The table below looks at the statistics for Data Analytics skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Analytics over the 3 months to 19 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Feb 2017
Same period 2016 Same period 2015
Data Analytics
UK / England
Rank 288 281 451
Rank change year-on-year
-7 +170
Permanent jobs citing Data Analytics 833 1083 606
As % of all permanent IT jobs located in England 1.07% 1.13% 0.61%
As % of the Processes & Methodologies category 1.21% 1.29% 0.71%
Number of salaries quoted 689 863 452
Median salary £55,000 £58,500 £52,500
Median salary % change year-on-year
-5.98% +11.42%
90% offered a salary of more than £33,000 £35,000 £35,000
10% offered a salary of more than £85,750 £100,000 £80,000
UK excluding London median salary £45,000 £51,000 £47,500
% change year-on-year
-11.76% +7.36%

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
69071 83813 85497
As % of all permanent IT jobs located in England 88.36% 87.78% 86.21%
Number of salaries quoted 57210 70383 70741
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 £77,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analytics
Jobs Demand Trend in England

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

Data Analytics Jobs Demand Trend in England

Data Analytics
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analytics across the England region.

Data Analytics Salary Trend in England

Data Analytics
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Analytics across the England region over the 3 months to 19 February 2017.

Data Analytics Salary Histogram in England

Data Analytics
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 Analytics within the England region over the 3 months to 19 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 -8 481 £62,500 - 67
South East +23 88 £50,000 +2.14% 19
North West +14 85 £37,747 -21.20% 17
South West +14 56 £50,000 +13.63% 9
East of England +18 51 £55,000 +0.18% 7
Yorkshire +14 31 £42,500 +30.76% 4
East Midlands +31 24 £42,500 -17.07% 2
West Midlands +11 15 £37,000 -26.00% 3
North East - 3 £57,500 - 2
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in England

For the 6 months to 19 February 2017, IT jobs citing Data Analytics 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 Analytics.

1 1728 (100.00%) Analytics
2 645 (37.33%) SQL
3 556 (32.18%) Big Data
4 479 (27.72%) Agile Software Development
5 455 (26.33%) Finance
6 443 (25.64%) Degree
7 411 (23.78%) Business Intelligence
8 387 (22.40%) Python
9 370 (21.41%) Visualisation
10 364 (21.06%) Analytical Skills
11 321 (18.58%) Java
11 321 (18.58%) SQL Server
12 280 (16.20%) Hadoop
13 261 (15.10%) Tableau
14 258 (14.93%) Oracle
15 255 (14.76%) SAS
16 254 (14.70%) Marketing
17 231 (13.37%) C#
18 229 (13.25%) JavaScript
19 221 (12.79%) Data Warehouse
20 213 (12.33%) Big Data Analytics
21 212 (12.27%) R
22 207 (11.98%) Scrum
23 204 (11.81%) Computer Science
24 196 (11.34%) Data Visualisation
25 191 (11.05%) ETL
25 191 (11.05%) Microsoft
25 191 (11.05%) Machine Learning
26 187 (10.82%) Relational Database
27 186 (10.76%) Data Modelling

