Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
UK > England
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 45 60 58
Rank change year-on-year +15 -2 +16
Permanent jobs citing Analytics 9446 8124 9711
As % of all permanent IT jobs advertised in England 5.60% 4.55% 4.72%
As % of the Processes & Methodologies category 6.23% 5.09% 5.32%
Number of salaries quoted 7037 6698 7553
England median annual salary £55,000 £55,000 £51,459
Median salary % change year-on-year - +6.88% +2.92%
10th Percentile £31,250 £31,250 £29,750
90th Percentile £91,250 £95,000 £90,000
UK median annual salary £55,000 £55,000 £51,500
% change year-on-year - +6.80% +3.00%

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 151740 159655 182630
As % of all permanent IT jobs advertised in England 89.91% 89.41% 88.75%
Number of salaries quoted 120747 133850 152095
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%

Analytics
Job Vacancy Trend in England

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

Job vacancy trend for Analytics in England

Analytics
Salary Trend in England

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

Salary trend for Analytics in England

Analytics
Salary Histogram in England

The salary distribution of IT jobs citing Analytics in England over the 6 months to 24 November 2017.

Salary histogram for Analytics in England

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 Analytics within the England region over the 6 months to 24 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 +6 5827 £62,500 +4.17% 487
North of England +17 1146 £45,000 +12.50% 110
South East -1 1070 £47,500 -5.00% 98
North West +13 692 £45,000 +12.50% 77
Midlands +48 601 £42,500 +6.25% 52
West Midlands +51 425 £42,250 +12.67% 33
Yorkshire +47 425 £40,000 -11.11% 27
South West +34 400 £47,500 - 33
East of England -21 388 £47,000 -6.00% 49
East Midlands +22 168 £42,500 +3.66% 19
North East -47 24 £37,000 -7.50% 6
Analytics
UK

For the 6 months to 24 November 2017, IT jobs citing 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 Analytics.

1 3428 (36.29%) SQL
2 2884 (30.53%) Finance
3 2778 (29.41%) Agile Software Development
4 2273 (24.06%) Data Analytics
5 2158 (22.85%) Business Intelligence
6 2075 (21.97%) Analytical Skills
7 1967 (20.82%) Python
8 1919 (20.32%) Big Data
9 1735 (18.37%) Degree
10 1720 (18.21%) Marketing
11 1488 (15.75%) Java
12 1367 (14.47%) Banking
13 1347 (14.26%) JavaScript
14 1296 (13.72%) SQL Server
15 1265 (13.39%) Data Warehouse
16 1256 (13.30%) Google
17 1244 (13.17%) Microsoft
18 1131 (11.97%) Tableau
19 1101 (11.66%) Visualisation
20 1099 (11.63%) HTML
21 1001 (10.60%) Hadoop
22 969 (10.26%) Amazon AWS
23 959 (10.15%) C#
24 955 (10.11%) R
25 948 (10.04%) Oracle
26 945 (10.00%) Computer Science
27 938 (9.93%) Mathematics
27 938 (9.93%) CSS
28 928 (9.82%) Machine Learning
29 926 (9.80%) Microsoft Excel

