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 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Analytics
Rank 298 328 470
Rank change year-on-year
+30 +142
Permanent jobs citing Data Analytics 859 935 584
As % of all permanent IT jobs located in England 1.02% 0.94% 0.55%
As % of the Processes & Methodologies category 1.16% 1.07% 0.64%
Number of salaries quoted 722 760 482
Median salary £55,000 £60,000 £50,000
Median salary % change year-on-year
-8.33% +20.00%
90% offered a salary of more than £34,741 £36,500 £34,400
10% offered a salary of more than £90,000 £95,000 £80,000
UK excluding London median salary £50,000 £51,459 £47,500
% change year-on-year
-2.83% +8.33%
Data Analytics
UK

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
74188 87260 91362
As % of all permanent IT jobs located in England 88.07% 87.53% 85.72%
Number of salaries quoted 61620 72885 75752
Median salary £50,000 £50,000 £49,000
Median salary % change year-on-year
- +2.04%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £75,000
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 8 December 2016.

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 8 December 2016. 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
(Click see detailed
statistics and trends)
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 -14 466 £65,000 - 81
North West +36 93 £40,000 +6.66% 16
East of England +64 89 £50,000 -4.76% 7
South East +14 74 £52,500 - 14
South West +21 60 £50,000 +16.95% 11
West Midlands -11 31 £45,000 -10.00% 3
East Midlands +24 25 £36,000 -31.42% 3
Yorkshire +11 10 £50,000 +25.00% 6
North East +9 7 £52,500 +2.02% 1
Data Analytics
UK

Data Analytics
Top 30 Related IT Skills in England

For the 6 months to 8 December 2016, 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 1932 (100.00%) Analytics
2 722 (37.37%) Big Data
3 685 (35.46%) SQL
4 554 (28.67%) Finance
5 504 (26.09%) Agile Software Development
6 497 (25.72%) Degree
7 495 (25.62%) Python
8 480 (24.84%) Business Intelligence
9 414 (21.43%) Analytical Skills
10 391 (20.24%) Hadoop
11 362 (18.74%) Java
12 359 (18.58%) Visualisation
13 318 (16.46%) Big Data Analytics
14 317 (16.41%) SQL Server
15 293 (15.17%) SAS
16 257 (13.30%) Marketing
17 247 (12.78%) Computer Science
18 246 (12.73%) Oracle
18 246 (12.73%) Tableau
19 236 (12.22%) C#
20 230 (11.90%) ETL
21 228 (11.80%) R
22 226 (11.70%) Machine Learning
22 226 (11.70%) JavaScript
23 222 (11.49%) Data Warehouse
24 219 (11.34%) Amazon AWS
25 209 (10.82%) Apache Spark
26 206 (10.66%) Data Visualisation
27 204 (10.56%) NoSQL
28 203 (10.51%) Microsoft

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
1 293 (15.17%) SAS
2 209 (10.82%) Apache Spark
3 104 (5.38%) Apache Pig
4 96 (4.97%) Elasticsearch
5 62 (3.21%) Apache
6 20 (1.04%) SharePoint
7 18 (0.93%) IIS
8 17 (0.88%) CMS
9 16 (0.83%) Apache Solr
9 16 (0.83%) Tomcat
10 8 (0.41%) Adobe Experience Manager
10 8 (0.41%) Alfresco
11 6 (0.31%) JBoss
11 6 (0.31%) Oracle SOA Suite
