Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
UK > England
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 254 291 362
Rank change year-on-year +37 +71 +165
Permanent jobs citing Data Analytics 2291 2062 1826
As % of all permanent IT jobs advertised in England 1.35% 1.15% 0.90%
As % of the Processes & Methodologies category 1.51% 1.28% 1.01%
Number of salaries quoted 1691 1766 1491
England median annual salary £55,000 £55,750 £57,500
Median salary % change year-on-year -1.35% -3.04% +4.55%
10th Percentile £32,500 £33,500 £34,750
90th Percentile £90,000 £95,000 £100,000
UK median annual salary £55,000 £55,000 £57,500
% change year-on-year - -4.35% +4.55%

Data Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 152153 160470 180138
As % of all permanent IT jobs advertised in England 89.91% 89.39% 88.75%
Number of salaries quoted 121055 134622 149914
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Data Analytics
Job Vacancy Trend in England

Job postings citing Data Analytics as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Analytics 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 in England.

Salary trend for Data Analytics in England

Data Analytics
Salary Histogram in England

The salary distribution of IT jobs citing Data Analytics in England over the 6 months to 22 November 2017.

Salary histogram for Data Analytics 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 6 months to 22 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +35 1463 £65,000 - 98
South East +67 304 £50,000 -9.09% 20
North of England +17 247 £45,000 -10.00% 20
North West +30 181 £50,000 +17.65% 14
Midlands +60 113 £42,500 -5.56% 6
South West -27 94 £50,000 - 12
East of England -62 77 £47,000 -14.55% 11
West Midlands +22 72 £42,500 -8.11% 4
Yorkshire +10 61 £42,500 -17.07% 5
East Midlands +51 40 £42,500 +8.97% 2
North East +1 5 £36,500 -29.07% 1
Data Analytics
UK

For the 6 months to 22 November 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 2290 (99.96%) Analytics
2 937 (40.90%) SQL
3 831 (36.27%) Agile Software Development
4 753 (32.87%) Finance
5 731 (31.91%) Big Data
6 678 (29.59%) Python
7 568 (24.79%) Analytical Skills
8 551 (24.05%) Business Intelligence
9 523 (22.83%) Degree
10 499 (21.78%) Java
11 411 (17.94%) Data Warehouse
12 409 (17.85%) Tableau
13 387 (16.89%) Banking
14 359 (15.67%) R
15 356 (15.54%) Data Modelling
16 355 (15.50%) Big Data Analytics
17 353 (15.41%) Oracle
18 339 (14.80%) Hadoop
19 330 (14.40%) Visualisation
20 327 (14.27%) SQL Server
21 305 (13.31%) JavaScript
22 285 (12.44%) Apache Spark
23 280 (12.22%) Investment Banking
24 279 (12.18%) Computer Science
25 276 (12.05%) Retail Banking
25 276 (12.05%) Data Analysis
26 275 (12.00%) Machine Learning
27 273 (11.92%) Asset Management
28 264 (11.52%) Mathematics
29 254 (11.09%) Wealth Management

