6.39%) Data Scientist
7 142 (5.50%) SQL Data Analyst
8 136 (5.26%) Senior Analyst
9 119 (4.61%) Consultant
10 98 (3.79%) Business Intelligence Analyst
11 85 (3.29%) Report Analyst
12 84 (3.25%) Architect
13 80 (3.10%) Senior Developer
14 75 (2.90%) SQL Developer
15 72 (2.79%) Business Intelligence Developer
16 63 (2.44%) Systems Analyst
17 59 (2.28%) Junior
18 56 (2.17%) Support Analyst
19 52 (2.01%) Data Architect
20 50 (1.93%) Analyst Developer
Libraries, Frameworks & Software Standards
1 130 (5.03%) .NET
2 110 (4.26%) HTML
3 107 (4.14%) XML
4 93 (3.60%) CSS
5 69 (2.67%) AngularJS
6 68 (2.63%) Web Services
7 41 (1.59%) ASP.NET
8 37 (1.43%) D3.js
9 28 (1.08%) jQuery
9 28 (1.08%) MDX
9 28 (1.08%) Natural Language Processing
9 28 (1.08%) RESTful
10 26 (1.01%) JSON
10 26 (1.01%) Pandas
10 26 (1.01%) REST
11 25 (0.97%) Ajax
12 23 (0.89%) SOAP
13 22 (0.85%) J2EE
14 21 (0.81%) Node.js
15 20 (0.77%) Kafka
Miscellaneous
1 675 (26.12%) Analytical Skills
2 264 (10.22%) Computer Science
3 170 (6.58%) Management Information System
4 144 (5.57%) Algorithms
5 94 (3.64%) User Experience
6 74 (2.86%) Data Structures
7 48 (1.86%) Fixed Income
8 44 (1.70%) Social Media
9 36 (1.39%) Fintech
10 33 (1.28%) Equities
11 27 (1.04%) Virtual Team
12 26 (1.01%) Credit Risk
13 24 (0.93%) Life Science
13 24 (0.93%) Mainframe
14 23 (0.89%) iPad
15 22 (0.85%) Enterprise Software
16 21 (0.81%) Reference Data
17 20 (0.77%) Derivative
18 19 (0.74%) Foreign Exchange (FX)
18 19 (0.74%) Mobile App
Operating Systems
1 159 (6.15%) Windows
2 144 (5.57%) Linux
3 85 (3.29%) Unix
4 41 (1.59%) Windows Server
5 34 (1.32%) Windows 7
6 17 (0.66%) Windows Server 2012
7 15 (0.58%) Windows 8
7 15 (0.58%) Windows Server 2003
8 13 (0.50%) CentOS
8 13 (0.50%) Windows 10
9 12 (0.46%) Mac OS X
9 12 (0.46%) Windows Vista
10 10 (0.39%) Windows Server 2008
11 8 (0.31%) Apple iOS
11 8 (0.31%) Solaris
12 5 (0.19%) Android
13 4 (0.15%) Red Hat Enterprise Linux
13 4 (0.15%) Ubuntu
14 3 (0.12%) Windows 2000
14 3 (0.12%) Windows XP
Processes & Methodologies
1 657 (25.43%) Business Intelligence
2 524 (20.28%) Analytics
3 509 (19.70%) Agile Software Development
4 312 (12.07%) Data Modelling
5 270 (10.45%) ETL
6 252 (9.75%) Visualisation
7 246 (9.52%) Business Analysis
8 244 (9.44%) Mathematics
9 243 (9.40%) Stakeholder Management
10 205 (7.93%) Project Management
11 202 (7.82%) CRM
12 191 (7.39%) Data Management
13 187 (7.24%) Statistics
14 170 (6.58%) Data Analytics
15 162 (6.27%) Scrum
16 155 (6.00%) Data Visualisation
17 151 (5.84%) Machine Learning
18 149 (5.77%) Migration
19 141 (5.46%) SDLC
20 119 (4.61%) ITIL
Programming Languages
1 1236 (47.83%) SQL
2 318 (12.31%) Python
