Period
to 19 March 2019

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 19 March 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
19 Mar 2019
Same period 2018 Same period 2017
Rank 27 27 24
Rank change year-on-year 0 -3 -5
Permanent jobs citing Analytical Skills 4,836 5,396 5,130
As % of all permanent IT jobs advertised in London 7.88% 7.79% 7.50%
As % of the Miscellaneous category 17.28% 17.14% 16.85%
Number of salaries quoted 3,482 3,963 3,980
London median annual salary £57,500 £57,500 £55,000
Median salary % change year-on-year - +4.55% -
10th Percentile £31,250 £32,500 £31,250
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -2.17%

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 27,988 31,476 30,439
As % of all permanent IT jobs advertised in London 45.60% 45.42% 44.47%
Number of salaries quoted 22,166 25,412 25,327
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +9.09%
10th Percentile £36,250 £35,000 £32,500
90th Percentile £97,500 £95,000 £92,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

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 19 March 2019.

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 19 March 2019. 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 -5 967 £60,000 +9.09% 228
West London +1 215 £47,500 -5.00% 113
South London +2 166 £45,000 +16.30% 29
East London +16 49 £48,750 -11.36% 48
North London +8 12 £45,000 -14.29% 9
Analytical Skills
England

For the 6 months to 19 March 2019, 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 2,035 (42.08%) Problem-Solving
2 1,689 (34.93%) Finance
3 1,549 (32.03%) Agile Software Development
4 1,475 (30.50%) SQL
5 1,241 (25.66%) Degree
6 888 (18.36%) Microsoft
7 867 (17.93%) Analytics
8 854 (17.66%) Python
9 701 (14.50%) Java
10 608 (12.57%) Project Management
11 587 (12.14%) Computer Science
12 573 (11.85%) Business Intelligence
13 567 (11.72%) Banking
14 536 (11.08%) C#
15 524 (10.84%) Stakeholder Management
16 502 (10.38%) Software Engineering
17 487 (10.07%) Microsoft Azure
18 484 (10.01%) Windows
19 474 (9.80%) Microsoft Excel
20 469 (9.70%) JavaScript
21 460 (9.51%) .NET
22 437 (9.04%) Marketing
23 423 (8.75%) Retail
24 421 (8.71%) SQL Server
25 413 (8.54%) Amazon AWS
26 406 (8.40%) Linux
27 389 (8.04%) Mathematics
28 381 (7.88%) QA
29 362 (7.49%) Decision-Making
30 350 (7.24%) Data Warehouse

