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 18 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
Data Analytics
UK
Rank 311 288 447
Rank change year-on-year
-23 +159
Permanent jobs citing Data Analytics 816 1079 625
As % of all permanent IT jobs located in the UK 0.97% 1.08% 0.61%
As % of the Processes & Methodologies category 1.10% 1.23% 0.70%
Number of salaries quoted 667 874 480
Median salary £55,000 £59,468 £52,500
Median salary % change year-on-year
-7.51% +13.27%
90% offered a salary of more than £33,000 £35,000 £35,000
10% offered a salary of more than £85,000 £100,000 £80,000
UK excluding London median salary £46,500 £51,459 £47,500
% change year-on-year
-9.63% +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
74108 87810 88690
As % of all permanent IT jobs located in the UK 88.15% 87.70% 86.04%
Number of salaries quoted 61013 73052 73139
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 £76,000 £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 18 January 2017 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 18 January 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
England -23 762 £55,000 -8.33% 130
London -43 415 £60,000 -7.69% 79
North West +38 102 £37,500 -21.71% 12
Manchester +13 74 £40,000 -22.26% 10
East of England +55 69 £55,000 +0.18% 5
South East -21 69 £51,250 +6.98% 10
City of London +21 67 £75,000 +36.36% 12
South West +15 51 £50,000 +25.00% 5
Hertfordshire +21 29 £75,000 +25.00% 3
Scotland +27 26 £55,000 -4.34% 5
East Midlands +26 20 £30,750 -40.00% 6
Lancashire +5 19 £33,000 +10.00%
West Midlands -22 19 £51,194 +2.38% 5
Gloucestershire -12 18 £50,000 -7.40% 2
St Albans +10 16 - -
Chorley +10 15 £33,000 +10.00%
Bristol +8 15 £45,000 +28.57% 2
Glasgow +18 14 £53,750 -4.86% 4
Essex +12 13 £42,500 -17.40%
Surrey +11 13 £55,000 +57.14% 3
Berkshire +6 13 £52,500 +31.25% 2
Hampshire +14 12 £42,500 -10.52% 2
Yorkshire -5 12 £41,250 - 7
Suffolk +13 11 £55,000 -
Edinburgh +14 10 £60,000 +14.28% 1
Leeds +10 10 £37,500 -9.09% 3
West Yorkshire +4 10 £37,500 -9.09% 4
Devon - 9 £52,500 -
Plymouth - 9 £52,500 -
Telford -8 8 £61,694 +4.68%

Data Analytics
Top 30 Related IT Skills

For the 6 months to 18 January 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 with a requirement for Data Analytics.

1 1908 (100.00%) Analytics
2 683 (35.80%) SQL
3 659 (34.54%) Big Data
4 540 (28.30%) Agile Software Development
5 512 (26.83%) Finance
6 473 (24.79%) Business Intelligence
7 472 (24.74%) Degree
8 461 (24.16%) Python
9 393 (20.60%) Analytical Skills
10 371 (19.44%) Visualisation
11 352 (18.45%) Java
12 346 (18.13%) SQL Server
13 340 (17.82%) Hadoop
14 270 (14.15%) Marketing
15 266 (13.94%) Oracle
16 262 (13.73%) SAS
17 261 (13.68%) Big Data Analytics
18 255 (13.36%) JavaScript
19 247 (12.95%) Data Warehouse
20 243 (12.74%) C#
20 243 (12.74%) Tableau
21 242 (12.68%) Computer Science
22 216 (11.32%) Scrum
23 214 (11.22%) Linux
23 214 (11.22%) Microsoft
24 213 (11.16%) ETL
25 208 (10.90%) R
26 207 (10.85%) Machine Learning
27 202 (10.59%) Apache Spark
28 201 (10.53%) Relational Database

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
1 262 (13.73%) SAS
