Period
to 23 June 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 23 June 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 25 23 21
Rank change year-on-year -2 -2 0
Permanent jobs citing Analytical Skills 5,950 5,592 7,297
As % of all permanent IT jobs advertised in London 8.50% 7.95% 8.89%
As % of the Miscellaneous category 17.47% 16.80% 18.49%
Number of salaries quoted 3,989 3,939 5,780
London median annual salary £56,000 £55,000 £55,000
Median salary % change year-on-year +1.82% - +4.76%
10th Percentile £31,250 £31,250 £31,250
90th Percentile £91,250 £87,550 £87,500
England median annual salary £49,500 £45,000 £45,500
% change year-on-year +10.00% -1.10% +1.11%

Analytical Skills is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for generic IT skills.

All Generic IT Skills
London
Permanent vacancies with a requirement for generic IT skills 34,050 33,278 39,455
As % of all permanent IT jobs advertised in London 48.64% 47.33% 48.05%
Number of salaries quoted 26,461 26,410 33,260
London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £35,000 £32,500 £32,500
90th Percentile £95,000 £92,500 £87,500
England median annual salary £50,000 £50,000 £50,000

Analytical Skills
Job Vacancy Trend in London

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in London.

Job vacancy trend for Analytical Skills in London

Analytical Skills
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Skills in London.

Salary trend for Analytical Skills in London

Analytical Skills
Salary Histogram in London

The salary distribution of IT jobs citing Analytical Skills in London over the 6 months to 23 June 2018.

Salary histogram for Analytical Skills in London

Analytical Skills
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the London region over the 6 months to 23 June 2018. 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
Central London +1 1,269 £57,500 -4.17% 151
West London +23 249 £45,000 -4.26% 80
South London +2 130 £45,000 - 25
East London +15 71 £50,000 -25.93% 33
North London +8 22 £52,500 +16.67% 3
Analytical Skills
England

For the 6 months to 23 June 2018, IT jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Analytical Skills.

1 2,766 (46.49%) Problem-Solving
2 2,670 (44.87%) Finance
3 1,797 (30.20%) Agile Software Development
4 1,692 (28.44%) SQL
5 1,597 (26.84%) Degree
6 1,179 (19.82%) Banking
7 1,168 (19.63%) Java
8 1,123 (18.87%) Analytics
9 954 (16.03%) Microsoft
10 883 (14.84%) Computer Science
11 866 (14.55%) Big Data
12 856 (14.39%) Python
13 783 (13.16%) Project Management
14 753 (12.66%) JavaScript
15 717 (12.05%) Investment Banking
16 705 (11.85%) SQL Server
17 687 (11.55%) Risk Management
18 641 (10.77%) Financial Institution
19 614 (10.32%) Business Intelligence
19 614 (10.32%) Investment Management
20 610 (10.25%) C#
21 590 (9.92%) Strategic Thinking
22 586 (9.85%) Windows
23 570 (9.58%) SDLC
24 556 (9.34%) Low Latency
25 551 (9.26%) Mathematics
26 533 (8.96%) HTML
27 524 (8.81%) Linux
28 522 (8.77%) Microsoft Excel
29 512 (8.61%) Innovative Thinking