Data Analytics
Co-occurring 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
1 285 (12.44%) Apache Spark
2 232 (10.13%) SAS
3 83 (3.62%) Tomcat
4 76 (3.32%) JBoss
5 70 (3.06%) Elasticsearch
6 58 (2.53%) Apache
7 36 (1.57%) Confluence
8 35 (1.53%) CMS
9 33 (1.44%) Moodle
10 32 (1.40%) Apache Pig
11 24 (1.05%) IIS
12 23 (1.00%) WebLogic
12 23 (1.00%) WebSphere
13 22 (0.96%) Apache Geronimo
13 22 (0.96%) WildFly
14 18 (0.79%) Apache Solr
15 17 (0.74%) Oracle SOA Suite
16 16 (0.70%) SharePoint
17 7 (0.31%) GeoServer
17 7 (0.31%) MS Project Server
Applications
1 251 (10.96%) Microsoft Excel
2 108 (4.71%) SPSS
3 88 (3.84%) Microsoft PowerPoint
4 38 (1.66%) Microsoft Office
5 18 (0.79%) Spreadsheet
6 13 (0.57%) Microsoft Project
7 9 (0.39%) MS Visio
8 8 (0.35%) Chatbot
9 7 (0.31%) Photoshop
10 6 (0.26%) Adobe Illustrator
10 6 (0.26%) S-PLUS
10 6 (0.26%) Stata
11 3 (0.13%) GNU Octave
12 2 (0.087%) AutoCAD
12 2 (0.087%) InVision
12 2 (0.087%) Maya
13 1 (0.044%) EViews
13 1 (0.044%) Mathematica
13 1 (0.044%) OmniGraffle
13 1 (0.044%) Weka
Business Applications
1 28 (1.22%) Actimize
2 23 (1.00%) SAP ERP
3 17 (0.74%) SAP InfiniteInsight
4 6 (0.26%) SAP GRC
5 5 (0.22%) Oracle AML
6 4 (0.17%) FastStats
6 4 (0.17%) Raiser's Edge
7 3 (0.13%) Dynamics CRM
7 3 (0.13%) Oracle EBS R12
7 3 (0.13%) SAP BPC
8 2 (0.087%) Dynamics AX
8 2 (0.087%) Oracle Procure-to-Pay
8 2 (0.087%) SAP CRM
8 2 (0.087%) SAP FSCM
8 2 (0.087%) SAP Oil and Gas
9 1 (0.044%) NetSuite
9 1 (0.044%) Oracle Utilities
9 1 (0.044%) SessionCam
9 1 (0.044%) Social Studio
9 1 (0.044%) Summit
Cloud Services
1 237 (10.34%) Amazon AWS
2 218 (9.52%) Microsoft Azure
3 46 (2.01%) Google Cloud Platform
4 45 (1.96%) GitHub
5 44 (1.92%) SaaS
6 41 (1.79%) Google Analytics
7 22 (0.96%) Amazon EMR
8 19 (0.83%) Azure Machine Learning
9 18 (0.79%) Adobe Analytics
10 17 (0.74%) Azure Data Factory
11 15 (0.65%) Cloud Computing
12 14 (0.61%) AdWords
13 13 (0.57%) Amazon Kinesis
14 12 (0.52%) Amazon EC2
14 12 (0.52%) Office 365
15 10 (0.44%) Serverless
16 9 (0.39%) AWS CloudFormation
16 9 (0.39%) PaaS
17 8 (0.35%) IaaS
17 8 (0.35%) npm
Communications & Networking
1 26 (1.13%) Internet
2 24 (1.05%) Network Security
3 19 (0.83%) Firewall
4 18 (0.79%) Wireless
5 10 (0.44%) DNS
5 10 (0.44%) TCP/IP
6 9 (0.39%) HTTP
7 8 (0.35%) SSL
8 7 (0.31%) LDAP
8 7 (0.31%) WAN
9 6 (0.26%) LAN
10 5 (0.22%) Wi-Fi
10 5 (0.22%) ZigBee
11 4 (0.17%) BGP
11 4 (0.17%) Intranet
11 4 (0.17%) MPLS
11 4 (0.17%) OSPF
11 4 (0.17%) RFID
11 4 (0.17%) Skype
12 3 (0.13%) Kerberos
Database & Business Intelligence
1 731 (31.91%) Big Data
2 411 (17.94%) Data Warehouse
3 339 (14.80%) Hadoop
4 327 (14.27%) SQL Server
5 195 (8.51%) NoSQL
6 154 (6.72%) Relational Database
7 149 (6.50%) MongoDB
8 131 (5.72%) Power BI
9 127 (5.54%) QlikView
10 119 (5.19%) Apache Hive
11 116 (5.06%) Spotfire
12 115 (5.02%) PostgreSQL
13 113 (4.93%) Data Mining
14 111 (4.85%) OLAP
15 101 (4.41%) Oracle OLAP
16 96 (4.19%) BusinessObjects
17 83 (3.62%) SQL Server Integration Services
18 74 (3.23%) MySQL
18 74 (3.23%) SQL Server Reporting Services
19 72 (3.14%) Apache Cassandra
Development Applications
1 97 (4.23%) JIRA
2 90 (3.93%) Jenkins
3 69 (3.01%) Git (software)
4 67 (2.92%) Maven