Data Analytics
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
1 255 (14.76%) SAS
2 181 (10.47%) Apache Spark
3 105 (6.08%) Elasticsearch
4 100 (5.79%) Apache Pig
5 46 (2.66%) Apache
6 22 (1.27%) SharePoint
7 18 (1.04%) IIS
7 18 (1.04%) Tomcat
8 16 (0.93%) CMS
9 12 (0.69%) Confluence
10 8 (0.46%) Apache Solr
10 8 (0.46%) JBoss
11 6 (0.35%) Adobe Experience Manager
11 6 (0.35%) Alfresco
11 6 (0.35%) WebSphere
12 5 (0.29%) Cloud Foundry
12 5 (0.29%) Mule
12 5 (0.29%) WebLogic
13 3 (0.17%) Jupyter
14 2 (0.12%) OpenStack
Applications
1 146 (8.45%) MS Excel
2 98 (5.67%) SPSS
3 39 (2.26%) MS PowerPoint
4 36 (2.08%) MS Office
5 18 (1.04%) Photoshop
6 17 (0.98%) MS Visio
7 12 (0.69%) Stata
8 11 (0.64%) MS Project
9 4 (0.23%) Spreadsheet
10 3 (0.17%) InVision
11 2 (0.12%) EViews
11 2 (0.12%) S-PLUS
12 1 (0.058%) Adobe Illustrator
12 1 (0.058%) Mathematica
Business Applications
1 16 (0.93%) Dynamics CRM
2 10 (0.58%) Adobe Campaign
3 8 (0.46%) Salesforce.com CRM
4 7 (0.41%) Dynamics AX
5 6 (0.35%) SAP Oil and Gas
6 5 (0.29%) Cognos TM1
7 4 (0.23%) Oracle HRMS
8 3 (0.17%) Eloqua
8 3 (0.17%) Oracle BPM
8 3 (0.17%) Oracle Financials
8 3 (0.17%) SAP ERP
8 3 (0.17%) WebTrends
9 2 (0.12%) Cognos Business Intelligence
9 2 (0.12%) Dynamics NAV
9 2 (0.12%) FastStats
9 2 (0.12%) Maximo
9 2 (0.12%) Oracle ERP
9 2 (0.12%) SAP GRC
10 1 (0.058%) SAP CO
10 1 (0.058%) SAP FI/CO
Cloud Services
1 161 (9.32%) Amazon AWS
2 121 (7.00%) Microsoft Azure
3 57 (3.30%) SaaS
4 54 (3.13%) Google Analytics
5 35 (2.03%) Cloud Computing
6 31 (1.79%) GitHub
7 22 (1.27%) Adobe Analytics
7 22 (1.27%) Amazon EC2
8 21 (1.22%) PaaS
9 19 (1.10%) Google Cloud Platform
10 18 (1.04%) Amazon EMR
10 18 (1.04%) Amazon S3
11 15 (0.87%) IaaS
12 9 (0.52%) Data Lake Analytics
13 8 (0.46%) Amazon Kinesis
13 8 (0.46%) Azure Active Directory
14 7 (0.41%) Office 365
15 6 (0.35%) Amazon CloudWatch
16 5 (0.29%) AWS OpsWorks
16 5 (0.29%) Google App Engine
Communications & Networking
1 61 (3.53%) Internet
2 28 (1.62%) HTTP
3 24 (1.39%) Firewall
4 14 (0.81%) SSL
5 9 (0.52%) TCP/IP
6 8 (0.46%) LAN
6 8 (0.46%) Network Security
6 8 (0.46%) Skype
7 7 (0.41%) WAN
8 5 (0.29%) Bluetooth
8 5 (0.29%) DNS
9 4 (0.23%) AMQP
9 4 (0.23%) BGP
9 4 (0.23%) Intranet
9 4 (0.23%) MPLS
9 4 (0.23%) OSPF
9 4 (0.23%) Symposium
9 4 (0.23%) VPN
9 4 (0.23%) Wi-Fi
10 3 (0.17%) Wireless
Database & Business Intelligence
1 556 (32.18%) Big Data
2 321 (18.58%) SQL Server
3 280 (16.20%) Hadoop
4 221 (12.79%) Data Warehouse
5 187 (10.82%) Relational Database
6 175 (10.13%) MongoDB
7 155 (8.97%) SQL Server Integration Services
8 152 (8.80%) NoSQL
9 146 (8.45%) MySQL
10 139 (8.04%) QlikView
11 138 (7.99%) SQL Server Reporting Services
12 117 (6.77%) Apache Hive
13 105 (6.08%) RDBMS
14 98 (5.67%) Power BI
15 96 (5.56%) Data Mining
16 68 (3.94%) SQL Server Analysis Services
17 57 (3.30%) BusinessObjects
18 45 (2.60%) Spotfire
19 41 (2.37%) PostgreSQL
20 33 (1.91%) SQL Server 2008
Development Applications
1 57 (3.30%) Git (software)
2 44 (2.55%) JIRA
3 30 (1.74%) Jenkins