12 5 (0.26%) OpenStack
13 4 (0.21%) Cloud Foundry
13 4 (0.21%) MS Exchange
14 3 (0.16%) ArcGIS
14 3 (0.16%) Documentum
14 3 (0.16%) Mule
Applications
1 144 (7.45%) MS Excel
2 124 (6.42%) SPSS
3 39 (2.02%) MS PowerPoint
4 35 (1.81%) MS Office
5 24 (1.24%) MS Visio
6 13 (0.67%) Photoshop
7 12 (0.62%) Stata
8 8 (0.41%) MS Project
9 4 (0.21%) Spreadsheet
10 3 (0.16%) InVision
10 3 (0.16%) S-PLUS
11 2 (0.10%) Gephi
12 1 (0.052%) Adobe Illustrator
12 1 (0.052%) EViews
12 1 (0.052%) Mathematica
Business Applications
1 16 (0.83%) Cognos TM1
1 16 (0.83%) Oracle EBS
2 14 (0.72%) Adobe Campaign
2 14 (0.72%) Cognos Business Intelligence
3 13 (0.67%) Dynamics CRM
4 12 (0.62%) Cognos Controller
5 8 (0.41%) Eloqua
5 8 (0.41%) Salesforce.com CRM
6 7 (0.36%) SAP Oil and Gas
7 4 (0.21%) Oracle HRMS
7 4 (0.21%) WebTrends
8 3 (0.16%) Dynamics AX
8 3 (0.16%) Oracle AML
8 3 (0.16%) Oracle BPM
8 3 (0.16%) Oracle Financials
9 2 (0.10%) FastStats
9 2 (0.10%) SAP GRC
9 2 (0.10%) SAP InfiniteInsight
10 1 (0.052%) Oracle EBS R12
10 1 (0.052%) Oracle General Ledger
Cloud Services
1 219 (11.34%) Amazon AWS
2 112 (5.80%) Microsoft Azure
3 57 (2.95%) SaaS
4 50 (2.59%) Google Analytics
5 46 (2.38%) GitHub
6 34 (1.76%) Cloud Computing
7 29 (1.50%) Amazon EC2
8 23 (1.19%) Amazon S3
9 22 (1.14%) PaaS
10 18 (0.93%) Adobe Analytics
10 18 (0.93%) IaaS
11 17 (0.88%) Amazon EMR
11 17 (0.88%) Google Cloud Platform
12 13 (0.67%) AWS OpsWorks
13 10 (0.52%) IBM Cloud
13 10 (0.52%) Office 365
14 9 (0.47%) Amazon Kinesis
15 8 (0.41%) Azure Active Directory
16 7 (0.36%) Data Lake Analytics
17 4 (0.21%) AWS Lambda
Communications & Networking
1 79 (4.09%) Internet
2 39 (2.02%) HTTP
3 30 (1.55%) Firewall
4 12 (0.62%) DNS
5 10 (0.52%) Skype
6 9 (0.47%) TCP/IP
7 7 (0.36%) Bluetooth
7 7 (0.36%) SSL
7 7 (0.36%) Wireless
8 6 (0.31%) DHCP
8 6 (0.31%) FTP
9 5 (0.26%) LAN
9 5 (0.26%) RS-232
9 5 (0.26%) SAN
10 4 (0.21%) AMQP
10 4 (0.21%) Network Security
10 4 (0.21%) VPN
10 4 (0.21%) Wi-Fi
11 3 (0.16%) Cisco IPT
11 3 (0.16%) WAN
Database & Business Intelligence
1 722 (37.37%) Big Data
2 391 (20.24%) Hadoop
3 317 (16.41%) SQL Server
4 222 (11.49%) Data Warehouse
5 204 (10.56%) NoSQL
6 195 (10.09%) MongoDB
7 182 (9.42%) Relational Database
8 167 (8.64%) SQL Server Integration Services
9 147 (7.61%) Apache Hive
10 142 (7.35%) MySQL
11 135 (6.99%) QlikView
11 135 (6.99%) SQL Server Reporting Services
12 119 (6.16%) Data Mining
13 109 (5.64%) RDBMS
14 76 (3.93%) BusinessObjects
15 72 (3.73%) Power BI
16 65 (3.36%) Spotfire
17 59 (3.05%) PostgreSQL
18 57 (2.95%) SQL Server Analysis Services
19 47 (2.43%) Apache Cassandra
Development Applications
1 52 (2.69%) Git (software)
2 51 (2.64%) Jenkins
3 32 (1.66%) Team Foundation Server
4 29 (1.50%) JIRA
5 23 (1.19%) Talend Open Studio
6 22 (1.14%) Visual Studio
7 18 (0.93%) Vagrant
8 14 (0.72%) NUnit
9 13 (0.67%) Ranorex
9 13 (0.67%) Rhino Mocks
10 12 (0.62%) Axure RP
11 11 (0.57%) Selenium
11 11 (0.57%) Yeoman
12 9 (0.47%) ERwin