3 227 (8.78%) T-SQL
4 189 (7.31%) R
5 182 (7.04%) Java
6 175 (6.77%) JavaScript
7 150 (5.80%) C#
8 119 (4.61%) VBA
9 116 (4.49%) PL/SQL
10 101 (3.91%) C++
11 79 (3.06%) PHP
12 69 (2.67%) MATLAB
13 66 (2.55%) C
14 57 (2.21%) Scala
15 44 (1.70%) VB
16 41 (1.59%) Perl
17 39 (1.51%) Shell Script
18 36 (1.39%) Ruby
19 27 (1.04%) Bash Shell
20 24 (0.93%) JCL
Qualifications
1 584 (22.60%) Degree
2 96 (3.72%) PhD
3 36 (1.39%) Microsoft Certification
4 34 (1.32%) ISEB
4 34 (1.32%) Security Cleared
5 29 (1.12%) CISA
6 22 (0.85%) PCI QSA
7 17 (0.66%) PMI Certification
8 16 (0.62%) MCP
8 16 (0.62%) SC Cleared
9 15 (0.58%) PMP
10 14 (0.54%) CCNA
10 14 (0.54%) Cisco Certification
10 14 (0.54%) MCSA
10 14 (0.54%) MCSE
11 12 (0.46%) ITIL Certification
12 9 (0.35%) ITIL Foundation Certificate
13 8 (0.31%) CIMA
13 8 (0.31%) DV Cleared
13 8 (0.31%) MCITP
Quality Assurance & Compliance
1 169 (6.54%) Data Quality
2 143 (5.53%) QA
3 63 (2.44%) SLA
4 42 (1.63%) PCI DSS
5 28 (1.08%) PMO
6 11 (0.43%) GDPR
7 10 (0.39%) MiFID
8 8 (0.31%) ISO/IEC 27001
9 7 (0.27%) EMIR
10 4 (0.15%) Actionable Recommendations
10 4 (0.15%) ISO 9001
11 3 (0.12%) GCP
11 3 (0.12%) SNOMED CT
11 3 (0.12%) Solvency II
12 2 (0.077%) GLP
12 2 (0.077%) HL7
12 2 (0.077%) IFRS
13 1 (0.039%) Dodd-Frank
13 1 (0.039%) IFRS 9
13 1 (0.039%) P3O
System Software
1 46 (1.78%) Active Directory
2 23 (0.89%) VMware Infrastructure
3 18 (0.70%) Docker
4 11 (0.43%) HDFS
5 10 (0.39%) Slurm Workload Manager
6 9 (0.35%) Ceph
7 8 (0.31%) Virtual Machines
8 7 (0.27%) Hyper-V
9 6 (0.23%) VirtualBox
10 4 (0.15%) Apache Flume
11 3 (0.12%) KVM
12 2 (0.077%) vSphere
13 1 (0.039%) Apache ZooKeeper
13 1 (0.039%) Firmware
13 1 (0.039%) LXC
13 1 (0.039%) Microsoft App-V
13 1 (0.039%) Xen
13 1 (0.039%) XenApp
13 1 (0.039%) XenDesktop
Systems Management
1 17 (0.66%) Kibana
1 17 (0.66%) Tivoli
2 16 (0.62%) Ansible
3 13 (0.50%) Opscode Chef
4 12 (0.46%) Puppet
5 11 (0.43%) EnCase
6 10 (0.39%) Hadoop YARN
7 9 (0.35%) logstash
8 7 (0.27%) SCCM
9 6 (0.23%) AirWatch
10 4 (0.15%) FTK
10 4 (0.15%) SCOM
11 3 (0.12%) EMC NetWorker
11 3 (0.12%) Kubernetes
11 3 (0.12%) Oozie
12 2 (0.077%) Nagios
12 2 (0.077%) Systems Management Server (SMS)
12 2 (0.077%) Terraform
12 2 (0.077%) WSUS
13 1 (0.039%) ArcSight ESM
Vendors
1 509 (19.70%) Microsoft
2 268 (10.37%) Oracle
3 192 (7.43%) Tableau
4 102 (3.95%) Google
5 97 (3.75%) SAP
6 81 (3.13%) Salesforce.com
7 60 (2.32%) IBM
8 57 (2.21%) Informatica
9 52 (2.01%) Teradata
10 44 (1.70%) Cognos
11 34 (1.32%) VMware
12 29 (1.12%) Adobe
12 29 (1.12%) Alteryx
13 27 (1.04%) Talend
14 25 (0.97%) Vermilion
15 22 (0.85%) MicroStrategy
16 19 (0.74%) Progress