4 24 (1.39%) Team Foundation Server
5 19 (1.10%) Visual Studio
6 17 (0.98%) Axure RP
7 12 (0.69%) Subversion
8 11 (0.64%) Selenium
8 11 (0.64%) TeamCity
9 10 (0.58%) Talend Open Studio
10 9 (0.52%) Octopus Deploy
10 9 (0.52%) Toad
11 8 (0.46%) NUnit
12 6 (0.35%) Bitbucket
12 6 (0.35%) JUnit
12 6 (0.35%) Oracle Forms
12 6 (0.35%) SoapUI
12 6 (0.35%) Vagrant
13 5 (0.29%) Hudson
13 5 (0.29%) Maven
General
1 455 (26.33%) Finance
2 254 (14.70%) Marketing
3 163 (9.43%) Banking
4 132 (7.64%) Retail
5 55 (3.18%) Advertising
5 55 (3.18%) Telecoms
6 46 (2.66%) Electronics
7 42 (2.43%) Military
8 39 (2.26%) Games
9 38 (2.20%) Front Office
9 38 (2.20%) Investment Banking
10 36 (2.08%) Legal
11 26 (1.50%) Manufacturing
12 24 (1.39%) Back Office
12 24 (1.39%) Pharmaceutical
13 23 (1.33%) Publishing
14 20 (1.16%) Law
15 10 (0.58%) Financial Institution
16 9 (0.52%) Corporate Banking
16 9 (0.52%) Retail Banking
Job Titles
1 372 (21.53%) Developer
2 331 (19.16%) Analyst
3 168 (9.72%) Architect
4 140 (8.10%) Data Analyst
5 127 (7.35%) Data Scientist
6 121 (7.00%) Analytics Manager
6 121 (7.00%) Consultant
7 103 (5.96%) Data Manager
8 100 (5.79%) Data Analytics Manager
9 83 (4.80%) Data Architect
9 83 (4.80%) Java Developer
10 79 (4.57%) Software Engineer
11 71 (4.11%) Data Consultant
11 71 (4.11%) Senior Developer
12 67 (3.88%) SQL Analyst
13 58 (3.36%) Analytics Consultant
14 55 (3.18%) Data Analytics Consultant
15 53 (3.07%) C# Developer
16 49 (2.84%) .NET Developer
17 47 (2.72%) Senior Manager
Libraries, Frameworks & Software Standards
1 184 (10.65%) HTML
2 163 (9.43%) AngularJS
3 158 (9.14%) CSS
4 149 (8.62%) .NET
5 119 (6.89%) HTML5
6 112 (6.48%) jQuery
7 98 (5.67%) Web Services
8 97 (5.61%) Node.js
9 93 (5.38%) CSS3
10 84 (4.86%) Spring
11 78 (4.51%) Middleware
12 72 (4.17%) Java EE
13 68 (3.94%) Apache Camel
13 68 (3.94%) Hibernate
14 66 (3.82%) REST
15 63 (3.65%) XML
16 56 (3.24%) JSON
17 45 (2.60%) .NET Framework
18 42 (2.43%) ASP.NET
18 42 (2.43%) LAMP
Miscellaneous
1 370 (21.41%) Visualisation
2 364 (21.06%) Analytical Skills
3 204 (11.81%) Computer Science
4 158 (9.14%) Mathematics
5 126 (7.29%) Statistics
6 106 (6.13%) Algorithms
7 74 (4.28%) User Experience
8 68 (3.94%) Management Information System
9 53 (3.07%) Physics
10 50 (2.89%) Mobile App
11 49 (2.84%) PKI
12 48 (2.78%) Fintech
13 40 (2.31%) Data Structures
14 39 (2.26%) Social Media
15 38 (2.20%) Internet of Things
16 33 (1.91%) Data Extraction
17 31 (1.79%) Economics
18 28 (1.62%) Data Integration
19 24 (1.39%) Clustering
20 23 (1.33%) Credit Risk
Operating Systems
1 168 (9.72%) Linux
2 81 (4.69%) Windows
3 69 (3.99%) Unix
4 30 (1.74%) Android
5 28 (1.62%) Apple iOS
6 16 (0.93%) Windows Server
7 13 (0.75%) Windows Server 2008
8 12 (0.69%) CentOS
8 12 (0.69%) Ubuntu
9 10 (0.58%) Windows Server 2012
10 8 (0.46%) Red Hat Enterprise Linux
11 4 (0.23%) Debian
11 4 (0.23%) Solaris
12 3 (0.17%) AIX
12 3 (0.17%) HPUX
13 2 (0.12%) Windows 10
14 1 (0.058%) Oracle Linux
14 1 (0.058%) Windows 7
14 1 (0.058%) Windows 8