2 202 (10.59%) Apache Spark
3 107 (5.61%) Apache Pig
4 103 (5.40%) Elasticsearch
5 64 (3.35%) Apache
6 27 (1.42%) Tomcat
7 25 (1.31%) JBoss
7 25 (1.31%) SharePoint
8 23 (1.21%) CMS
9 22 (1.15%) IIS
10 15 (0.79%) Apache Solr
11 9 (0.47%) Confluence
12 8 (0.42%) Adobe Experience Manager
12 8 (0.42%) Alfresco
12 8 (0.42%) Oracle SOA Suite
13 5 (0.26%) Cloud Foundry
13 5 (0.26%) nginx
14 4 (0.21%) BizTalk Server
14 4 (0.21%) WebSphere
15 3 (0.16%) Mule
Applications
1 150 (7.86%) MS Excel
2 113 (5.92%) SPSS
3 43 (2.25%) MS Office
3 43 (2.25%) MS PowerPoint
4 25 (1.31%) MS Visio
5 14 (0.73%) Stata
6 13 (0.68%) Photoshop
7 9 (0.47%) MS Project
8 4 (0.21%) S-PLUS
9 3 (0.16%) InVision
10 2 (0.10%) Gephi
10 2 (0.10%) Spreadsheet
11 1 (0.052%) Adobe Illustrator
11 1 (0.052%) EViews
11 1 (0.052%) Mathematica
Business Applications
1 20 (1.05%) Dynamics CRM
2 12 (0.63%) Adobe Campaign
3 10 (0.52%) Cognos TM1
4 8 (0.42%) Cognos Business Intelligence
4 8 (0.42%) Oracle EBS
4 8 (0.42%) Salesforce.com CRM
5 5 (0.26%) Cognos Controller
5 5 (0.26%) SAP Oil and Gas
6 4 (0.21%) Eloqua
6 4 (0.21%) Oracle HRMS
7 3 (0.16%) Dynamics AX
7 3 (0.16%) Oracle AML
7 3 (0.16%) Oracle BPM
7 3 (0.16%) Oracle Financials
7 3 (0.16%) WebTrends
8 2 (0.10%) FastStats
8 2 (0.10%) Maximo
8 2 (0.10%) SAP ERP
8 2 (0.10%) SAP GRC
8 2 (0.10%) SAP InfiniteInsight
Cloud Services
1 200 (10.48%) Amazon AWS
2 117 (6.13%) Microsoft Azure
3 67 (3.51%) SaaS
4 50 (2.62%) Google Analytics
5 40 (2.10%) Cloud Computing
6 39 (2.04%) GitHub
7 25 (1.31%) Amazon EC2
7 25 (1.31%) PaaS
8 22 (1.15%) Amazon S3
9 20 (1.05%) Google Cloud Platform
9 20 (1.05%) IaaS
10 17 (0.89%) Adobe Analytics
11 16 (0.84%) Amazon EMR
12 12 (0.63%) Amazon Kinesis
13 9 (0.47%) Office 365
14 8 (0.42%) AWS OpsWorks
14 8 (0.42%) Azure Active Directory
14 8 (0.42%) Data Lake Analytics
15 5 (0.26%) Google App Engine
16 4 (0.21%) Taleo
Communications & Networking
1 61 (3.20%) Internet
2 35 (1.83%) HTTP
3 18 (0.94%) Firewall
4 16 (0.84%) SSL
5 10 (0.52%) TCP/IP
6 9 (0.47%) Skype
7 8 (0.42%) DNS
7 8 (0.42%) Network Security
8 7 (0.37%) Bluetooth
8 7 (0.37%) LAN
8 7 (0.37%) Wireless
9 6 (0.31%) DHCP
10 5 (0.26%) HTTPS
10 5 (0.26%) RS-232
10 5 (0.26%) SAN
10 5 (0.26%) VPN
10 5 (0.26%) WAN
10 5 (0.26%) Wi-Fi
11 4 (0.21%) AMQP
11 4 (0.21%) WebEx
Database & Business Intelligence
1 659 (34.54%) Big Data
2 346 (18.13%) SQL Server
3 340 (17.82%) Hadoop
4 247 (12.95%) Data Warehouse
5 201 (10.53%) Relational Database
6 193 (10.12%) MongoDB
7 183 (9.59%) NoSQL
8 160 (8.39%) SQL Server Integration Services
9 153 (8.02%) MySQL
10 136 (7.13%) Apache Hive
11 129 (6.76%) SQL Server Reporting Services
12 123 (6.45%) QlikView
13 114 (5.97%) Data Mining
13 114 (5.97%) RDBMS
14 83 (4.35%) Power BI
15 74 (3.88%) SQL Server Analysis Services
16 66 (3.46%) BusinessObjects
17 59 (3.09%) PostgreSQL
18 53 (2.78%) Spotfire
19 36 (1.89%) Amazon Redshift
Development Applications
1 61 (3.20%) Git (software)
2 39 (2.04%) Jenkins
3 38 (1.99%) JIRA
4 35 (1.83%) Team Foundation Server
5 26 (1.36%) Talend Open Studio
6 18 (0.94%) Visual Studio
7 14 (0.73%) NUnit
7 14 (0.73%) Selenium
8 13 (0.68%) Axure RP
9 10 (0.52%) Ranorex
