The table below looks at the statistics for Data Analytics skills in IT jobs advertised across the UK. 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 299 341 484
Rank change year-on-year
+42 +143
Permanent jobs citing Data Analytics 916 977 620
As % of all permanent IT jobs located in the UK 1.02% 0.92% 0.55%
As % of the Processes & Methodologies category 1.16% 1.05% 0.64%
Number of salaries quoted 756 796 504
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 £33,000 £36,500 £34,000
10% offered a salary of more than £88,750 £95,000 £80,000
UK excluding London median salary £50,000 £51,459 £47,500
% change year-on-year
-2.83% +8.33%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
79108 93200 97300
As % of all permanent IT jobs located in the UK 88.07% 87.55% 85.72%
Number of salaries quoted 65148 76972 80013
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,000
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

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

Data Analytics Jobs Demand Trend in the UK

Data Analytics
Salary Trend

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

Data Analytics Salary Trend in the UK

Data Analytics
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Analytics over the 3 months to 8 December 2016 within the UK.

Data Analytics Salary Histogram in the UK

Data Analytics
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analytics within the UK 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
England +30 859 £55,000 -8.33% 142
London -14 466 £65,000 - 80
North West +36 93 £40,000 +6.66% 16
East of England +64 89 £50,000 -4.76% 7
City of London +35 85 £75,000 +41.50% 16
South East +14 74 £52,500 - 14
Manchester +29 66 £50,000 +4.37% 14
South West +21 60 £50,000 +16.95% 12
Hertfordshire +19 35 £52,500 -12.50%
West Midlands -11 31 £45,000 -10.00% 3
Scotland +16 28 £55,000 -2.65% 3
East Midlands +24 25 £36,000 -31.42% 3
Surrey +9 20 £50,000 -
Berkshire +34 18 £52,500 +16.66% 4
Bristol +23 18 £50,000 +25.00% 4
Gloucestershire -7 18 £52,500 +10.52% 4
Essex +25 17 £42,500 -11.27%
St Albans - 17 £50,000 -
Lancashire -1 16 £33,000 +10.00% 1
Glasgow +22 13 £55,000 -2.65% 1
Edinburgh +20 13 £60,000 +23.07% 2
Birmingham -4 13 £35,000 -18.12% 2
Devon - 13 £52,500 -
Cambridgeshire +16 12 £55,000 +62.96% 4
Chorley +9 12 £33,000 +10.00% 1
Norfolk - 12 £44,500 -
Nottinghamshire +8 11 £36,000 - 2
Nottingham +3 11 £36,000 - 2
Norwich - 11 £44,500 -
Staines +11 10 - -

Data Analytics
Top 30 Related IT Skills

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 with a requirement for Data Analytics.

1 2054 (100.00%) Analytics
2 768 (37.39%) Big Data
3 723 (35.20%) SQL
4 601 (29.26%) Finance
5 545 (26.53%) Agile Software Development
6 530 (25.80%) Python
7 520 (25.32%) Degree
8 518 (25.22%) Business Intelligence
9 448 (21.81%) Analytical Skills
10 408 (19.86%) Hadoop
11 389 (18.94%) Java
12 374 (18.21%) Visualisation
13 341 (16.60%) Big Data Analytics
14 329 (16.02%) SQL Server
15 300 (14.61%) SAS
16 281 (13.68%) Marketing
17 268 (13.05%) Computer Science
18 257 (12.51%) Oracle
19 252 (12.27%) Tableau
20 249 (12.12%) JavaScript
21 248 (12.07%) Data Warehouse
22 243 (11.83%) ETL
23 239 (11.64%) Machine Learning
24 238 (11.59%) C#
25 235 (11.44%) R
26 228 (11.10%) Amazon AWS
27 217 (10.56%) Microsoft
28 216 (10.52%) Linux
29 214 (10.42%) Apache Spark
30 212 (10.32%) Software Engineering