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
1 865 (9.16%) Apache Spark
2 792 (8.38%) SAS
3 291 (3.08%) CMS
4 257 (2.72%) Apache
5 235 (2.49%) Elasticsearch
6 117 (1.24%) SharePoint
6 117 (1.24%) Tomcat
7 113 (1.20%) Confluence
8 107 (1.13%) Apache Pig
9 103 (1.09%) JBoss
10 93 (0.98%) WordPress
11 67 (0.71%) WebSphere
12 62 (0.66%) IIS
13 52 (0.55%) Apache Solr
14 44 (0.47%) WebLogic
15 37 (0.39%) Oracle SOA Suite
16 35 (0.37%) Drupal
16 35 (0.37%) OpenStack
17 34 (0.36%) Adobe Experience Manager
18 33 (0.35%) EPiServer
Applications
1 926 (9.80%) Microsoft Excel
2 263 (2.78%) SPSS
3 238 (2.52%) Microsoft Office
4 224 (2.37%) Microsoft PowerPoint
5 94 (1.00%) Photoshop
6 52 (0.55%) Adobe Illustrator
7 48 (0.51%) MS Visio
8 43 (0.46%) Adobe Creative Suite
9 42 (0.44%) Spreadsheet
10 31 (0.33%) InVision
11 26 (0.28%) Microsoft Project
12 17 (0.18%) Chatbot
13 16 (0.17%) S-PLUS
14 10 (0.11%) Stata
15 9 (0.095%) SPSS Modeler
16 8 (0.085%) InDesign
17 7 (0.074%) OmniGraffle
18 6 (0.064%) Mathematica
19 5 (0.053%) EViews
20 4 (0.042%) GNU Octave
Business Applications
1 70 (0.74%) WebTrends
2 60 (0.64%) Magento
3 38 (0.40%) Adobe Campaign
3 38 (0.40%) Dynamics CRM
4 36 (0.38%) SAP ERP
5 35 (0.37%) Eloqua
6 31 (0.33%) Actimize
7 28 (0.30%) Dynamics AX
8 26 (0.28%) SAP S/4HANA
9 21 (0.22%) Cognos Business Intelligence
10 18 (0.19%) SAP InfiniteInsight
10 18 (0.19%) SessionCam
11 17 (0.18%) SAP CO
11 17 (0.18%) SAP FI
11 17 (0.18%) SAP FI/CO
11 17 (0.18%) Shopify
12 15 (0.16%) Oracle EBS
13 14 (0.15%) Payment Gateway
14 13 (0.14%) Dynamics NAV
15 12 (0.13%) NetSuite
Cloud Services
1 969 (10.26%) Amazon AWS
2 873 (9.24%) Google Analytics
3 818 (8.66%) Microsoft Azure
4 383 (4.05%) SaaS
5 241 (2.55%) Adobe Analytics
6 195 (2.06%) AdWords
7 194 (2.05%) Google Cloud Platform
8 167 (1.77%) GitHub
9 157 (1.66%) PaaS
10 146 (1.55%) IaaS
11 112 (1.19%) Cloud Computing
12 100 (1.06%) Azure Machine Learning
13 98 (1.04%) Azure Data Factory
14 82 (0.87%) Google Tag Manager
15 78 (0.83%) Amazon EMR
16 50 (0.53%) npm
17 48 (0.51%) Amazon Kinesis
18 42 (0.44%) Office 365
19 39 (0.41%) Amazon S3
20 37 (0.39%) Amazon EC2
Communications & Networking
1 130 (1.38%) Internet
2 108 (1.14%) Firewall
3 100 (1.06%) HTTP
4 75 (0.79%) Network Security
5 66 (0.70%) DNS
6 55 (0.58%) TCP/IP
7 44 (0.47%) SSL
8 42 (0.44%) VPN
9 38 (0.40%) BGP
9 38 (0.40%) SMS
10 37 (0.39%) OSPF
11 30 (0.32%) IPsec
12 29 (0.31%) MPLS
13 27 (0.29%) Wireless
14 24 (0.25%) LDAP
14 24 (0.25%) WAN
15 23 (0.24%) LAN
16 19 (0.20%) Cisco ASA
17 18 (0.19%) DHCP
17 18 (0.19%) NetScaler
Database & Business Intelligence
1 1919 (20.32%) Big Data
2 1296 (13.72%) SQL Server
3 1265 (13.39%) Data Warehouse
4 1001 (10.60%) Hadoop
5 664 (7.03%) NoSQL
6 526 (5.57%) Power BI
7 504 (5.34%) SQL Server Integration Services
8 479 (5.07%) SQL Server Reporting Services
9 470 (4.98%) Relational Database
10 433 (4.58%) QlikView
11 420 (4.45%) MySQL
12 358 (3.79%) MongoDB
13 327 (3.46%) Data Mining
14 306 (3.24%) Apache Hive
15 292 (3.09%) BusinessObjects
16 290 (3.07%) SQL Server Analysis Services
17 260 (2.75%) PostgreSQL
18 246 (2.60%) Apache Cassandra
19 186 (1.97%) OLAP
20 168 (1.78%) Spotfire
Development Applications
1 457 (4.84%) JIRA
2 416 (4.40%) Git (software)
3 326 (3.45%) Jenkins
4 152 (1.61%) Visual Studio
5 145 (1.54%) Maven
6 130 (1.38%) Selenium