9 10 (0.52%) Rhino Mocks
9 10 (0.52%) TeamCity
10 9 (0.47%) Octopus Deploy
10 9 (0.47%) Oracle Forms
10 9 (0.47%) Toad
10 9 (0.47%) Vagrant
11 8 (0.42%) Bitbucket
11 8 (0.42%) ERwin
11 8 (0.42%) Subversion
12 6 (0.31%) Yeoman
General
1 512 (26.83%) Finance
2 270 (14.15%) Marketing
3 173 (9.07%) Retail
4 170 (8.91%) Banking
5 69 (3.62%) Advertising
6 56 (2.94%) Investment Banking
7 55 (2.88%) Telecoms
8 45 (2.36%) Games
9 40 (2.10%) Military
10 39 (2.04%) Electronics
11 37 (1.94%) Front Office
12 31 (1.62%) Legal
13 29 (1.52%) Publishing
14 28 (1.47%) Law
14 28 (1.47%) Manufacturing
15 25 (1.31%) Back Office
16 21 (1.10%) Pharmaceutical
17 16 (0.84%) Corporate Banking
17 16 (0.84%) Retail Banking
18 15 (0.79%) Private Banking
Job Titles
1 425 (22.27%) Developer
2 335 (17.56%) Analyst
3 191 (10.01%) Architect
4 152 (7.97%) Data Scientist
5 144 (7.55%) Data Analyst
6 143 (7.49%) Consultant
7 112 (5.87%) Analytics Manager
8 94 (4.93%) Java Developer
9 93 (4.87%) Data Architect
10 92 (4.82%) Data Analytics Manager
10 92 (4.82%) Data Manager
11 91 (4.77%) Software Engineer
12 86 (4.51%) Data Consultant
13 78 (4.09%) Senior Developer
14 67 (3.51%) Analytics Consultant
15 63 (3.30%) Data Analytics Consultant
15 63 (3.30%) SQL Analyst
16 61 (3.20%) C# Developer
17 56 (2.94%) Senior Manager
18 55 (2.88%) .NET Developer
Libraries, Frameworks & Software Standards
1 199 (10.43%) HTML
2 176 (9.22%) .NET
2 176 (9.22%) AngularJS
3 169 (8.86%) CSS
4 123 (6.45%) HTML5
5 116 (6.08%) jQuery
6 108 (5.66%) Node.js
6 108 (5.66%) Spring
7 103 (5.40%) Web Services
8 98 (5.14%) CSS3
9 92 (4.82%) Middleware
10 80 (4.19%) Java EE
11 79 (4.14%) Apache Camel
11 79 (4.14%) Hibernate
12 71 (3.72%) REST
13 69 (3.62%) XML
14 53 (2.78%) LAMP
15 49 (2.57%) .NET Framework
15 49 (2.57%) JSON
16 43 (2.25%) ASP.NET
Miscellaneous
1 393 (20.60%) Analytical Skills
2 371 (19.44%) Visualisation
3 242 (12.68%) Computer Science
4 170 (8.91%) Mathematics
5 140 (7.34%) Statistics
6 127 (6.66%) Algorithms
7 89 (4.66%) User Experience
8 80 (4.19%) Management Information System
9 63 (3.30%) Mobile App
10 54 (2.83%) Physics
11 52 (2.73%) PKI
12 44 (2.31%) Data Structures
13 42 (2.20%) Fintech
14 39 (2.04%) Internet of Things
15 37 (1.94%) Data Extraction
16 36 (1.89%) Economics
16 36 (1.89%) Social Media
17 32 (1.68%) Data Integration
18 30 (1.57%) Credit Risk
19 22 (1.15%) Data Centre
Operating Systems
1 214 (11.22%) Linux
2 90 (4.72%) Windows
3 80 (4.19%) Unix
4 41 (2.15%) Android
5 37 (1.94%) Apple iOS
6 21 (1.10%) Ubuntu
6 21 (1.10%) Windows Server
7 19 (1.00%) CentOS
8 17 (0.89%) Red Hat Enterprise Linux
9 12 (0.63%) Windows Server 2008
9 12 (0.63%) Windows Server 2012
10 5 (0.26%) Solaris
11 4 (0.21%) AIX
11 4 (0.21%) Debian
11 4 (0.21%) HPUX
12 2 (0.10%) Windows 7
12 2 (0.10%) Windows Vista
12 2 (0.10%) Windows XP
13 1 (0.052%) Oracle Linux
13 1 (0.052%) Windows 10
Processes & Methodologies
1 1908 (100.00%) Analytics
2 540 (28.30%) Agile Software Development
3 473 (24.79%) Business Intelligence
4 261 (13.68%) Big Data Analytics
5 216 (11.32%) Scrum
6 213 (11.16%) ETL
7 207 (10.85%) Machine Learning
8 201 (10.53%) Data Modelling
9 194 (10.17%) Software Engineering