12 9 (0.47%) Toad
13 7 (0.36%) SoapUI
13 7 (0.36%) Subversion
14 6 (0.31%) Oracle APEX
14 6 (0.31%) TeamCity
15 5 (0.26%) Hudson
General
1 554 (28.67%) Finance
2 257 (13.30%) Marketing
3 200 (10.35%) Banking
4 179 (9.27%) Retail
5 69 (3.57%) Advertising
6 65 (3.36%) Telecoms
7 64 (3.31%) Investment Banking
8 38 (1.97%) Electronics
9 37 (1.92%) Front Office
10 33 (1.71%) Military
11 31 (1.60%) Legal
12 30 (1.55%) Manufacturing
13 29 (1.50%) Law
14 28 (1.45%) Games
15 23 (1.19%) Publishing
16 22 (1.14%) Back Office
17 19 (0.98%) Retail Banking
18 18 (0.93%) Financial Institution
18 18 (0.93%) Pharmaceutical
19 16 (0.83%) Corporate Banking
Job Titles
1 385 (19.93%) Developer
2 341 (17.65%) Analyst
3 200 (10.35%) Architect
4 178 (9.21%) Data Scientist
5 149 (7.71%) Consultant
6 147 (7.61%) Data Analyst
7 120 (6.21%) Data Architect
8 108 (5.59%) Analytics Manager
9 95 (4.92%) Data Manager
10 91 (4.71%) Data Analytics Manager
11 90 (4.66%) Data Consultant
12 83 (4.30%) Java Developer
13 81 (4.19%) Software Engineer
14 77 (3.99%) Senior Developer
15 74 (3.83%) Senior Manager
16 73 (3.78%) Analytics Consultant
17 70 (3.62%) C# Developer
18 64 (3.31%) Data Analytics Consultant
19 60 (3.11%) .NET Developer
19 60 (3.11%) SQL Analyst
Libraries, Frameworks & Software Standards
1 182 (9.42%) .NET
2 174 (9.01%) HTML
3 151 (7.82%) AngularJS
4 148 (7.66%) CSS
5 100 (5.18%) jQuery
6 99 (5.12%) HTML5
7 95 (4.92%) Web Services
8 93 (4.81%) Node.js
9 83 (4.30%) Middleware
10 78 (4.04%) Spring
11 77 (3.99%) CSS3
12 69 (3.57%) REST
13 65 (3.36%) XML
14 64 (3.31%) Hibernate
15 63 (3.26%) Java EE
16 62 (3.21%) Apache Camel
17 53 (2.74%) LAMP
18 51 (2.64%) .NET Framework
19 50 (2.59%) RESTful
20 44 (2.28%) D3.js
Miscellaneous
1 414 (21.43%) Analytical Skills
2 359 (18.58%) Visualisation
3 247 (12.78%) Computer Science
4 197 (10.20%) Mathematics
5 162 (8.39%) Statistics
6 151 (7.82%) Algorithms
7 99 (5.12%) Management Information System
8 85 (4.40%) Mobile App
9 67 (3.47%) User Experience
10 64 (3.31%) Physics
11 47 (2.43%) PKI
12 40 (2.07%) Economics
13 37 (1.92%) Data Integration
13 37 (1.92%) Fintech
14 36 (1.86%) Data Extraction
14 36 (1.86%) Data Structures
14 36 (1.86%) Social Media
15 35 (1.81%) Internet of Things
16 34 (1.76%) Credit Risk
17 24 (1.24%) Security Operations Centre
Operating Systems
1 198 (10.25%) Linux
2 84 (4.35%) Windows
3 79 (4.09%) Unix
4 39 (2.02%) Android
5 34 (1.76%) Apple iOS
6 28 (1.45%) Ubuntu
7 21 (1.09%) Mac OS X
8 19 (0.98%) CentOS
9 18 (0.93%) Red Hat Enterprise Linux
10 15 (0.78%) Windows Server
11 11 (0.57%) Windows Server 2008
12 9 (0.47%) Solaris
13 8 (0.41%) AIX
13 8 (0.41%) HPUX
13 8 (0.41%) Windows Server 2012
14 3 (0.16%) Windows Server 2003
15 2 (0.10%) Debian
15 2 (0.10%) Windows 7
15 2 (0.10%) Windows Vista
15 2 (0.10%) Windows XP
Processes & Methodologies
1 1932 (100.00%) Analytics
2 504 (26.09%) Agile Software Development
3 480 (24.84%) Business Intelligence
4 318 (16.46%) Big Data Analytics
5 230 (11.90%) ETL