Analytical Skills
Co-occurring IT Skills in London 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
1 273 (4.59%) Apache Spark
2 208 (3.50%) SAS
3 159 (2.67%) SharePoint
4 137 (2.30%) Elasticsearch
5 125 (2.10%) IIS
6 111 (1.87%) Apache
7 88 (1.48%) Confluence
8 77 (1.29%) CMS
8 77 (1.29%) Tomcat
9 72 (1.21%) MS Exchange
10 64 (1.08%) Skype for Business
11 41 (0.69%) WebSphere
12 37 (0.62%) JBoss
13 36 (0.61%) BizTalk Server
14 32 (0.54%) Exchange Server 2010
15 29 (0.49%) Exchange Server 2013
16 26 (0.44%) SharePoint 2013
17 23 (0.39%) Apache Solr
18 21 (0.35%) WebLogic
19 18 (0.30%) Oracle Workflow
Applications
1 522 (8.77%) Microsoft Excel
2 304 (5.11%) Microsoft Office
3 194 (3.26%) Microsoft PowerPoint
4 116 (1.95%) MS Visio
5 95 (1.60%) Microsoft Project
6 66 (1.11%) SPSS
7 25 (0.42%) Spreadsheet
8 23 (0.39%) Photoshop
9 15 (0.25%) Stata
10 9 (0.15%) Adobe Illustrator
11 6 (0.10%) Adobe Creative Suite
11 6 (0.10%) EViews
11 6 (0.10%) InVision
11 6 (0.10%) UXPin
12 5 (0.084%) AutoCAD
13 4 (0.067%) Gephi
13 4 (0.067%) InDesign
13 4 (0.067%) UserZoom
14 2 (0.034%) Chatbot
14 2 (0.034%) Mathematica
Business Applications
1 91 (1.53%) Dynamics CRM
2 42 (0.71%) Dynamics AX
3 34 (0.57%) Markit EDM
4 27 (0.45%) Dynamics NAV
5 22 (0.37%) Oracle EBS
5 22 (0.37%) Oracle EBS R12
6 21 (0.35%) Salesforce.com CRM
7 19 (0.32%) NetSuite
8 18 (0.30%) Relativity
9 14 (0.24%) Ringtail
9 14 (0.24%) Scribe Insight
10 13 (0.22%) SAP MM
11 12 (0.20%) Sonata
12 11 (0.18%) Oracle BPM
12 11 (0.18%) Veritas eDiscovery
13 10 (0.17%) SAP ERP
14 8 (0.13%) Actimize
14 8 (0.13%) FastStats
14 8 (0.13%) Oracle Financials
15 7 (0.12%) Cognos TM1
Cloud Services
1 411 (6.91%) Amazon AWS
2 382 (6.42%) Microsoft Azure
3 179 (3.01%) SaaS
4 154 (2.59%) Office 365
5 126 (2.12%) Google Analytics
6 82 (1.38%) Cloud Computing
7 75 (1.26%) Google Cloud Platform
8 52 (0.87%) IaaS
9 48 (0.81%) Adobe Analytics
10 45 (0.76%) GitHub
11 44 (0.74%) Salesforce Sales Cloud
12 40 (0.67%) Amazon EC2
13 38 (0.64%) Amazon S3
13 38 (0.64%) PaaS
14 34 (0.57%) AWS CloudFormation
14 34 (0.57%) Dynamics 365
15 27 (0.45%) Salesforce Service Cloud
16 24 (0.40%) npm
17 18 (0.30%) Taleo
18 14 (0.24%) Serverless
Communications & Networking
1 252 (4.24%) Firewall
2 137 (2.30%) DNS
3 133 (2.24%) WAN
4 130 (2.18%) TCP/IP
5 127 (2.13%) Internet
6 122 (2.05%) LAN
7 108 (1.82%) Network Security
8 93 (1.56%) DHCP
9 92 (1.55%) VPN
10 87 (1.46%) HTTP
11 70 (1.18%) SAN
12 63 (1.06%) BGP
13 59 (0.99%) OSPF
14 54 (0.91%) VoIP
15 49 (0.82%) Cisco Nexus
15 49 (0.82%) MPLS
16 48 (0.81%) Skype
17 47 (0.79%) Intranet
17 47 (0.79%) Wireless
18 45 (0.76%) SMS
Database & Business Intelligence
1 866 (14.55%) Big Data
2 705 (11.85%) SQL Server
3 410 (6.89%) Relational Database
4 313 (5.26%) Data Warehouse
5 311 (5.23%) Hadoop
6 291 (4.89%) NoSQL
7 255 (4.29%) MongoDB
8 181 (3.04%) Power BI
9 179 (3.01%) SQL Server Reporting Services
10 173 (2.91%) SQL Server Integration Services
11 139 (2.34%) RDBMS
12 125 (2.10%) MySQL
13 122 (2.05%) SQL Server Analysis Services
14 105 (1.76%) BusinessObjects
15 102 (1.71%) Data Mining
15 102 (1.71%) Oracle Database
16 100 (1.68%) PostgreSQL
17 96 (1.61%) QlikView
18 87 (1.46%) DB2
19 80 (1.34%) Apache Hive
Development Applications
1 285 (4.79%) Git (software)
2 261 (4.39%) JIRA
3 232 (3.90%) Jenkins