Data Analytics
Top Related IT Skills 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
1 300 (14.61%) SAS
2 214 (10.42%) Apache Spark
3 111 (5.40%) Apache Pig
4 96 (4.67%) Elasticsearch
5 66 (3.21%) Apache
6 24 (1.17%) Tomcat
7 23 (1.12%) JBoss
8 22 (1.07%) CMS
8 22 (1.07%) SharePoint
9 19 (0.93%) IIS
10 16 (0.78%) Apache Solr
11 12 (0.58%) Oracle SOA Suite
12 8 (0.39%) Adobe Experience Manager
12 8 (0.39%) Alfresco
13 6 (0.29%) nginx
14 5 (0.24%) OpenStack
15 4 (0.19%) Cloud Foundry
15 4 (0.19%) MS Exchange
16 3 (0.15%) ArcGIS
16 3 (0.15%) Documentum
Applications
1 149 (7.25%) MS Excel
2 133 (6.48%) SPSS
3 41 (2.00%) MS PowerPoint
4 38 (1.85%) MS Office
5 25 (1.22%) MS Visio
6 13 (0.63%) Photoshop
7 12 (0.58%) Stata
8 9 (0.44%) MS Project
9 4 (0.19%) Spreadsheet
10 3 (0.15%) InVision
10 3 (0.15%) S-PLUS
11 2 (0.097%) Gephi
12 1 (0.049%) Adobe Illustrator
12 1 (0.049%) EViews
12 1 (0.049%) Mathematica
Business Applications
1 17 (0.83%) Dynamics CRM
2 16 (0.78%) Cognos Business Intelligence
2 16 (0.78%) Cognos TM1
2 16 (0.78%) Oracle EBS
3 14 (0.68%) Adobe Campaign
4 12 (0.58%) Cognos Controller
5 8 (0.39%) Eloqua
5 8 (0.39%) Salesforce.com CRM
5 8 (0.39%) SAP Oil and Gas
6 4 (0.19%) Oracle HRMS
6 4 (0.19%) WebTrends
7 3 (0.15%) Dynamics AX
7 3 (0.15%) Oracle AML
7 3 (0.15%) Oracle BPM
7 3 (0.15%) Oracle Financials
8 2 (0.097%) FastStats
8 2 (0.097%) SAP ERP
8 2 (0.097%) SAP GRC
8 2 (0.097%) SAP InfiniteInsight
9 1 (0.049%) Oracle General Ledger
Cloud Services
1 228 (11.10%) Amazon AWS
2 115 (5.60%) Microsoft Azure
3 63 (3.07%) SaaS
4 52 (2.53%) Google Analytics
5 48 (2.34%) GitHub
6 35 (1.70%) Cloud Computing
7 29 (1.41%) Amazon EC2
8 25 (1.22%) PaaS
9 23 (1.12%) Amazon S3
10 22 (1.07%) IaaS
11 18 (0.88%) Adobe Analytics
11 18 (0.88%) Google Cloud Platform
12 17 (0.83%) Amazon EMR
13 13 (0.63%) AWS OpsWorks
14 10 (0.49%) IBM Cloud
14 10 (0.49%) Office 365
15 9 (0.44%) Amazon Kinesis
16 8 (0.39%) Azure Active Directory
17 7 (0.34%) Data Lake Analytics
18 5 (0.24%) Amazon ELB
Communications & Networking
1 79 (3.85%) Internet
2 40 (1.95%) HTTP
3 30 (1.46%) Firewall
4 12 (0.58%) DNS
4 12 (0.58%) SSL
5 10 (0.49%) Skype
6 9 (0.44%) TCP/IP
7 7 (0.34%) Bluetooth
7 7 (0.34%) Wireless
8 6 (0.29%) DHCP
8 6 (0.29%) FTP
8 6 (0.29%) HTTPS
9 5 (0.24%) LAN
9 5 (0.24%) RS-232
9 5 (0.24%) SAN
10 4 (0.19%) AMQP
10 4 (0.19%) Network Security
10 4 (0.19%) VPN
10 4 (0.19%) Wi-Fi
11 3 (0.15%) Cisco IPT
Database & Business Intelligence
1 768 (37.39%) Big Data
2 408 (19.86%) Hadoop
3 329 (16.02%) SQL Server
4 248 (12.07%) Data Warehouse
5 206 (10.03%) NoSQL
6 204 (9.93%) MongoDB
7 187 (9.10%) Relational Database
8 176 (8.57%) SQL Server Integration Services
9 154 (7.50%) Apache Hive
10 143 (6.96%) SQL Server Reporting Services
11 142 (6.91%) MySQL
12 135 (6.57%) QlikView
13 128 (6.23%) Data Mining
14 114 (5.55%) RDBMS
15 77 (3.75%) BusinessObjects
16 74 (3.60%) Power BI
17 68 (3.31%) PostgreSQL
18 65 (3.16%) Spotfire
19 64 (3.12%) SQL Server Analysis Services
20 47 (2.29%) Apache Cassandra