7 118 (1.25%) Talend Open Studio
8 112 (1.19%) Subversion
9 108 (1.14%) TeamCity
10 104 (1.10%) Team Foundation Server
11 102 (1.08%) Cucumber
12 98 (1.04%) JUnit
13 97 (1.03%) ProC
14 87 (0.92%) gulp
15 83 (0.88%) SQL Server Management Studio (SSMS)
16 71 (0.75%) Mocha
17 66 (0.70%) Mockito
18 62 (0.66%) RStudio
19 59 (0.62%) Axure RP
20 55 (0.58%) Sonatype Nexus
General
1 2884 (30.53%) Finance
2 1720 (18.21%) Marketing
3 1367 (14.47%) Banking
4 783 (8.29%) Investment Banking
5 721 (7.63%) Retail
6 697 (7.38%) Retail Banking
7 323 (3.42%) Front Office
8 257 (2.72%) Telecoms
9 232 (2.46%) Advertising
10 218 (2.31%) Legal
11 174 (1.84%) Manufacturing
12 168 (1.78%) Publishing
13 162 (1.72%) Games
14 144 (1.52%) Electronics
15 125 (1.32%) Law
16 102 (1.08%) Financial Institution
17 90 (0.95%) Pharmaceutical
18 73 (0.77%) Back Office
19 66 (0.70%) Billing
20 47 (0.50%) Automotive
Job Titles
1 2219 (23.49%) Developer
2 1700 (18.00%) Analyst
3 825 (8.73%) Consultant
4 625 (6.62%) Architect
5 467 (4.94%) Data Scientist
6 463 (4.90%) Data Analyst
7 411 (4.35%) Senior Developer
8 349 (3.69%) Business Analyst
9 314 (3.32%) Analytics Manager
10 307 (3.25%) Software Engineer
11 280 (2.96%) Data Architect
12 270 (2.86%) Business Intelligence Developer
13 264 (2.79%) Java Developer
14 235 (2.49%) JavaScript Developer
15 226 (2.39%) C# Developer
16 223 (2.36%) Data Engineer
17 222 (2.35%) SQL Developer
18 211 (2.23%) Analytics Consultant
18 211 (2.23%) Senior Analyst
19 207 (2.19%) .NET Developer
Libraries, Frameworks & Software Standards
1 1099 (11.63%) HTML
2 938 (9.93%) CSS
3 780 (8.26%) .NET
4 598 (6.33%) AngularJS
5 517 (5.47%) Web Services
6 452 (4.79%) jQuery
7 412 (4.36%) Node.js
8 361 (3.82%) HTML5
9 332 (3.51%) ASP.NET
10 307 (3.25%) React
11 292 (3.09%) Spring
12 273 (2.89%) RESTful
13 263 (2.78%) REST
14 258 (2.73%) CSS3
15 223 (2.36%) Kafka
16 210 (2.22%) XML
17 202 (2.14%) JSON
17 202 (2.14%) Twitter Bootstrap
18 197 (2.09%) ASP.NET MVC
19 146 (1.55%) Hibernate
Miscellaneous
1 2075 (21.97%) Analytical Skills
2 945 (10.00%) Computer Science
3 881 (9.33%) User Experience
4 490 (5.19%) Algorithms
5 351 (3.72%) Management Information System
5 351 (3.72%) Social Media
6 320 (3.39%) Credit Risk
7 319 (3.38%) Derivative
8 282 (2.99%) Enterprise Software
9 267 (2.83%) Mobile App
10 246 (2.60%) Equities
10 246 (2.60%) Fintech
11 241 (2.55%) Foreign Exchange (FX)
12 227 (2.40%) Greenfield Project
13 218 (2.31%) Data Structures
14 130 (1.38%) Data Centre
15 111 (1.18%) Equity Derivative
16 106 (1.12%) Fixed Income
17 104 (1.10%) OTC Derivatives
18 100 (1.06%) Public Cloud
Operating Systems
1 818 (8.66%) Linux
2 482 (5.10%) Unix
3 394 (4.17%) Windows
4 131 (1.39%) Android
5 112 (1.19%) Apple iOS
6 51 (0.54%) Windows Server
7 32 (0.34%) CentOS
8 27 (0.29%) Solaris
8 27 (0.29%) Ubuntu
9 26 (0.28%) Red Hat Enterprise Linux
10 18 (0.19%) Windows 10
11 16 (0.17%) Mac OS X
12 13 (0.14%) FreeBSD
13 12 (0.13%) Windows Phone
14 10 (0.11%) Windows Phone 8
15 9 (0.095%) AIX
16 8 (0.085%) Kali Linux
16 8 (0.085%) Windows 7
16 8 (0.085%) Windows Server 2012
17 7 (0.074%) Windows Server 2008
Processes & Methodologies
1 2778 (29.41%) Agile Software Development
2 2273 (24.06%) Data Analytics
3 2158 (22.85%) Business Intelligence
4 1101 (11.66%) Visualisation
5 938 (9.93%) Mathematics