10 189 (9.91%) Data Visualisation
11 179 (9.38%) DevOps
12 176 (9.22%) TDD
13 168 (8.81%) Data Analysis
14 149 (7.81%) Stakeholder Management
15 148 (7.76%) Data Management
16 120 (6.29%) Mentoring
17 117 (6.13%) Project Management
18 107 (5.61%) Data Architecture
19 105 (5.50%) CRM
20 101 (5.29%) Continuous Integration
Programming Languages
1 683 (35.80%) SQL
2 461 (24.16%) Python
3 352 (18.45%) Java
4 255 (13.36%) JavaScript
5 243 (12.74%) C#
6 208 (10.90%) R
7 131 (6.87%) C
8 123 (6.45%) C++
9 113 (5.92%) Perl
10 103 (5.40%) Scala
11 101 (5.29%) Ruby
12 96 (5.03%) T-SQL
13 66 (3.46%) VBA
14 64 (3.35%) PHP
15 50 (2.62%) PL/SQL
16 45 (2.36%) MATLAB
17 26 (1.36%) VB.NET
18 25 (1.31%) Bash Shell
19 18 (0.94%) VB
20 16 (0.84%) TypeScript
Qualifications
1 472 (24.74%) Degree
2 119 (6.24%) PhD
3 93 (4.87%) Security Cleared
4 46 (2.41%) DV Cleared
5 32 (1.68%) SC Cleared
6 16 (0.84%) Postgraduate
7 15 (0.79%) CISA
7 15 (0.79%) ISEB
8 12 (0.63%) CISSP
9 11 (0.58%) ISTQB
10 10 (0.52%) Cisco Certification
11 8 (0.42%) CCNP
11 8 (0.42%) CISM
12 6 (0.31%) CCNA
12 6 (0.31%) MBA
12 6 (0.31%) Microsoft Certification
13 5 (0.26%) CITP
13 5 (0.26%) Six Sigma Black Belt
14 4 (0.21%) IISP
14 4 (0.21%) VCAP
Quality Assurance & Compliance
1 127 (6.66%) Data Quality
2 54 (2.83%) QA
3 22 (1.15%) ISO 14001
3 22 (1.15%) ISO 9001
4 17 (0.89%) SLA
5 9 (0.47%) MiFID
6 8 (0.42%) ISO/IEC 27001
7 5 (0.26%) Actionable Recommendations
8 2 (0.10%) HL7
8 2 (0.10%) IAS 39
9 1 (0.052%) CRD IV
9 1 (0.052%) GCP
9 1 (0.052%) GDPR
9 1 (0.052%) GMP
9 1 (0.052%) ISO20022
9 1 (0.052%) PCI DSS
9 1 (0.052%) SDET
9 1 (0.052%) SNOMED CT
9 1 (0.052%) Solvency II
System Software
1 89 (4.66%) VMware Infrastructure
2 65 (3.41%) Hyper-V
3 60 (3.14%) Docker
4 26 (1.36%) Active Directory
5 23 (1.21%) Firmware
6 20 (1.05%) Virtual Machines
7 19 (1.00%) HDFS
8 7 (0.37%) Oracle RAC
9 6 (0.31%) VirtualBox
10 2 (0.10%) Apache Flume
10 2 (0.10%) Terminal Services
10 2 (0.10%) XenServer
11 1 (0.052%) Btrfs
11 1 (0.052%) DFS Replication
11 1 (0.052%) Gluster
11 1 (0.052%) KVM
11 1 (0.052%) MetaFrame
11 1 (0.052%) Varnish
11 1 (0.052%) XenApp
11 1 (0.052%) XenDesktop
Systems Management
1 52 (2.73%) Ansible
2 46 (2.41%) Puppet
3 44 (2.31%) Opscode Chef
4 15 (0.79%) Nagios
5 12 (0.63%) Kubernetes
6 11 (0.58%) Mesos
7 10 (0.52%) HP Quality Center
8 7 (0.37%) Salt
9 5 (0.26%) Kibana
9 5 (0.26%) logstash
9 5 (0.26%) SCCM
10 4 (0.21%) Control-M
10 4 (0.21%) Hadoop YARN
10 4 (0.21%) HP Fortify
10 4 (0.21%) Microsoft Clustering
10 4 (0.21%) WSUS
11 3 (0.16%) Oozie
11 3 (0.16%) Packer
11 3 (0.16%) Terraform
12 2 (0.10%) Graphite
Vendors
1 266 (13.94%) Oracle
2 243 (12.74%) Tableau
3 214 (11.22%) Microsoft
4 98 (5.14%) VMware
5 80 (4.19%) Google
6 60 (3.14%) SAP
7 46 (2.41%) Cognos
8 45 (2.36%) Teradata
9 38 (1.99%) IBM
10 36 (1.89%) Informatica
11 33 (1.73%) Red Hat
12 28 (1.47%) MicroStrategy
13 27 (1.42%) Hortonworks
13 27 (1.42%) Salesforce.com
14 26 (1.36%) Talend
15 25 (1.31%) Actimize
16 20 (1.05%) Adobe
17 18 (0.94%) Ab Initio
17 18 (0.94%) MuleSoft
18 17 (0.89%) Cloudera
London
Verticality Ltd
Salary: £40000 - £50000 per annum, Benefits Extensive Benefits Package
