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 22 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
22 Feb 2017
Same period 2016 Same period 2015
Data Analytics
UK
Rank 280 288 440
Rank change year-on-year
+8 +152
Permanent jobs citing Data Analytics 916 1125 654
As % of all permanent IT jobs located in the UK 1.09% 1.10% 0.62%
As % of the Processes & Methodologies category 1.23% 1.24% 0.72%
Number of salaries quoted 732 895 475
Median salary £55,000 £57,500 £52,500
Median salary % change year-on-year
-4.34% +9.52%
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 £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 across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
74514 90394 91285
As % of all permanent IT jobs located in the UK 88.73% 88.27% 86.69%
Number of salaries quoted 61291 75075 74756
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 £31,250
10% offered a salary of more than £77,500 £75,000 £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 22 February 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 22 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
England -10 847 £55,000 -5.41% 147
London -13 491 £60,000 -4.00% 85
South East +36 91 £46,750 -6.50% 19
North West +2 86 £37,500 -21.71% 15
Manchester +5 67 £40,000 -27.14% 10
City of London +8 58 £66,250 +10.41% 18
South West +14 57 £50,000 +13.63% 7
East of England +19 51 £56,250 +2.45% 10
Scotland +34 35 £52,500 -8.69% 8
Yorkshire +15 31 £41,250 +26.92% 2
Hertfordshire +16 26 £73,750 +22.91% 3
East Midlands +33 25 £42,500 -17.07% 4
Gloucestershire -13 25 £50,000 -6.97% 1
West Yorkshire +16 21 £41,250 +26.92%
Surrey +46 20 £65,000 +73.33% 5
Berkshire +19 19 £46,250 +15.62% 2
Leeds +18 19 £40,000 +23.07%
Glasgow +22 18 £52,500 -8.69% 1
Edinburgh +7 14 £55,500 -1.33% 6
St Albans +6 14 £47,500 +86.27% 1
West Midlands +3 14 £37,000 -26.00% 4
Bristol -1 13 £40,000 +26.98% 3
Northamptonshire +30 12 £43,000 -16.09%
Hampshire +22 12 £42,500 -28.87% 3
Suffolk +18 12 £55,000 -15.38%
Oxfordshire +13 12 £35,000 -44.00% 3
Devon +10 12 £52,500 -56.25% 1
Plymouth - 12 £52,500 - 1
Lancashire -5 11 £33,000 +10.00%
Middlesex - 10 £52,500 -

Data Analytics
Top 30 Related IT Skills

For the 6 months to 22 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 with a requirement for Data Analytics.

1 1863 (100.00%) Analytics
2 699 (37.52%) SQL
3 594 (31.88%) Big Data
4 525 (28.18%) Agile Software Development
5 484 (25.98%) Finance
6 454 (24.37%) Degree
7 438 (23.51%) Business Intelligence
8 415 (22.28%) Python
9 387 (20.77%) Analytical Skills
10 385 (20.67%) Visualisation
11 352 (18.89%) Java
12 332 (17.82%) SQL Server
13 297 (15.94%) Hadoop
14 281 (15.08%) Marketing
15 270 (14.49%) Oracle
16 269 (14.44%) Tableau
17 267 (14.33%) SAS
18 257 (13.79%) JavaScript
19 251 (13.47%) Mathematics
20 242 (12.99%) Data Warehouse
21 235 (12.61%) C#
22 221 (11.86%) Big Data Analytics
23 220 (11.81%) R
23 220 (11.81%) Scrum
24 213 (11.43%) Computer Science
25 203 (10.90%) Microsoft
26 202 (10.84%) Data Visualisation
27 200 (10.74%) HTML