4 164 (2.76%) Team Foundation Server
5 136 (2.29%) Selenium
6 109 (1.83%) Maven
6 109 (1.83%) Subversion
7 96 (1.61%) JUnit
7 96 (1.61%) Visual Studio
8 86 (1.45%) Cucumber
9 54 (0.91%) WebDriver
10 51 (0.86%) TeamCity
11 45 (0.76%) Atlassian Bamboo
12 44 (0.74%) Eclipse
13 43 (0.72%) NUnit
14 41 (0.69%) Visual Studio Team System
15 40 (0.67%) Gradle
15 40 (0.67%) gulp
16 36 (0.61%) Vagrant
17 27 (0.45%) Octopus Deploy
General
1 2,670 (44.87%) Finance
2 1,179 (19.82%) Banking
3 717 (12.05%) Investment Banking
4 641 (10.77%) Financial Institution
5 501 (8.42%) Marketing
6 369 (6.20%) Front Office
7 334 (5.61%) Retail
8 212 (3.56%) Legal
9 207 (3.48%) Advertising
10 170 (2.86%) Games
11 159 (2.67%) Telecoms
12 106 (1.78%) Law
13 77 (1.29%) Back Office
14 60 (1.01%) Publishing
15 57 (0.96%) Manufacturing
16 54 (0.91%) Electronics
17 49 (0.82%) German Language
18 41 (0.69%) French Language
19 40 (0.67%) Pharmaceutical
20 33 (0.55%) Billing
Job Titles
1 1,405 (23.61%) Analyst
2 1,004 (16.87%) Developer
3 472 (7.93%) Business Analyst
4 381 (6.40%) Consultant
5 334 (5.61%) Architect
6 218 (3.66%) Java Developer
7 192 (3.23%) Data Scientist
7 192 (3.23%) Project Manager
8 173 (2.91%) Data Analyst
9 172 (2.89%) Software Engineer
10 161 (2.71%) Graduate
11 144 (2.42%) Senior Developer
12 141 (2.37%) C# Developer
12 141 (2.37%) Junior
12 141 (2.37%) Senior Analyst
13 123 (2.07%) Support Analyst
14 111 (1.87%) Applications Support
15 107 (1.80%) Data Engineer
16 106 (1.78%) Solutions Architect
17 100 (1.68%) Product Manager
Libraries, Frameworks & Software Standards
1 533 (8.96%) HTML
2 446 (7.50%) .NET
3 383 (6.44%) Web Services
4 345 (5.80%) AngularJS
5 328 (5.51%) CSS
6 272 (4.57%) XML
7 266 (4.47%) React
8 264 (4.44%) RESTful
9 223 (3.75%) HTML5
10 207 (3.48%) REST
11 196 (3.29%) Spring
12 148 (2.49%) jQuery
12 148 (2.49%) Kafka
13 140 (2.35%) ASP.NET
14 123 (2.07%) Node.js
15 102 (1.71%) .NET Framework
16 99 (1.66%) CSS3
17 96 (1.61%) Middleware
18 95 (1.60%) JSON
19 84 (1.41%) RabbitMQ
Miscellaneous
1 883 (14.84%) Computer Science
2 497 (8.35%) Cyberthreat
3 438 (7.36%) Fintech
4 431 (7.24%) Management Information System
5 402 (6.76%) Self-Motivation
6 375 (6.30%) User Experience
7 282 (4.74%) Algorithms
8 221 (3.71%) Analytical Mindset
9 201 (3.38%) Data Structures
10 180 (3.03%) Derivative
11 177 (2.97%) Fixed Income
12 166 (2.79%) Equities
13 135 (2.27%) Virtual Team
14 120 (2.02%) Foreign Exchange (FX)
15 117 (1.97%) Data Centre
15 117 (1.97%) Enterprise Software
16 105 (1.76%) Mobile App
17 89 (1.50%) Greenfield Project
18 87 (1.46%) Hedge funds
19 78 (1.31%) Credit Risk
Operating Systems
1 586 (9.85%) Windows
2 524 (8.81%) Linux
3 352 (5.92%) Unix
4 162 (2.72%) Windows Server
5 102 (1.71%) Windows 7
6 89 (1.50%) Apple iOS
7 86 (1.45%) Windows Server 2008
8 85 (1.43%) Android
9 67 (1.13%) Windows 10
10 64 (1.08%) Windows Server 2012
11 45 (0.76%) Red Hat Enterprise Linux
12 42 (0.71%) CentOS
12 42 (0.71%) Solaris
13 31 (0.52%) Windows 8
14 27 (0.45%) Ubuntu
15 26 (0.44%) AIX
16 22 (0.37%) HPUX
17 11 (0.18%) Mac OS X
17 11 (0.18%) VMS
18 9 (0.15%) Windows Mobile
Processes & Methodologies
1 2,766 (46.49%) Problem-Solving
2 1,797 (30.20%) Agile Software Development
3 1,123 (18.87%) Analytics
4 783 (13.16%) Project Management
5 687 (11.55%) Risk Management
6 614 (10.32%) Business Intelligence