6 226 (11.70%) Machine Learning
7 206 (10.66%) Data Visualisation
8 202 (10.46%) Software Engineering
9 197 (10.20%) Data Modelling
10 186 (9.63%) Scrum
11 184 (9.52%) Data Analysis
12 170 (8.80%) TDD
13 169 (8.75%) Data Management
14 160 (8.28%) DevOps
15 158 (8.18%) Stakeholder Management
16 156 (8.07%) Project Management
17 127 (6.57%) Mentoring
18 126 (6.52%) Data Architecture
19 115 (5.95%) Business Analytics
20 110 (5.69%) E-Commerce
Programming Languages
1 685 (35.46%) SQL
2 495 (25.62%) Python
3 362 (18.74%) Java
4 236 (12.22%) C#
5 228 (11.80%) R
6 226 (11.70%) JavaScript
7 133 (6.88%) C++
8 124 (6.42%) Scala
9 106 (5.49%) Perl
10 100 (5.18%) C
11 91 (4.71%) Ruby
12 90 (4.66%) T-SQL
13 76 (3.93%) VBA
14 62 (3.21%) PHP
15 61 (3.16%) MATLAB
16 39 (2.02%) PL/SQL
17 31 (1.60%) PowerShell
17 31 (1.60%) VB.NET
18 27 (1.40%) Bash Shell
19 21 (1.09%) Clojure
Qualifications
1 497 (25.72%) Degree
2 127 (6.57%) PhD
3 82 (4.24%) Security Cleared
4 37 (1.92%) SC Cleared
5 34 (1.76%) CISSP
6 33 (1.71%) DV Cleared
7 28 (1.45%) Cisco Certification
8 24 (1.24%) SANS
9 21 (1.09%) (ISC)2 CCSP
9 21 (1.09%) CCSP
10 14 (0.72%) CISA
11 13 (0.67%) ISEB
12 11 (0.57%) Postgraduate
13 9 (0.47%) CISM
13 9 (0.47%) PMI Certification
14 7 (0.36%) ISTQB
15 5 (0.26%) CCNP
15 5 (0.26%) CFA
15 5 (0.26%) CITP
16 4 (0.21%) CCNA
Quality Assurance & Compliance
1 128 (6.63%) Data Quality
2 56 (2.90%) QA
3 19 (0.98%) ISO 14001
3 19 (0.98%) ISO 9001
4 17 (0.88%) SLA
5 9 (0.47%) MiFID
6 8 (0.41%) ISO/IEC 27001
7 6 (0.31%) Actionable Recommendations
8 4 (0.21%) GMP
9 2 (0.10%) HL7
9 2 (0.10%) IAS 39
9 2 (0.10%) ISO20022
9 2 (0.10%) SDET
10 1 (0.052%) CRD IV
10 1 (0.052%) PCI DSS
10 1 (0.052%) SNOMED CT
10 1 (0.052%) Solvency II
System Software
1 70 (3.62%) VMware Infrastructure
2 56 (2.90%) Docker
2 56 (2.90%) Hyper-V
3 28 (1.45%) Virtual Machines
4 23 (1.19%) Active Directory
4 23 (1.19%) HDFS
5 20 (1.04%) Firmware
6 11 (0.57%) VirtualBox
7 6 (0.31%) Apache Flume
8 2 (0.10%) Virtual Servers
8 2 (0.10%) XenApp
9 1 (0.052%) Btrfs
9 1 (0.052%) Gluster
9 1 (0.052%) KVM
9 1 (0.052%) Terminal Services
9 1 (0.052%) Varnish
9 1 (0.052%) XenServer
Systems Management
1 56 (2.90%) Puppet
2 53 (2.74%) Ansible
3 40 (2.07%) Opscode Chef
4 17 (0.88%) Nagios
5 13 (0.67%) Hadoop YARN
5 13 (0.67%) HP Quality Center
6 10 (0.52%) Mesos
7 9 (0.47%) Kubernetes
7 9 (0.47%) Salt
8 6 (0.31%) Microsoft Clustering
9 5 (0.26%) SCCM
10 4 (0.21%) Control-M
10 4 (0.21%) Oozie
10 4 (0.21%) WSUS
11 3 (0.16%) Failover Clustering
11 3 (0.16%) Graphite
11 3 (0.16%) Terraform
12 2 (0.10%) AirWatch
12 2 (0.10%) DatAdvantage
12 2 (0.10%) SCOM
Vendors
1 246 (12.73%) Oracle
1 246 (12.73%) Tableau
2 203 (10.51%) Microsoft
3 82 (4.24%) VMware
4 79 (4.09%) SAP
5 71 (3.67%) Google
6 57 (2.95%) IBM
7 55 (2.85%) Informatica
8 51 (2.64%) Cognos
9 42 (2.17%) Hortonworks
10 41 (2.12%) Salesforce.com
11 39 (2.02%) Cloudera
12 34 (1.76%) Teradata
13 29 (1.50%) MuleSoft
13 29 (1.50%) Red Hat