28 199 (10.68%) ETL
29 198 (10.63%) Data Modelling

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
1 267 (14.33%) SAS
2 182 (9.77%) Apache Spark
3 104 (5.58%) Elasticsearch
4 101 (5.42%) Apache Pig
5 54 (2.90%) Apache
6 28 (1.50%) SharePoint
7 26 (1.40%) Tomcat
8 23 (1.23%) JBoss
9 19 (1.02%) IIS
10 16 (0.86%) CMS
11 12 (0.64%) Confluence
12 8 (0.43%) Apache Solr
13 7 (0.38%) Oracle SOA Suite
14 6 (0.32%) Adobe Experience Manager
14 6 (0.32%) Alfresco
14 6 (0.32%) WebSphere
15 5 (0.27%) BizTalk Server
15 5 (0.27%) Cloud Foundry
15 5 (0.27%) Mule
15 5 (0.27%) WebLogic
Applications
1 157 (8.43%) MS Excel
2 104 (5.58%) SPSS
3 39 (2.09%) MS Office
3 39 (2.09%) MS PowerPoint
4 18 (0.97%) Photoshop
5 16 (0.86%) MS Visio
6 12 (0.64%) Stata
7 11 (0.59%) MS Project
8 4 (0.21%) Spreadsheet
9 3 (0.16%) InVision
10 2 (0.11%) EViews
10 2 (0.11%) S-PLUS
11 1 (0.054%) Adobe Illustrator
11 1 (0.054%) Mathematica
Business Applications
1 22 (1.18%) Dynamics CRM
2 10 (0.54%) Adobe Campaign
3 8 (0.43%) Salesforce.com CRM
4 7 (0.38%) Dynamics AX
5 6 (0.32%) SAP Oil and Gas
6 5 (0.27%) Cognos TM1
6 5 (0.27%) SAP ERP
7 4 (0.21%) Oracle HRMS
7 4 (0.21%) SAP InfiniteInsight
8 3 (0.16%) Dynamics NAV
8 3 (0.16%) Eloqua
8 3 (0.16%) FastStats
8 3 (0.16%) Oracle BPM
8 3 (0.16%) Oracle Financials
8 3 (0.16%) WebTrends
9 2 (0.11%) Cognos Business Intelligence
9 2 (0.11%) Maximo
9 2 (0.11%) Oracle ERP
9 2 (0.11%) SAP GRC
10 1 (0.054%) GoldMine
Cloud Services
1 168 (9.02%) Amazon AWS
2 127 (6.82%) Microsoft Azure
3 66 (3.54%) SaaS
4 63 (3.38%) Google Analytics
5 39 (2.09%) Cloud Computing
6 34 (1.83%) GitHub
7 26 (1.40%) PaaS
8 22 (1.18%) Adobe Analytics
8 22 (1.18%) Amazon EC2
9 20 (1.07%) Google Cloud Platform
10 19 (1.02%) Amazon S3
11 18 (0.97%) Amazon EMR
12 16 (0.86%) IaaS
13 9 (0.48%) Data Lake Analytics
14 8 (0.43%) Amazon Kinesis
14 8 (0.43%) Azure Active Directory
15 7 (0.38%) Office 365
16 6 (0.32%) Amazon CloudWatch
17 5 (0.27%) AWS CloudFormation
17 5 (0.27%) AWS OpsWorks
Communications & Networking
1 67 (3.60%) Internet
2 28 (1.50%) HTTP
3 24 (1.29%) Firewall
4 14 (0.75%) SSL
5 9 (0.48%) TCP/IP
6 8 (0.43%) LAN
6 8 (0.43%) Network Security
6 8 (0.43%) Skype
6 8 (0.43%) VPN
7 7 (0.38%) WAN
7 7 (0.38%) WebEx
8 5 (0.27%) Bluetooth
8 5 (0.27%) DNS
8 5 (0.27%) SAN
9 4 (0.21%) BGP
9 4 (0.21%) Intranet
9 4 (0.21%) MPLS
9 4 (0.21%) OSPF
9 4 (0.21%) Symposium
9 4 (0.21%) Wi-Fi
Database & Business Intelligence
1 594 (31.88%) Big Data
2 332 (17.82%) SQL Server
3 297 (15.94%) Hadoop
4 242 (12.99%) Data Warehouse
5 189 (10.14%) Relational Database
6 185 (9.93%) MongoDB
7 155 (8.32%) NoSQL
8 154 (8.27%) SQL Server Integration Services
9 145 (7.78%) QlikView
10 144 (7.73%) MySQL
11 139 (7.46%) SQL Server Reporting Services
12 119 (6.39%) Apache Hive
13 108 (5.80%) RDBMS
14 102 (5.48%) Data Mining
15 100 (5.37%) Power BI
16 67 (3.60%) SQL Server Analysis Services
17 58 (3.11%) BusinessObjects
18 52 (2.79%) Spotfire
19 49 (2.63%) PostgreSQL
20 38 (2.04%) SQL Server 2008
Development Applications
1 60 (3.22%) Git (software)
2 44 (2.36%) JIRA