Posted: 1 hour ago
West London
set2recruit
Salary: From £45,000 to £60,000 per annum (Incl Bonuses)
Posted: 8 hours ago
London
Verticality Ltd
Salary: £35000 - £55000 per annum, Benefits Bonus + Benefits Package
Posted: 1 hour ago
London
Joseph Harry Ltd
Salary: £85000 - £110000 per annum + 25% Bonus + 10% Pension
Posted: 9 hours ago
London
Verticality Ltd
Salary: £55000 - £65000 per annum, Benefits Bonus + Excellent Benefits Package
Posted: 1 hour ago
Glasgow, Lanarkshire
Spring Technology
Salary: £35000.00 - £45000.00 per annum + superb benefits
Posted: 6 hours ago
South West London
set2recruit
Salary: From £30,000 to £40,000 per annum
Posted: Yesterday
Leeds, West Yorkshire
set2recruit
Salary: From £30,000 to £40,000 per annum
Posted: 22 hours ago
Hampshire
Franklin Fitch Limited
Salary: From £60,000 to £70,000 per annum plus bonus and benefits
Posted: Yesterday
Central London / West End
Asgard ERP Limited
Salary: From £50,000 to £70,000 per annum + Excellent Bens
Posted: 2 days ago
Bradford, West Yorkshire
Fruition IT Resources Limited
Salary: £55000.00 - £60000.00 per annum + Car + Benefits
Posted: Yesterday
London
Lawrence Harvey Enterprise
Salary: £50000 - £55000 per annum + Benefits
Posted: Yesterday
Manchester, Lancashire
Oliver James Associates
Salary: £37500 - £42500 per annum + PMI, pension, bonus, benefits
Posted: 18 hours ago
West London
Revolution Technology
Salary: From £45,000 to £60,000 per annum Benefits & Bonus included + Equity
Posted: 2 days ago
City, London
Oliver Bernard
Salary: £70000 - £80000 per annum + Excellent benefits
Posted: Yesterday
South West London
DCV Technologies
Salary: From £50,000 to £60,000 per annum Amazing benefits packages
Posted: Yesterday
London
Hays Finance Technology
Salary: £55000.00 - £70000.00 per annum + Bonus and Benefits
Posted: 21 hours ago
London
Venturi
Salary: £75000.00 - £90000.00 per annum + Bonus & Benefits
Posted: Yesterday
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 2 days ago
London
Optima Connections
Salary: Up to £70,000 per annum + Bonus + Benefits
Posted: 2 days ago
Hounslow, Middlesex
Energon People
Salary: £40000.00 - £45000 per annum + Amazing Package
Posted: 2 days ago
London
set2recruit
Salary: Up to £45,000 per annum
Posted: 21 hours ago
London
Opus Recruitment Solutions Ltd
Salary: £45000 per annum
Posted: Yesterday
East Riding
Lawrence Harvey Enterprise
Salary: £45000.00 - £50000.00 per annum + pension, bonus, flex working
Posted: Yesterday
City, London
Hudson IT
Salary: £60000 - £80000 per annum + bonus + benefits
Posted: 4 days ago
Newcastle Upon Tyne, Tyne and Wear
Oscar
Salary: £40000 - £50000 per annum + competitive benefits
Posted: Yesterday
Kingston Upon Thames, Surrey
First Point
Salary: £40000.00 - £50000.00 per annum
Posted: Yesterday
City, London
TEKsystems
Salary: £60000 - £75000 per annum + bonus, benefits and stock
Posted: 4 days ago
London
Randstad Technologies
Salary: £50000.00 per annum + Extensive Benefits
Posted: 5 days ago
Leicester, Leicestershire
MAPP Ltd - IT & Business Management Recruitment Specialists
Salary: From £25,000 to £30,000 per annum + benefits
Posted: 22 hours ago