6 928 (9.82%) Machine Learning
7 897 (9.50%) Data Modelling
8 888 (9.40%) ETL
9 881 (9.33%) Asset Management
10 780 (8.26%) Scrum
11 775 (8.20%) Software Engineering
12 768 (8.13%) Data Management
13 738 (7.81%) Project Management
14 719 (7.61%) Stakeholder Management
15 696 (7.37%) Wealth Management
16 674 (7.14%) Data Analysis
17 653 (6.91%) E-Commerce
18 610 (6.46%) Data Visualisation
19 575 (6.09%) DevOps
20 568 (6.01%) Digital Marketing
Programming Languages
1 3428 (36.29%) SQL
2 1967 (20.82%) Python
3 1488 (15.75%) Java
4 1347 (14.26%) JavaScript
5 959 (10.15%) C#
6 955 (10.11%) R
7 488 (5.17%) Scala
8 444 (4.70%) C++
9 345 (3.65%) T-SQL
10 289 (3.06%) PHP
11 276 (2.92%) VBA
12 246 (2.60%) Perl
13 244 (2.58%) PL/SQL
14 209 (2.21%) C
15 181 (1.92%) PowerShell
16 170 (1.80%) MATLAB
17 165 (1.75%) Bash Shell
18 144 (1.52%) Ruby
19 114 (1.21%) SAS Macro
20 97 (1.03%) PROC SQL
Qualifications
1 1735 (18.37%) Degree
2 330 (3.49%) Computer Science Degree
3 246 (2.60%) PhD
4 238 (2.52%) Security Cleared
5 191 (2.02%) Numerate Degree
6 163 (1.73%) SC Cleared
7 140 (1.48%) Master's Degree
8 104 (1.10%) CISSP
9 89 (0.94%) DV Cleared
10 61 (0.65%) CISA
10 61 (0.65%) CISM
11 50 (0.53%) PMI Certification
12 44 (0.47%) Microsoft Certification
13 43 (0.46%) ISEB
14 40 (0.42%) GIAC
14 40 (0.42%) PMP
15 38 (0.40%) CEH
16 35 (0.37%) Cisco Certification
17 34 (0.36%) ISTQB
18 28 (0.30%) Six Sigma Black Belt
Quality Assurance & Compliance
1 430 (4.55%) Data Quality
2 383 (4.05%) QA
3 90 (0.95%) Basel III
4 81 (0.86%) GDPR
5 76 (0.80%) PMO
6 73 (0.77%) SLA
7 70 (0.74%) ISO/IEC 27001
8 67 (0.71%) Actionable Recommendations
9 33 (0.35%) GCP
10 20 (0.21%) GPG13
11 16 (0.17%) MiFID
12 15 (0.16%) PCI DSS
13 12 (0.13%) WCAG
14 9 (0.095%) CRD IV
14 9 (0.095%) EMIR
15 8 (0.085%) Cyber Essentials
15 8 (0.085%) IFRS
15 8 (0.085%) IFRS 9
16 7 (0.074%) COBIT
16 7 (0.074%) HMG Security Policy Framework
System Software
1 319 (3.38%) Docker
2 98 (1.04%) Active Directory
3 89 (0.94%) HDFS
4 73 (0.77%) Apache Flume
5 49 (0.52%) VMware Infrastructure
6 30 (0.32%) Oracle RAC
7 25 (0.26%) Snort
8 20 (0.21%) Hyper-V
9 14 (0.15%) Apache ZooKeeper
9 14 (0.15%) Virtual Machines
10 11 (0.12%) KVM
11 10 (0.11%) NFS
12 8 (0.085%) ProxySG
13 7 (0.074%) Samba
14 5 (0.053%) VMware ESXi
15 4 (0.042%) VMware NSX
16 3 (0.032%) Postfix
16 3 (0.032%) Xen
17 2 (0.021%) vSphere
17 2 (0.021%) XenApp
Systems Management
1 176 (1.86%) Puppet
2 131 (1.39%) Ansible
3 98 (1.04%) Opscode Chef
4 68 (0.72%) Kubernetes
5 55 (0.58%) Terraform
6 34 (0.36%) Oozie
7 30 (0.32%) SCCM
8 29 (0.31%) Kibana
9 28 (0.30%) Mesos
10 26 (0.28%) RSA Security Analytics
11 25 (0.26%) QRadar
12 24 (0.25%) Nagios
13 23 (0.24%) Hadoop YARN
14 22 (0.23%) Nessus
14 22 (0.23%) Nexpose
15 21 (0.22%) Docker Swarm
16 18 (0.19%) Marathon
16 18 (0.19%) ZABBIX
17 17 (0.18%) McAfee ePO
18 16 (0.17%) Core Impact
Vendors
1 1256 (13.30%) Google
2 1244 (13.17%) Microsoft
3 1131 (11.97%) Tableau
4 948 (10.04%) Oracle
5 434 (4.59%) Adobe
6 378 (4.00%) SAP
7 185 (1.96%) Cognos
8 183 (1.94%) IBM
9 174 (1.84%) Salesforce.com
10 139 (1.47%) Informatica
11 122 (1.29%) Splunk
12 118 (1.25%) Talend
13 110 (1.16%) Cisco
14 108 (1.14%) Alteryx
15 105 (1.11%) MicroStrategy
16 100 (1.06%) Cloudera
16 100 (1.06%) Twitter
17 90 (0.95%) Teradata
18 88 (0.93%) Facebook
19 82 (0.87%) Hortonworks