3 31 (1.66%) Team Foundation Server
4 29 (1.56%) Jenkins
5 20 (1.07%) Talend Open Studio
6 19 (1.02%) Visual Studio
7 18 (0.97%) Axure RP
8 12 (0.64%) Subversion
9 11 (0.59%) Selenium
9 11 (0.59%) TeamCity
10 9 (0.48%) Octopus Deploy
10 9 (0.48%) Toad
11 8 (0.43%) Oracle Forms
12 6 (0.32%) Bitbucket
12 6 (0.32%) JUnit
12 6 (0.32%) NUnit
12 6 (0.32%) SoapUI
13 5 (0.27%) Hudson
13 5 (0.27%) Vagrant
13 5 (0.27%) Yeoman
General
1 484 (25.98%) Finance
2 281 (15.08%) Marketing
3 166 (8.91%) Banking
4 142 (7.62%) Retail
5 58 (3.11%) Advertising
6 55 (2.95%) Telecoms
7 50 (2.68%) Games
8 43 (2.31%) Electronics
9 42 (2.25%) Military
10 39 (2.09%) Investment Banking
11 38 (2.04%) Front Office
12 35 (1.88%) Legal
13 30 (1.61%) Manufacturing
14 25 (1.34%) Publishing
15 24 (1.29%) Back Office
15 24 (1.29%) Pharmaceutical
16 23 (1.23%) Law
17 12 (0.64%) Spanish Language
18 10 (0.54%) Corporate Banking
18 10 (0.54%) Retail Banking
Job Titles
1 407 (21.85%) Developer
2 357 (19.16%) Analyst
3 179 (9.61%) Architect
4 150 (8.05%) Data Analyst
5 134 (7.19%) Consultant
6 128 (6.87%) Analytics Manager
7 126 (6.76%) Data Scientist
8 107 (5.74%) Data Manager
9 105 (5.64%) Data Analytics Manager
10 97 (5.21%) Java Developer
11 85 (4.56%) Software Engineer
12 82 (4.40%) Data Architect
13 76 (4.08%) Data Consultant
14 75 (4.03%) Senior Developer
15 73 (3.92%) SQL Analyst
16 61 (3.27%) Analytics Consultant
17 58 (3.11%) Data Analytics Consultant
18 52 (2.79%) C# Developer
19 49 (2.63%) .NET Developer
19 49 (2.63%) Senior Manager
Libraries, Frameworks & Software Standards
1 200 (10.74%) HTML
2 172 (9.23%) AngularJS
3 171 (9.18%) CSS
4 155 (8.32%) .NET
5 126 (6.76%) HTML5
6 120 (6.44%) jQuery
7 106 (5.69%) Node.js
7 106 (5.69%) Web Services
8 102 (5.48%) Spring
9 98 (5.26%) CSS3
10 86 (4.62%) Middleware
11 79 (4.24%) Java EE
12 78 (4.19%) XML
13 74 (3.97%) Apache Camel
14 71 (3.81%) Hibernate
15 68 (3.65%) REST
16 61 (3.27%) JSON
17 45 (2.42%) .NET Framework
18 44 (2.36%) ASP.NET
19 41 (2.20%) RESTful
Miscellaneous
1 387 (20.77%) Analytical Skills
2 213 (11.43%) Computer Science
3 104 (5.58%) Algorithms
4 81 (4.35%) User Experience
5 75 (4.03%) Management Information System
6 50 (2.68%) Mobile App
7 48 (2.58%) Fintech
8 47 (2.52%) PKI
9 44 (2.36%) Data Structures
10 41 (2.20%) Internet of Things
10 41 (2.20%) Social Media
11 24 (1.29%) Clustering
11 24 (1.29%) Credit Risk
12 21 (1.13%) NHS
13 19 (1.02%) e-Learning
14 16 (0.86%) Data Centre
15 11 (0.59%) Enterprise Software
16 10 (0.54%) Cyberthreat
16 10 (0.54%) Life Science
16 10 (0.54%) Online Games
Operating Systems
1 191 (10.25%) Linux
2 93 (4.99%) Windows
3 71 (3.81%) Unix
4 31 (1.66%) Android
5 29 (1.56%) Apple iOS
6 21 (1.13%) Windows Server
7 13 (0.70%) Windows Server 2008
8 12 (0.64%) CentOS
8 12 (0.64%) Ubuntu
9 10 (0.54%) Red Hat Enterprise Linux
9 10 (0.54%) Windows Server 2012
10 4 (0.21%) Debian
10 4 (0.21%) Solaris
11 3 (0.16%) AIX
11 3 (0.16%) HPUX
12 2 (0.11%) Windows 10
13 1 (0.054%) Mac OS X
13 1 (0.054%) Oracle Linux
13 1 (0.054%) Windows 8
13 1 (0.054%) Windows XP