14 1 (0.058%) Windows Vista
Processes & Methodologies
1 1728 (100.00%) Analytics
2 479 (27.72%) Agile Software Development
3 411 (23.78%) Business Intelligence
4 213 (12.33%) Big Data Analytics
5 207 (11.98%) Scrum
6 196 (11.34%) Data Visualisation
7 191 (11.05%) ETL
7 191 (11.05%) Machine Learning
8 186 (10.76%) Data Modelling
9 164 (9.49%) TDD
10 161 (9.32%) Data Analysis
11 160 (9.26%) DevOps
12 159 (9.20%) Software Engineering
13 135 (7.81%) Stakeholder Management
14 122 (7.06%) Data Management
15 117 (6.77%) Mentoring
16 104 (6.02%) Project Management
17 94 (5.44%) Data Architecture
18 92 (5.32%) SDLC
19 89 (5.15%) CRM
Programming Languages
1 645 (37.33%) SQL
2 387 (22.40%) Python
3 321 (18.58%) Java
4 231 (13.37%) C#
5 229 (13.25%) JavaScript
6 212 (12.27%) R
7 160 (9.26%) C
8 118 (6.83%) C++
9 100 (5.79%) Scala
10 99 (5.73%) T-SQL
11 96 (5.56%) Perl
12 82 (4.75%) Ruby
13 63 (3.65%) VBA
14 41 (2.37%) MATLAB
15 40 (2.31%) PL/SQL
16 37 (2.14%) PHP
17 22 (1.27%) VB.NET
18 20 (1.16%) VB
19 15 (0.87%) Embedded C
20 13 (0.75%) Bash Shell
Qualifications
1 443 (25.64%) Degree
2 103 (5.96%) PhD
3 83 (4.80%) Security Cleared
4 55 (3.18%) DV Cleared
5 27 (1.56%) SC Cleared
6 21 (1.22%) Postgraduate
7 14 (0.81%) CISA
8 12 (0.69%) ISEB
9 10 (0.58%) ISTQB
10 9 (0.52%) Cisco Certification
11 8 (0.46%) CCNP
12 7 (0.41%) CISSP
13 6 (0.35%) CFA
14 5 (0.29%) CCNA
14 5 (0.29%) CISM
14 5 (0.29%) Six Sigma Black Belt
15 4 (0.23%) CCEA
15 4 (0.23%) CITP
15 4 (0.23%) Citrix Certification
15 4 (0.23%) VCAP
Quality Assurance & Compliance
1 111 (6.42%) Data Quality
2 33 (1.91%) QA
3 27 (1.56%) ISO 14001
3 27 (1.56%) ISO 9001
4 14 (0.81%) SLA
5 12 (0.69%) IFRS
5 12 (0.69%) IFRS 9
6 9 (0.52%) MiFID
7 4 (0.23%) ISO/IEC 27001
8 3 (0.17%) Actionable Recommendations
9 2 (0.12%) GCP
9 2 (0.12%) HL7
9 2 (0.12%) IAS 39
9 2 (0.12%) Sarbanes-Oxley
10 1 (0.058%) CRD IV
10 1 (0.058%) Disclosure Scotland
10 1 (0.058%) GDPR
10 1 (0.058%) ISO20022
10 1 (0.058%) PCI DSS
10 1 (0.058%) Solvency II
System Software
1 94 (5.44%) VMware Infrastructure
2 68 (3.94%) Hyper-V
3 47 (2.72%) Docker
4 27 (1.56%) Active Directory
4 27 (1.56%) Firmware
5 16 (0.93%) Virtual Machines
6 14 (0.81%) HDFS
7 8 (0.46%) Oracle RAC
8 5 (0.29%) VirtualBox
9 3 (0.17%) Apache Flume
9 3 (0.17%) vSphere
10 2 (0.12%) Terminal Services
10 2 (0.12%) XenServer
11 1 (0.058%) DFS Replication
11 1 (0.058%) KVM
11 1 (0.058%) MetaFrame
11 1 (0.058%) Varnish
11 1 (0.058%) Virtual Servers
11 1 (0.058%) XenApp
11 1 (0.058%) XenDesktop
Systems Management
1 45 (2.60%) Ansible
2 41 (2.37%) Puppet
3 39 (2.26%) Opscode Chef
4 11 (0.64%) Nagios
5 9 (0.52%) Kibana
6 8 (0.46%) Kubernetes
7 7 (0.41%) logstash
7 7 (0.41%) Mesos
8 5 (0.29%) Packer
9 4 (0.23%) HP Fortify
9 4 (0.23%) HP Quality Center
9 4 (0.23%) Salt
10 3 (0.17%) QRadar
10 3 (0.17%) Terraform
11 2 (0.12%) FortiGate
11 2 (0.12%) Nessus
11 2 (0.12%) Nexpose
11 2 (0.12%) Nmap
11 2 (0.12%) SCCM
12 1 (0.058%) EdgeSight
Vendors
1 261 (15.10%) Tableau
2 258 (14.93%) Oracle
3 191 (11.05%) Microsoft