14 24 (1.24%) Ab Initio
14 24 (1.24%) Actimize
15 23 (1.19%) MicroStrategy
15 23 (1.19%) Talend
16 22 (1.14%) Adobe
London
Harvey Nash plc
Salary: £80000 - £100000 per annum + Bonus and Car Allowance
Posted: 8 hours ago
Bath, Avon
EasyWebRecruitment.com
Salary: Competitive
Posted: 13 hours ago
Somerset
Parallel Consulting
Salary: £50 per annum
Posted: 14 hours ago
Ipswich, Suffolk
Hurren and Hope
Salary: £40k - 50k per year
Posted: 10 hours ago
Central London / West End
Intelletec
Salary: Up to £60,000 per annum depending on experience
Posted: 8 hours ago
City, London
Energon People
Salary: £80000.00 - £120000.00 per annum + benefits + bonus
Posted: 1 hour ago
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: 12 hours ago
Manchester, Lancashire
Cathcart Associates Ltd
Salary: £25000 - £35000 per annum + Flexible Working & Stock Options
Posted: 8 hours ago
North London
The Bridge Ltd
Salary: From £40,000 to £48,000 per annum Pension, Healthcare, Season Ticket L
Posted: 12 hours ago
Gloucester, Gloucestershire
Executive Recruitment Services (ERS)
Salary: £35000 - £45000 per annum + Pension, Healthcare
Posted: 15 hours ago
London
Salt
Salary: £25000.00 - £30000.00 per annum + bonus + benefits
Posted: Yesterday
London
Redrock Consulting Ltd
Salary: £35000 - £40000 per annum
Posted: 6 hours ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £80000 - £100000 per annum + Bonus + Car Allowance
Posted: Yesterday
Halesowen, West Midlands (County)
In touch games
Salary: £30000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday
London
Verticality Ltd
Salary: £40000 - £50000 per annum, Benefits Extensive Benefits Package
Posted: Yesterday
Birmingham, West Midlands (County)
Hydrogen Group
Posted: Yesterday
City, London
Asgard ERP Limited
Salary: From £45,000 to £75,000 per annum Extensive Benefits
Posted: Yesterday
London
E-synergy Solutions
Salary: £50000 - £70000 per annum + Benefits
Posted: 13 hours ago
London
Creative Personnel
Salary: Competitive
Posted: Yesterday
Manchester, Lancashire
Michael Page International
Salary: £30000 - £40000 per annum + benefits
Posted: Yesterday
London
Audentia Recruitment LTD
Salary: From £30,000 to £45,000 per annum
Posted: 13 hours ago
London
ReThink Recruitment
Salary: £55000.00 - £70000.00 per annum + commission
Posted: 2 days ago
London
Verticality Ltd
Salary: £35000 - £55000 per annum, Benefits Bonus + Benefits Package
Posted: Yesterday
Kingston Upon Thames, Surrey
First Point
Salary: £35000.00 - £45000.00 per annum
Posted: Yesterday
Nottingham, Nottinghamshire
Oscar
Posted: 2 days ago
London
Freshtechit
Salary: From £0 to £70,000 per annum
Posted: Yesterday
Southampton, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £35000 - £55000 per annum
Posted: 2 days ago
Abingdon, Oxfordshire
AFerry
Salary: From £25,000 to £40,000 per annum
Posted: 3 days ago
London
Salt
Salary: £30000.00 - £40000.00 per annum
Posted: Yesterday
London
Marks Sattin
Salary: £80000 - £100000 per annum
Posted: Yesterday