5 51 (2.23%) JUnit
6 50 (2.18%) Sonatype Nexus
7 46 (2.01%) Mockito
8 27 (1.18%) Selenium
8 27 (1.18%) Talend Open Studio
9 22 (0.96%) Mocha
10 19 (0.83%) Subversion
11 17 (0.74%) Eclipse
12 15 (0.65%) Hudson
13 14 (0.61%) Cucumber
13 14 (0.61%) SQL Server Management Studio (SSMS)
13 14 (0.61%) TeamCity
14 13 (0.57%) HP UFT
15 12 (0.52%) Atlassian Bamboo
15 12 (0.52%) Oracle APEX
16 11 (0.48%) CircleCI
General
1 753 (32.87%) Finance
2 387 (16.89%) Banking
3 280 (12.22%) Investment Banking
4 276 (12.05%) Retail Banking
5 249 (10.87%) Marketing
6 146 (6.37%) Retail
7 68 (2.97%) Publishing
8 63 (2.75%) Legal
9 54 (2.36%) Telecoms
10 42 (1.83%) Manufacturing
11 37 (1.62%) Front Office
11 37 (1.62%) Law
12 36 (1.57%) Electronics
13 27 (1.18%) Games
14 24 (1.05%) Advertising
15 22 (0.96%) Automotive
16 20 (0.87%) Pharmaceutical
17 18 (0.79%) Aerospace
18 17 (0.74%) Corporate Banking
19 15 (0.65%) Financial Institution
Job Titles
1 540 (23.57%) Developer
2 359 (15.67%) Analyst
3 185 (8.08%) Consultant
4 182 (7.94%) Data Analyst
5 162 (7.07%) Architect
6 135 (5.89%) Senior Developer
7 131 (5.72%) Data Scientist
8 109 (4.76%) Analytics Manager
9 108 (4.71%) Data Manager
10 95 (4.15%) Software Engineer
11 94 (4.10%) Java Developer
12 88 (3.84%) Data Analytics Manager
12 88 (3.84%) Data Consultant
13 85 (3.71%) Data Architect
14 83 (3.62%) Analytics Consultant
15 81 (3.54%) JavaScript Developer
16 76 (3.32%) Data Engineer
17 75 (3.27%) SQL Developer
18 74 (3.23%) Quantitative Developer
19 71 (3.10%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 222 (9.69%) .NET
2 188 (8.21%) HTML
3 167 (7.29%) CSS
4 136 (5.94%) AngularJS
5 125 (5.46%) Spring
6 119 (5.19%) Web Services
7 112 (4.89%) Node.js
8 106 (4.63%) jQuery
9 91 (3.97%) RESTful
10 88 (3.84%) React
11 84 (3.67%) ASP.NET
12 81 (3.54%) Middleware
13 73 (3.19%) J2EE
14 67 (2.92%) HTML5
14 67 (2.92%) XML
15 62 (2.71%) ASP.NET MVC
16 58 (2.53%) Kafka
17 53 (2.31%) CSS3
18 52 (2.27%) JSON
19 49 (2.14%) Hibernate
Miscellaneous
1 568 (24.79%) Analytical Skills
2 279 (12.18%) Computer Science
3 212 (9.25%) User Experience
4 143 (6.24%) Enterprise Software
5 123 (5.37%) Algorithms
6 99 (4.32%) Management Information System
7 76 (3.32%) Mobile App
8 63 (2.75%) Greenfield Project
9 49 (2.14%) Social Media
10 45 (1.96%) Data Structures
11 39 (1.70%) Fintech
12 32 (1.40%) Data Centre
13 27 (1.18%) Public Cloud
14 25 (1.09%) Security Operations Centre
15 23 (1.00%) FMCG
16 22 (0.96%) Analytical Mindset
17 21 (0.92%) Fixed Income
18 19 (0.83%) Equities
19 17 (0.74%) Internet of Things
20 15 (0.65%) Cyberthreat
Operating Systems
1 254 (11.09%) Linux
2 222 (9.69%) Unix
3 99 (4.32%) Windows
4 29 (1.27%) Android
5 26 (1.13%) Apple iOS
6 21 (0.92%) Windows Server
7 10 (0.44%) Ubuntu
8 9 (0.39%) CentOS
9 7 (0.31%) AIX
9 7 (0.31%) HPUX
9 7 (0.31%) Mac OS X
9 7 (0.31%) Solaris
10 3 (0.13%) Windows 10
11 2 (0.087%) Kali Linux
11 2 (0.087%) VMS
11 2 (0.087%) Windows 7
12 1 (0.044%) Red Hat Enterprise Linux
12 1 (0.044%) Windows Server 2008
12 1 (0.044%) Windows Server 2012
Processes & Methodologies
1 2290 (99.96%) Analytics
2 831 (36.27%) Agile Software Development
3 551 (24.05%) Business Intelligence
4 356 (15.54%) Data Modelling