4 99 (5.73%) VMware
5 69 (3.99%) Google
6 57 (3.30%) SAP
7 43 (2.49%) Teradata
8 35 (2.03%) Cognos
9 31 (1.79%) Actimize
10 30 (1.74%) Informatica
11 26 (1.50%) IBM
12 25 (1.45%) Red Hat
12 25 (1.45%) Salesforce.com
13 21 (1.22%) Hortonworks
14 18 (1.04%) Cloudera
15 17 (0.98%) ClickTale
16 16 (0.93%) MicroStrategy
17 15 (0.87%) MuleSoft
18 14 (0.81%) Ab Initio
18 14 (0.81%) Adobe
Cambridge, Cambridgeshire
set2recruit
Salary: From £27,000 to £31,000 per annum DOE
Posted: Yesterday
City, London
Anthony James Consulting
Salary: From £50,000 to £60,000 per annum
Posted: 2 days ago
London
Square One Resources
Salary: Up to £120,000 per annum + benefits
Posted: Yesterday
Central London / West End
Initi8 Recruitment
Salary: £60000 - £70000 Per Annum
Posted: Yesterday
Cambridge, Cambridgeshire
ECM Selection
Salary: to £45k dep. on experience
Posted: 2 days ago
London
set2recruit
Salary: Up to £32,000 per annum
Posted: Yesterday
East London
Lorien Resourcing
Salary: £75000 - £90000 per annum + Car Allow + Bonus + Benefits
Posted: 3 days ago
London
Hudson IT
Posted: 2 days ago
City, London
Cititec
Salary: £50000 - £70000 per annum
Posted: Yesterday
London
First Point
Salary: £45000.00 - £65000.00 per annum
Posted: Yesterday
Bath, Avon
EasyWebRecruitment.com
Salary: Competitive
Posted: 2 days ago
City, London
Pioneer Search
Salary: £550.00 - £700.00 per annum
Posted: 2 days ago
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 3 days ago
West Sussex
Client Server
Salary: £35k to £50k + benefits
Posted: 2 days ago
Oxford, Oxfordshire
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £40000.00 per annum + benefits
Posted: 5 days ago
London
set2recruit
Salary: Up to £45,000 per annum 25 days of holiday, pension, medical cover, li
Posted: Yesterday
Leeds, West Yorkshire
set2recruit
Salary: Up to £45,000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £40k DoE
Posted: 2 days ago
Croydon, Surrey
Experis Ltd
Salary: pension, flexible working
Posted: Yesterday
Surrey
Oliver James Associates
Salary: £50000 - £65000 per annum
Posted: 5 days ago
City, London
McGregor Boyall
Posted: Yesterday
London
Spencer Knight Recruitment
Salary: From £60,000 to £80,000 per annum (dep on exp) + Bonus + Ex bens
Posted: 4 days ago
City, London
TEKsystems
Salary: £60000 - £110000 per annum
Posted: 2 days ago
City, London
TEKsystems
Salary: £70000 - £130000 per annum + Unique Benefit Scheme
Posted: 2 days ago
Warrington, Cheshire
Spring Technology
Salary: £30000.00 - £35000.00 per annum
Posted: 5 days ago
Pulborough, West Sussex
Evolution Recruitment Solutions
Salary: 40,000
Posted: 2 days ago
Greater Manchester
ANSON MCCADE
Salary: £50,000-£75,000 depending on experience.
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £50,000-£75,000 depending on experience.
Posted: 3 days ago
East London
Lorien Resourcing
Salary: £65000 - £80000 per annum + Car Allow + Bonus + Benefits
Posted: 3 days ago
London
Joseph Harry Ltd
Salary: £85000 - £110000 per annum + 25% Bonus + 10% Pension
Posted: 2 days ago