17 17 (0.66%) HP
18 15 (0.58%) Cisco
18 15 (0.58%) Red Hat
Cheltenham, Gloucestershire
CV Screen Ltd
Salary: £30k - 32k per year + Pension
Posted: 16 hours ago
Warrington, Cheshire
ninesharp
Salary: £30000 - £33000 per annum + bonus, pension etc
Posted: Yesterday
Aylesbury, Buckinghamshire
Deerfoot IT Resources Ltd
Salary: £35000 - £40000 per annum
Posted: 19 hours ago
City, London
ARC IT Recruitment Ltd
Salary: Circa £55K Plus Bonus & Benefits
Posted: 16 hours ago
London
Harvey Nash plc
Salary: £50000 - £60000 per annum
Posted: Yesterday
London
Harvey Nash plc
Salary: £55000 - £65000 per annum
Posted: Yesterday
Birkenhead, Merseyside
Net Recruit.co.uk Ltd
Salary: Up to £24,000
Posted: 23 hours ago
Durham, County Durham
Sanderson
Salary: £30000.00 per annum
Posted: Yesterday
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 22 hours ago
Windsor, Berkshire
Ashdown IT
Salary: bonus & benefits
Posted: 19 hours ago
London
ARC IT Recruitment Ltd
Salary: £50000 - £60000 per annum + bonus + benefits
Posted: 18 hours ago
London
Harvey Nash plc
Salary: £47000 - £48000 per annum
Posted: 16 hours ago
Bradford, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 per annum
Posted: 16 hours ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 18 hours ago
City, London
Harvey Nash plc
Salary: £50000 - £60000 per annum
Posted: Yesterday
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: 16 hours ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 2 days ago
Iver, Buckinghamshire
CV Screen Ltd
Salary: £23k - 25k per year + Pension + 25 days
Posted: 2 days ago
Durham, County Durham
Sanderson
Salary: £50000.00 per annum
Posted: Yesterday
Worcestershire
Proactive Appointments
Salary: £35000 - £40000 per annum + Benefits
Posted: Yesterday
London
McGregor Boyall
Salary: Benefits
Posted: 3 days ago
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday
Chester, Cheshire
Aria Select Ltd
Salary: From £40,000 to £45,000 per annum Life assurance, Healthcare, Pension
Posted: 17 hours ago
Birmingham, West Midlands (County)
CV Screen Ltd
Salary: £25k - 32k per year + benefits
Posted: 3 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £34000 per annum + Benefits
Posted: 18 hours ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £50000 - £65000 per annum + Benefits
Posted: Yesterday
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: Yesterday
London
Harvey Nash plc
Salary: £32000 - £41000 per annum
Posted: 3 days ago
Brighton, East Sussex
Evolution Recruitment Solutions
Salary: 70,000 - 100,000 + Package
Posted: 3 days ago
Bournemouth, Dorset
Reed Technology
Salary: £21000 - £22500 per annum + Bens
Posted: 3 days ago