Processes & Methodologies
1 1863 (100.00%) Analytics
2 525 (28.18%) Agile Software Development
3 438 (23.51%) Business Intelligence
4 385 (20.67%) Visualisation
5 251 (13.47%) Mathematics
6 221 (11.86%) Big Data Analytics
7 220 (11.81%) Scrum
8 202 (10.84%) Data Visualisation
9 199 (10.68%) ETL
10 198 (10.63%) Data Modelling
10 198 (10.63%) Machine Learning
11 175 (9.39%) Data Analysis
12 172 (9.23%) TDD
13 164 (8.80%) Software Engineering
14 163 (8.75%) DevOps
15 142 (7.62%) Stakeholder Management
16 131 (7.03%) Data Management
17 129 (6.92%) Statistics
18 118 (6.33%) Mentoring
19 105 (5.64%) SDLC
Programming Languages
1 699 (37.52%) SQL
2 415 (22.28%) Python
3 352 (18.89%) Java
4 257 (13.79%) JavaScript
5 235 (12.61%) C#
6 220 (11.81%) R
7 158 (8.48%) C
8 117 (6.28%) C++
9 101 (5.42%) T-SQL
10 100 (5.37%) Scala
11 98 (5.26%) Perl
12 91 (4.88%) Ruby
13 67 (3.60%) VBA
14 53 (2.84%) PHP
15 45 (2.42%) PL/SQL
16 40 (2.15%) MATLAB
17 25 (1.34%) VB.NET
18 20 (1.07%) VB
19 17 (0.91%) Bash Shell
20 16 (0.86%) PowerShell
Qualifications
1 454 (24.37%) Degree
2 103 (5.53%) PhD
3 88 (4.72%) Security Cleared
4 55 (2.95%) DV Cleared
5 26 (1.40%) SC Cleared
6 21 (1.13%) Postgraduate
7 16 (0.86%) CISA
8 13 (0.70%) ISEB
9 11 (0.59%) ISTQB
10 10 (0.54%) Microsoft Certification
11 9 (0.48%) Cisco Certification
12 8 (0.43%) CCNP
13 7 (0.38%) CISSP
14 6 (0.32%) CFA
14 6 (0.32%) CISM
15 5 (0.27%) CCNA
15 5 (0.27%) QiCA
15 5 (0.27%) Six Sigma Black Belt
16 4 (0.21%) CCIE
16 4 (0.21%) Citrix Certification
Quality Assurance & Compliance
1 116 (6.23%) Data Quality
2 38 (2.04%) QA
3 26 (1.40%) ISO 14001
3 26 (1.40%) ISO 9001
4 17 (0.91%) SLA
5 12 (0.64%) IFRS
5 12 (0.64%) IFRS 9
6 9 (0.48%) MiFID
7 4 (0.21%) ISO/IEC 27001
8 3 (0.16%) Actionable Recommendations
8 3 (0.16%) GCP
8 3 (0.16%) Sarbanes-Oxley
9 2 (0.11%) HL7
9 2 (0.11%) IAS 39
10 1 (0.054%) CRD IV
10 1 (0.054%) Disclosure Scotland
10 1 (0.054%) GDPR
10 1 (0.054%) ISO20022
10 1 (0.054%) PCI DSS
10 1 (0.054%) Solvency II
System Software
1 97 (5.21%) VMware Infrastructure
2 70 (3.76%) Hyper-V
3 51 (2.74%) Docker
4 27 (1.45%) Active Directory
5 26 (1.40%) Firmware
6 17 (0.91%) HDFS
7 15 (0.81%) Virtual Machines
8 8 (0.43%) Oracle RAC
9 5 (0.27%) VirtualBox
10 3 (0.16%) Apache Flume
10 3 (0.16%) vSphere
11 2 (0.11%) Terminal Services
11 2 (0.11%) XenServer
12 1 (0.054%) DFS Replication
12 1 (0.054%) EMC RecoverPoint
12 1 (0.054%) KVM
12 1 (0.054%) MetaFrame
12 1 (0.054%) Varnish
12 1 (0.054%) XenApp
12 1 (0.054%) XenDesktop
Systems Management
1 45 (2.42%) Ansible
2 41 (2.20%) Puppet
3 40 (2.15%) Opscode Chef
4 11 (0.59%) Nagios
5 9 (0.48%) Kibana
6 8 (0.43%) Kubernetes
7 7 (0.38%) logstash
7 7 (0.38%) Mesos
8 5 (0.27%) Packer
9 4 (0.21%) HP Fortify
9 4 (0.21%) Salt
10 3 (0.16%) Oozie
10 3 (0.16%) QRadar
10 3 (0.16%) Terraform
11 2 (0.11%) FortiGate
11 2 (0.11%) HP Quality Center
11 2 (0.11%) Nessus
11 2 (0.11%) Nexpose
11 2 (0.11%) Nmap
11 2 (0.11%) SCCM
Vendors
1 270 (14.49%) Oracle
2 269 (14.44%) Tableau
3 203 (10.90%) Microsoft
4 102 (5.48%) VMware
5 87 (4.67%) Google