5 355 (15.50%) Big Data Analytics
6 330 (14.40%) Visualisation
7 276 (12.05%) Data Analysis
8 275 (12.00%) Machine Learning
9 273 (11.92%) Asset Management
10 264 (11.52%) Mathematics
11 254 (11.09%) Wealth Management
12 241 (10.52%) Scrum
13 237 (10.34%) Data Management
14 232 (10.13%) ETL
15 195 (8.51%) Data Visualisation
16 190 (8.29%) DevOps
17 183 (7.99%) Project Management
18 181 (7.90%) Software Engineering
19 174 (7.59%) Open Source
20 139 (6.07%) Statistics
Programming Languages
1 937 (40.90%) SQL
2 678 (29.59%) Python
3 499 (21.78%) Java
4 359 (15.67%) R
5 305 (13.31%) JavaScript
6 189 (8.25%) C#
7 182 (7.94%) Perl
8 173 (7.55%) C++
9 172 (7.51%) PL/SQL
10 145 (6.33%) Scala
11 98 (4.28%) C
12 94 (4.10%) Bash Shell
13 92 (4.02%) VBA
14 89 (3.88%) T-SQL
15 54 (2.36%) MATLAB
16 39 (1.70%) Ruby
17 33 (1.44%) VB
18 30 (1.31%) PHP
19 27 (1.18%) Go
20 25 (1.09%) PowerShell
Qualifications
1 523 (22.83%) Degree
2 123 (5.37%) Security Cleared
3 86 (3.75%) Numerate Degree
4 81 (3.54%) SC Cleared
5 73 (3.19%) Computer Science Degree
6 68 (2.97%) PhD
7 64 (2.79%) DV Cleared
8 57 (2.49%) Master's Degree
9 37 (1.62%) CISSP
10 36 (1.57%) CISA
11 27 (1.18%) CISM
12 17 (0.74%) CEH
12 17 (0.74%) ISEB
13 16 (0.70%) ISTQB
14 8 (0.35%) CompTIA Security+
14 8 (0.35%) MBA
14 8 (0.35%) MCITP
14 8 (0.35%) MCTS
14 8 (0.35%) Microsoft Certification
14 8 (0.35%) Security+ Certification
Quality Assurance & Compliance
1 170 (7.42%) Data Quality
2 83 (3.62%) QA
3 32 (1.40%) ISO/IEC 27001
4 26 (1.13%) GDPR
5 18 (0.79%) PMO
6 12 (0.52%) MiFID
6 12 (0.52%) SLA
7 9 (0.39%) CRD IV
7 9 (0.39%) EMIR
8 8 (0.35%) PCI DSS
9 6 (0.26%) Actionable Recommendations
9 6 (0.26%) GCP
10 5 (0.22%) Sarbanes-Oxley
11 4 (0.17%) ISO/IEC 27005
11 4 (0.17%) Solvency II
12 3 (0.13%) COBIT
12 3 (0.13%) FATCA
13 2 (0.087%) ISAE 3402
14 1 (0.044%) IFRS
14 1 (0.044%) IFRS 9
System Software
1 125 (5.46%) Docker
2 29 (1.27%) Active Directory
3 18 (0.79%) Oracle RAC
4 15 (0.65%) HDFS
5 14 (0.61%) Apache Flume
5 14 (0.61%) VMware Infrastructure
6 11 (0.48%) Hyper-V
7 7 (0.31%) Apache ZooKeeper
8 3 (0.13%) Snort
9 1 (0.044%) LXC
9 1 (0.044%) Microsoft App-V
9 1 (0.044%) Virtual Machines
9 1 (0.044%) VMware ESXi
9 1 (0.044%) VMware Workstation
9 1 (0.044%) XenApp
Systems Management
1 42 (1.83%) Ansible
2 37 (1.62%) Puppet
3 30 (1.31%) Terraform
4 21 (0.92%) Opscode Chef
5 19 (0.83%) Docker Swarm
6 12 (0.52%) Data Guard
6 12 (0.52%) Marathon
6 12 (0.52%) Oracle Enterprise Manager
6 12 (0.52%) Oracle RMAN
7 11 (0.48%) Kubernetes
7 11 (0.48%) Mesos
8 10 (0.44%) Grafana
9 7 (0.31%) Hadoop YARN
10 6 (0.26%) SCCM
11 3 (0.13%) Computer Incident Response Team
11 3 (0.13%) EMC NetWorker
11 3 (0.13%) Salt
12 2 (0.087%) Oozie
12 2 (0.087%) Packer
13 1 (0.044%) Piwik
Vendors
1 409 (17.85%) Tableau
2 353 (15.41%) Oracle
3 224 (9.78%) Microsoft
4 99 (4.32%) SAP
5 98 (4.28%) Google
6 52 (2.27%) TIBCO
7 51 (2.23%) Splunk
8 50 (2.18%) Informatica
9 43 (1.88%) Cognizant
10 42 (1.83%) Cloudera
11 41 (1.79%) Alteryx
12 34 (1.48%) Teradata
13 32 (1.40%) Cognos
14 27 (1.18%) Talend
15 26 (1.13%) IBM
15 26 (1.13%) Salesforce.com
16 23 (1.00%) Adobe
16 23 (1.00%) MapR
16 23 (1.00%) Red Hat
17 21 (0.92%) Hortonworks