Development Applications
1 57 (2.78%) Git (software)
2 56 (2.73%) Jenkins
3 37 (1.80%) Team Foundation Server
4 32 (1.56%) Talend Open Studio
5 29 (1.41%) JIRA
6 22 (1.07%) Visual Studio
7 18 (0.88%) Vagrant
8 16 (0.78%) Selenium
9 14 (0.68%) NUnit
10 13 (0.63%) Axure RP
10 13 (0.63%) Ranorex
10 13 (0.63%) Rhino Mocks
11 11 (0.54%) Yeoman
12 9 (0.44%) ERwin
12 9 (0.44%) Toad
13 8 (0.39%) Oracle Forms
14 7 (0.34%) SoapUI
14 7 (0.34%) Subversion
15 6 (0.29%) Bitbucket
15 6 (0.29%) Oracle APEX
General
1 601 (29.26%) Finance
2 281 (13.68%) Marketing
3 204 (9.93%) Banking
4 199 (9.69%) Retail
5 83 (4.04%) Advertising
6 66 (3.21%) Telecoms
7 64 (3.12%) Investment Banking
8 45 (2.19%) Manufacturing
9 39 (1.90%) Electronics
10 37 (1.80%) Front Office
11 33 (1.61%) Games
11 33 (1.61%) Military
12 31 (1.51%) Legal
13 29 (1.41%) Law
14 23 (1.12%) Publishing
15 22 (1.07%) Back Office
16 19 (0.93%) Financial Institution
16 19 (0.93%) Retail Banking
17 18 (0.88%) Pharmaceutical
18 16 (0.78%) Corporate Banking
Job Titles
1 420 (20.45%) Developer
2 364 (17.72%) Analyst
3 225 (10.95%) Architect
4 179 (8.71%) Data Scientist
5 158 (7.69%) Data Analyst
6 155 (7.55%) Consultant
7 123 (5.99%) Data Architect
8 110 (5.36%) Analytics Manager
9 96 (4.67%) Data Manager
10 94 (4.58%) Data Consultant
11 92 (4.48%) Data Analytics Manager
11 92 (4.48%) Java Developer
12 87 (4.24%) Software Engineer
13 78 (3.80%) Senior Developer
14 75 (3.65%) Analytics Consultant
15 74 (3.60%) Senior Manager
16 70 (3.41%) C# Developer
16 70 (3.41%) Solutions Architect
17 66 (3.21%) Data Analytics Consultant
18 61 (2.97%) SQL Analyst
Libraries, Frameworks & Software Standards
1 193 (9.40%) HTML
2 188 (9.15%) .NET
3 163 (7.94%) CSS
4 155 (7.55%) AngularJS
5 111 (5.40%) HTML5
6 108 (5.26%) jQuery
7 100 (4.87%) Node.js
8 99 (4.82%) Web Services
9 96 (4.67%) Middleware
10 92 (4.48%) Spring
11 88 (4.28%) CSS3
12 75 (3.65%) XML
13 71 (3.46%) Apache Camel
13 71 (3.46%) Java EE
14 69 (3.36%) Hibernate
14 69 (3.36%) REST
15 53 (2.58%) LAMP
16 51 (2.48%) .NET Framework
16 51 (2.48%) RESTful
17 45 (2.19%) D3.js
Miscellaneous
1 448 (21.81%) Analytical Skills
2 374 (18.21%) Visualisation
3 268 (13.05%) Computer Science
4 198 (9.64%) Mathematics
5 163 (7.94%) Statistics
6 152 (7.40%) Algorithms
7 103 (5.01%) Management Information System
8 86 (4.19%) Mobile App
9 82 (3.99%) User Experience
10 64 (3.12%) Physics
11 47 (2.29%) PKI
12 43 (2.09%) Data Integration
13 41 (2.00%) Economics
14 39 (1.90%) Data Structures
15 37 (1.80%) Fintech
16 36 (1.75%) Data Extraction
16 36 (1.75%) Social Media
17 35 (1.70%) Internet of Things
18 34 (1.66%) Credit Risk
19 24 (1.17%) Security Operations Centre
Operating Systems
1 216 (10.52%) Linux
2 87 (4.24%) Windows
3 83 (4.04%) Unix
4 43 (2.09%) Android
5 38 (1.85%) Apple iOS
6 29 (1.41%) Ubuntu
7 22 (1.07%) Red Hat Enterprise Linux
8 21 (1.02%) Mac OS X
9 20 (0.97%) CentOS
10 17 (0.83%) Windows Server
11 11 (0.54%) Windows Server 2008
12 9 (0.44%) Solaris
13 8 (0.39%) AIX
13 8 (0.39%) HPUX