6 614 (10.32%) Investment Management
7 590 (9.92%) Strategic Thinking
8 570 (9.58%) SDLC
9 556 (9.34%) Low Latency
10 551 (9.26%) Mathematics
11 512 (8.61%) Innovative Thinking
12 490 (8.24%) Scrum
13 489 (8.22%) Software Engineering
14 485 (8.15%) Test Automation
15 466 (7.83%) Stakeholder Management
16 448 (7.53%) Decision-Making
17 447 (7.51%) OO
18 421 (7.08%) Data Analysis
19 410 (6.89%) ITIL
Programming Languages
1 1,692 (28.44%) SQL
2 1,168 (19.63%) Java
3 856 (14.39%) Python
4 753 (12.66%) JavaScript
5 610 (10.25%) C#
6 333 (5.60%) R
7 319 (5.36%) C++
8 258 (4.34%) T-SQL
9 222 (3.73%) C
10 209 (3.51%) Scala
11 176 (2.96%) Perl
12 172 (2.89%) PowerShell
13 165 (2.77%) VBA
14 154 (2.59%) Shell Script
15 139 (2.34%) Bash Shell
16 114 (1.92%) PHP
17 106 (1.78%) Java 8
18 94 (1.58%) MATLAB
19 89 (1.50%) PL/SQL
20 86 (1.45%) Ruby
Qualifications
1 1,597 (26.84%) Degree
2 355 (5.97%) Computer Science Degree
3 152 (2.55%) CISSP
4 149 (2.50%) Security Cleared
5 118 (1.98%) ISEB
6 108 (1.82%) Microsoft Certification
7 106 (1.78%) Master's Degree
8 105 (1.76%) Cisco Certification
9 99 (1.66%) CISM
10 84 (1.41%) PhD
11 83 (1.39%) CISA
11 83 (1.39%) PMI Certification
12 77 (1.29%) CCNP
13 75 (1.26%) ISTQB
14 71 (1.19%) Numerate Degree
15 70 (1.18%) PMP
16 67 (1.13%) SC Cleared
17 53 (0.89%) ITIL Certification
18 48 (0.81%) CCIE
19 44 (0.74%) MCSE
Quality Assurance & Compliance
1 446 (7.50%) QA
2 184 (3.09%) Data Quality
3 125 (2.10%) GDPR
4 105 (1.76%) SLA
5 94 (1.58%) ISO/IEC 27001
5 94 (1.58%) PCI DSS
6 81 (1.36%) PMO
7 41 (0.69%) MiFID
8 31 (0.52%) COBIT
9 14 (0.24%) Sarbanes-Oxley
10 12 (0.20%) Cyber Essentials
10 12 (0.20%) SEPA
11 11 (0.18%) HIPAA
11 11 (0.18%) PSD2
12 10 (0.17%) Solvency II
13 9 (0.15%) ISO 22301
14 7 (0.12%) GCP
15 6 (0.10%) ISO/IEC 20000
15 6 (0.10%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
15 6 (0.10%) NIST 800
System Software
1 249 (4.18%) Active Directory
2 159 (2.67%) Docker
3 150 (2.52%) VMware Infrastructure
4 56 (0.94%) Hyper-V
5 37 (0.62%) HDFS
6 29 (0.49%) XenApp
7 28 (0.47%) Firmware
8 27 (0.45%) VMware ESXi
9 24 (0.40%) vSphere
10 22 (0.37%) VirtualBox
11 20 (0.34%) Virtual Desktop
11 20 (0.34%) Virtual Machines
12 17 (0.29%) XenDesktop
13 13 (0.22%) Oracle RAC
14 10 (0.17%) Xen
15 8 (0.13%) Apache Flume
15 8 (0.13%) Apache ZooKeeper
15 8 (0.13%) Microsoft App-V
16 7 (0.12%) DFS Replication
16 7 (0.12%) VMware Workstation
Systems Management
1 99 (1.66%) Puppet
2 87 (1.46%) Ansible
3 79 (1.33%) SCCM
4 78 (1.31%) Opscode Chef
5 70 (1.18%) Kubernetes
6 54 (0.91%) Terraform
7 36 (0.61%) Nessus
8 33 (0.55%) Kibana
9 25 (0.42%) Nagios
10 24 (0.40%) Single Sign-On
11 23 (0.39%) WSUS
12 22 (0.37%) Packer
13 19 (0.32%) Docker Swarm
13 19 (0.32%) SCOM
14 18 (0.30%) Cisco CUCM
15 17 (0.29%) HP Quality Center
15 17 (0.29%) logstash
16 15 (0.25%) SCOrch
16 15 (0.25%) vCenter Server
17 13 (0.22%) HP ALM
Vendors
1 954 (16.03%) Microsoft
2 389 (6.54%) Oracle
3 322 (5.41%) Tableau
4 266 (4.47%) Google
5 220 (3.70%) VMware
6 213 (3.58%) Salesforce.com
7 185 (3.11%) Cisco
8 147 (2.47%) Citrix
9 139 (2.34%) SAP
9 139 (2.34%) Sybase
10 99 (1.66%) HP
11 96 (1.61%) Adobe
12 86 (1.45%) Cognizant
13 85 (1.43%) IBM
14 76 (1.28%) CheckPoint
15 73 (1.23%) Splunk
16 62 (1.04%) Juniper
17 57 (0.96%) ServiceNow
18 50 (0.84%) Bloomberg
19 48 (0.81%) F5