6 60 (3.22%) SAP
7 43 (2.31%) Teradata
8 36 (1.93%) Cognos
9 31 (1.66%) Actimize
9 31 (1.66%) Informatica
10 27 (1.45%) IBM
10 27 (1.45%) MicroStrategy
10 27 (1.45%) Red Hat
11 26 (1.40%) Salesforce.com
12 23 (1.23%) Hortonworks
13 20 (1.07%) Talend
14 19 (1.02%) Cisco
15 17 (0.91%) Adobe
15 17 (0.91%) ClickTale
16 16 (0.86%) Cloudera
City, London
Oscar
Salary: £25000 - £32000 per annum + Benefits
Posted: 2 hours ago
Manchester, Lancashire
Oliver James Associates
Salary: £40000 - £41000 per annum
Posted: 2 hours ago
London
Harvey Nash plc
Salary: From £90,000 to £110,000 per annum Competitive base salary
Posted: 8 hours ago
West London
Reco Ltd
Salary: From £60,000 to £80,000 per annum + benefits
Posted: 9 hours ago
Edinburgh, Midlothian
Informatiq Consulting
Posted: 5 hours ago
Slough, Berkshire
Explore Recruitment Solutions
Salary: £30000 - £35000 per annum
Posted: 8 hours ago
Nottingham, Nottinghamshire
Experis Ltd
Posted: 2 hours ago
London
Burns Sheehan
Salary: £65000 - £85000 per annum + bonus + benefits
Posted: Yesterday
Edinburgh, Midlothian
Stanton House Uk Llp
Salary: £35000 - £40000 per annum + Benefits
Posted: 3 hours ago
Manchester, Lancashire
Oliver James Associates
Salary: £37500 - £42500 per annum + PMI, pension, bonus, benefits
Posted: 2 hours ago
Croydon, Surrey
Experis Ltd
Salary: pension, flexible working
Posted: 2 hours ago
Manchester, Lancashire
Oliver James Associates
Salary: £80000 - £90000 per annum + Car Allowance, Pension, Bonus
Posted: 2 hours ago
City, London
Pioneer Search
Salary: £65000 - £80000 per annum
Posted: Yesterday
London
Joseph Harry Ltd
Salary: £35000 - £50000 per annum + 25% Bonus + 10% Pension
Posted: 11 hours ago
City, London
ANSON MCCADE
Salary: £70,000 - £85,000
Posted: Yesterday
London
IntaPeople
Salary: £40000 - £50000 per annum
Posted: Yesterday
City, London
Informatiq Consulting
Posted: Yesterday
Warrington, Cheshire
Actis Recruitment.
Salary: From £35,000 to £45,000 per annum + bonus + benefits
Posted: Yesterday
London
Careerwise UK Limited
Salary: £80000 per annum + car allowance + pension + healthcare
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Salary: £30000 - £35000 per annum
Posted: Yesterday
City, London
Miller Maxwell Ltd
Salary: bonus and benefits package
Posted: Yesterday
Bristol, Avon
Novate IT Ltd
Salary: £45000 - £70000 per annum + bonus + pension + benefits
Posted: Yesterday
London
Parallel Consulting
Posted: 2 days ago
London
Parallel Consulting
Posted: 2 days ago
City, London
Oliver Bernard
Salary: £70000 - £80000 per annum + Excellent benefits
Posted: 2 days ago
Hertfordshire
McGregor Boyall
Salary: £40000 - £80000 per annum + Benefits
Posted: 2 days ago
London
Senitor Associates
Salary: £45000 - £55000 per annum + bonus
Posted: 2 days ago
London
Venturi
Salary: £75000.00 - £90000.00 per annum + Bonus & Benefits
Posted: Yesterday
Oxfordshire
Searchability
Salary: £60000 - £90000 per annum + Benefits
Posted: 2 days ago
St. Albans, Hertfordshire
Stott & May
Salary: £50000 - £60000 per annum + attractive benefits package
Posted: 2 days ago