13 8 (0.39%) Windows Server 2012
14 3 (0.15%) Windows Server 2003
15 2 (0.097%) Debian
15 2 (0.097%) Windows 7
15 2 (0.097%) Windows Vista
15 2 (0.097%) Windows XP
Processes & Methodologies
1 2054 (100.00%) Analytics
2 545 (26.53%) Agile Software Development
3 518 (25.22%) Business Intelligence
4 341 (16.60%) Big Data Analytics
5 243 (11.83%) ETL
6 239 (11.64%) Machine Learning
7 212 (10.32%) Software Engineering
8 208 (10.13%) Data Modelling
8 208 (10.13%) Data Visualisation
9 202 (9.83%) Scrum
10 194 (9.44%) Data Analysis
11 180 (8.76%) TDD
12 178 (8.67%) Data Management
13 162 (7.89%) DevOps
13 162 (7.89%) Stakeholder Management
14 159 (7.74%) Project Management
15 131 (6.38%) Data Architecture
16 128 (6.23%) Mentoring
17 116 (5.65%) Business Analytics
18 114 (5.55%) Open Source
Programming Languages
1 723 (35.20%) SQL
2 530 (25.80%) Python
3 389 (18.94%) Java
4 249 (12.12%) JavaScript
5 238 (11.59%) C#
6 235 (11.44%) R
7 134 (6.52%) C++
8 124 (6.04%) Scala
9 110 (5.36%) Perl
10 100 (4.87%) C
11 99 (4.82%) Ruby
12 93 (4.53%) T-SQL
13 77 (3.75%) VBA
14 71 (3.46%) PHP
15 61 (2.97%) MATLAB
16 47 (2.29%) PL/SQL
17 32 (1.56%) VB.NET
18 31 (1.51%) Bash Shell
18 31 (1.51%) PowerShell
19 21 (1.02%) Clojure
Qualifications
1 520 (25.32%) Degree
2 128 (6.23%) PhD
3 84 (4.09%) Security Cleared
4 39 (1.90%) SC Cleared
5 34 (1.66%) CISSP
6 33 (1.61%) DV Cleared
7 28 (1.36%) Cisco Certification
8 24 (1.17%) SANS
9 21 (1.02%) (ISC)2 CCSP
9 21 (1.02%) CCSP
10 15 (0.73%) CISA
11 13 (0.63%) ISEB
12 12 (0.58%) Postgraduate
13 9 (0.44%) CISM
13 9 (0.44%) PMI Certification
14 7 (0.34%) ISTQB
15 5 (0.24%) CCNP
15 5 (0.24%) CFA
15 5 (0.24%) CITP
15 5 (0.24%) MBA
Quality Assurance & Compliance
1 135 (6.57%) Data Quality
2 72 (3.51%) QA
3 19 (0.93%) ISO 14001
3 19 (0.93%) ISO 9001
4 17 (0.83%) SLA
5 9 (0.44%) MiFID
6 8 (0.39%) ISO/IEC 27001
7 6 (0.29%) Actionable Recommendations
8 4 (0.19%) GMP
9 3 (0.15%) HL7
10 2 (0.097%) IAS 39
10 2 (0.097%) ISO20022
10 2 (0.097%) SDET
11 1 (0.049%) CRD IV
11 1 (0.049%) GCP
11 1 (0.049%) PCI DSS
11 1 (0.049%) SNOMED CT
11 1 (0.049%) Solvency II
System Software
1 70 (3.41%) VMware Infrastructure
2 63 (3.07%) Docker
3 56 (2.73%) Hyper-V
4 28 (1.36%) Virtual Machines
5 26 (1.27%) HDFS
6 23 (1.12%) Active Directory
7 20 (0.97%) Firmware
8 11 (0.54%) VirtualBox
9 10 (0.49%) Apache Flume
10 2 (0.097%) Virtual Servers
10 2 (0.097%) XenApp
11 1 (0.049%) Btrfs
11 1 (0.049%) Gluster
11 1 (0.049%) KVM
11 1 (0.049%) Terminal Services
11 1 (0.049%) Varnish
11 1 (0.049%) XenServer
Systems Management
1 56 (2.73%) Puppet
2 53 (2.58%) Ansible
3 40 (1.95%) Opscode Chef
4 17 (0.83%) Nagios
5 13 (0.63%) Hadoop YARN
5 13 (0.63%) HP Quality Center
6 10 (0.49%) Mesos
7 9 (0.44%) Kubernetes
7 9 (0.44%) Salt
8 7 (0.34%) Oozie
9 6 (0.29%) Microsoft Clustering
10 5 (0.24%) SCCM
11 4 (0.19%) Control-M
11 4 (0.19%) WSUS
12 3 (0.15%) Failover Clustering
12 3 (0.15%) Graphite
12 3 (0.15%) Terraform
13 2 (0.097%) AirWatch
13 2 (0.097%) DatAdvantage
13 2 (0.097%) MOM
Vendors
1 257 (12.51%) Oracle
2 252 (12.27%) Tableau
3 217 (10.56%) Microsoft
4 82 (3.99%) VMware
5 81 (3.94%) SAP
6 80 (3.89%) Google
7 61 (2.97%) IBM
8 58 (2.82%) Cognos
9 55 (2.68%) Informatica
10 42 (2.04%) Hortonworks
11 41 (2.00%) Salesforce.com
12 40 (1.95%) Cloudera
13 34 (1.66%) Teradata
14 33 (1.61%) Red Hat
15 32 (1.56%) Talend
16 31 (1.51%) MicroStrategy
17 30 (1.46%) MuleSoft
18 24 (1.17%) Ab Initio
18 24 (1.17%) Actimize
18 24 (1.17%) Adobe
London
Harvey Nash plc
Salary: £80000 - £100000 per annum + Bonus and Car Allowance
Posted: 15 hours ago
Bath, Avon
EasyWebRecruitment.com
Salary: Competitive
Posted: 19 hours ago
Somerset
Parallel Consulting
Salary: £50 per annum
Posted: 21 hours ago
Ipswich, Suffolk
Hurren and Hope
Salary: £40k - 50k per year
Posted: 16 hours ago
Central London / West End
Intelletec
Salary: Up to £60,000 per annum depending on experience
Posted: 14 hours ago
London
Salt
Salary: £25000.00 - £30000.00 per annum + bonus + benefits
Posted: Yesterday
City, London
Energon People
Salary: £80000.00 - £120000.00 per annum + benefits + bonus
Posted: 7 hours ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £80000 - £100000 per annum + Bonus + Car Allowance
Posted: Yesterday
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: 19 hours ago
Manchester, Lancashire
Cathcart Associates Ltd
Salary: £25000 - £35000 per annum + Flexible Working & Stock Options
Posted: 15 hours ago
North London
The Bridge Ltd
Salary: From £40,000 to £48,000 per annum Pension, Healthcare, Season Ticket L
Posted: 19 hours ago
Gloucester, Gloucestershire
Executive Recruitment Services (ERS)
Salary: £35000 - £45000 per annum + Pension, Healthcare
Posted: 21 hours ago
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
ReThink Recruitment
Salary: £55000.00 - £70000.00 per annum + commission
Posted: 2 days ago
London
Creative Personnel
Salary: Competitive
Posted: Yesterday
London
Redrock Consulting Ltd
Salary: £35000 - £40000 per annum
Posted: 13 hours ago
Manchester, Lancashire
Michael Page International
Salary: £30000 - £40000 per annum + benefits
Posted: Yesterday
London
Verticality Ltd
Salary: £35000 - £55000 per annum, Benefits Bonus + Benefits Package
Posted: Yesterday
Nottingham, Nottinghamshire
Oscar
Posted: 2 days ago
London
E-synergy Solutions
Salary: £50000 - £70000 per annum + Benefits
Posted: 20 hours ago
Kingston Upon Thames, Surrey
First Point
Salary: £35000.00 - £45000.00 per annum
Posted: Yesterday
Abingdon, Oxfordshire
AFerry
Salary: From £25,000 to £40,000 per annum
Posted: 3 days ago
Southampton, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £35000 - £55000 per annum
Posted: 2 days ago
London
Audentia Recruitment LTD
Salary: From £30,000 to £45,000 per annum
Posted: 20 hours ago
London
Lorien Resourcing
Salary: £30000 - £36000 per annum + +Benefits +Pension
Posted: 3 days ago
London
Freshtechit
Salary: From £0 to £70,000 per annum
Posted: Yesterday
London
Burns Sheehan
Salary: £65000 - £85000 per annum + bonus + benefits
Posted: 6 days ago