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
1 154 (3.18%) Apache Spark
2 146 (3.02%) SharePoint
3 113 (2.34%) SAS
4 100 (2.07%) Confluence
5 66 (1.36%) MS Exchange
6 60 (1.24%) CMS
7 48 (0.99%) Apache
7 48 (0.99%) Elasticsearch
8 39 (0.81%) WebSphere
9 33 (0.68%) Skype for Business
10 29 (0.60%) IIS
11 23 (0.48%) Cloud Foundry
12 22 (0.45%) Ethereum
13 19 (0.39%) JBoss
14 18 (0.37%) Exchange Server 2010
15 17 (0.35%) Apache Pig
15 17 (0.35%) Exchange Server 2007
15 17 (0.35%) WordPress
16 16 (0.33%) Oracle SOA Suite
16 16 (0.33%) Tomcat
Applications
1 474 (9.80%) Microsoft Excel
2 343 (7.09%) Microsoft Office
3 218 (4.51%) Microsoft PowerPoint
4 149 (3.08%) MS Visio
5 95 (1.96%) Microsoft Project
6 34 (0.70%) SPSS
7 23 (0.48%) Spreadsheet
8 17 (0.35%) Photoshop
9 13 (0.27%) InVision
10 8 (0.17%) Adobe Illustrator
11 6 (0.12%) OmniGraffle
12 5 (0.10%) Adobe Creative Suite
13 3 (0.062%) AutoCAD
13 3 (0.062%) Chatbot
13 3 (0.062%) InDesign
13 3 (0.062%) Revit
13 3 (0.062%) Windchill
14 2 (0.041%) EngageOne
14 2 (0.041%) GNU Octave
15 1 (0.021%) Flinto
Business Applications
1 90 (1.86%) Dynamics CRM
2 31 (0.64%) Dynamics AX
3 25 (0.52%) Salesforce.com CRM
3 25 (0.52%) SAP Hybris
4 23 (0.48%) Distributed Ledger
5 22 (0.45%) NetSuite
6 12 (0.25%) Dynamics NAV
6 12 (0.25%) Oracle BPM
6 12 (0.25%) Oracle Payables
6 12 (0.25%) Oracle Receivables
7 11 (0.23%) Magento
7 11 (0.23%) WebTrends
8 10 (0.21%) FastStats
9 9 (0.19%) Dynamics GP
9 9 (0.19%) Oracle Applications
9 9 (0.19%) Oracle ERP
9 9 (0.19%) Oracle Financials
9 9 (0.19%) thinkFolio
9 9 (0.19%) Workday HCM
10 8 (0.17%) Markit EDM
Cloud Services
1 487 (10.07%) Microsoft Azure
2 413 (8.54%) Amazon AWS
3 203 (4.20%) Office 365
4 177 (3.66%) SaaS
5 134 (2.77%) Google Cloud Platform
6 74 (1.53%) Google Analytics
7 52 (1.08%) GitHub
8 42 (0.87%) PaaS
9 39 (0.81%) Cloud Computing
9 39 (0.81%) Serverless
10 35 (0.72%) Azure Data Factory
11 33 (0.68%) Adobe Analytics
12 32 (0.66%) Amazon S3
13 29 (0.60%) Azure Active Directory
14 24 (0.50%) Amazon EC2
15 23 (0.48%) OneDrive
16 22 (0.45%) AWS CloudFormation
16 22 (0.45%) Dynamics 365
17 21 (0.43%) OpenDNS
18 19 (0.39%) AWS Lambda
Communications & Networking
1 171 (3.54%) Firewall
2 111 (2.30%) WAN
3 110 (2.27%) VPN
4 97 (2.01%) LAN
5 89 (1.84%) TCP/IP
6 87 (1.80%) Internet
7 83 (1.72%) Network Security
8 82 (1.70%) DNS
9 76 (1.57%) VoIP
10 64 (1.32%) MPLS
11 58 (1.20%) DHCP
12 52 (1.08%) Cisco ASA
13 51 (1.05%) HTTP
14 49 (1.01%) Wireless
15 47 (0.97%) BGP
16 46 (0.95%) OSPF
17 43 (0.89%) SAN
17 43 (0.89%) Wi-Fi
18 42 (0.87%) Intranet
19 38 (0.79%) Cisco IOS
Database & Business Intelligence
1 421 (8.71%) SQL Server
2 350 (7.24%) Data Warehouse
3 308 (6.37%) Big Data
4 239 (4.94%) Power BI
5 205 (4.24%) Relational Database
6 199 (4.11%) Hadoop
7 183 (3.78%) SQL Server Integration Services
8 146 (3.02%) SQL Server Reporting Services
9 137 (2.83%) NoSQL
10 117 (2.42%) QlikView
11 104 (2.15%) SQL Server Analysis Services
12 101 (2.09%) Oracle Database
13 87 (1.80%) MySQL
14 73 (1.51%) PostgreSQL
15 67 (1.39%) Blockchain
15 67 (1.39%) MongoDB
16 66 (1.36%) RDBMS
17 63 (1.30%) BusinessObjects
18 60 (1.24%) Apache Hive
19 51 (1.05%) Data Lake
Development Applications
1 254 (5.25%) JIRA
2 192 (3.97%) Git (software)
3 126 (2.61%) Jenkins
4 103 (2.13%) Team Foundation Server
5 86 (1.78%) Selenium
6 68 (1.41%) Visual Studio
7 52 (1.08%) TeamCity
8 51 (1.05%) Maven
9 44 (0.91%) Visual Studio Team System
10 42 (0.87%) Subversion
11 36 (0.74%) Oracle Forms
12 34 (0.70%) WebDriver
13 32 (0.66%) Axure RP
14 31 (0.64%) Cucumber
15 30 (0.62%) Atlassian Bamboo
16 29 (0.60%) Octopus Deploy
17 26 (0.54%) SpecFlow
18 22 (0.45%) Sonatype Nexus
19 21 (0.43%) Vagrant
20 19 (0.39%) Bitbucket
General
1 1,689 (34.93%) Finance
2 567 (11.72%) Banking
3 437 (9.04%) Marketing
4 423 (8.75%) Retail
5 198 (4.09%) Telecoms
6 174 (3.60%) Front Office
7 158 (3.27%) Games
8 130 (2.69%) Back Office
9 126 (2.61%) Advertising
10 117 (2.42%) Law
11 115 (2.38%) Legal
12 85 (1.76%) Manufacturing
13 76 (1.57%) Electronics
14 69 (1.43%) Investment Banking
15 66 (1.36%) Financial Institution
16 35 (0.72%) Billing
17 32 (0.66%) French Language
18 31 (0.64%) Publishing
19 25 (0.52%) Retail Banking
20 24 (0.50%) Retail Finance
Job Titles
1 1,266 (26.18%) Analyst
2 752 (15.55%) Developer
3 496 (10.26%) Business Analyst
4 273 (5.65%) Consultant
5 252 (5.21%) Architect
6 208 (4.30%) Senior Analyst
7 184 (3.80%) Data Analyst
8 169 (3.49%) Support Analyst
9 149 (3.08%) Data Engineer
10 139 (2.87%) Java Developer
11 135 (2.79%) Project Manager
12 131 (2.71%) Senior Developer
13 129 (2.67%) Applications Support
14 127 (2.63%) Graduate
15 112 (2.32%) Data Scientist
16 111 (2.30%) Support Engineer
16 111 (2.30%) Technical Analyst
17 109 (2.25%) Product Manager
18 107 (2.21%) C# Developer
19 106 (2.19%) SQL Developer
Libraries, Frameworks & Software Standards
1 460 (9.51%) .NET
2 295 (6.10%) HTML
3 270 (5.58%) CSS
4 199 (4.11%) Web Services
5 188 (3.89%) AngularJS
6 139 (2.87%) React
7 129 (2.67%) ASP.NET
8 123 (2.54%) Kafka
9 117 (2.42%) jQuery
10 114 (2.36%) HTML5
11 103 (2.13%) Spring
12 98 (2.03%) Node.js
13 96 (1.99%) XML
14 94 (1.94%) JSON
15 88 (1.82%) REST
16 69 (1.43%) Middleware
17 67 (1.39%) .NET Framework
18 65 (1.34%) CSS3
19 63 (1.30%) SOAP
20 59 (1.22%) RESTful
Miscellaneous
1 339 (7.01%) User Experience
2 307 (6.35%) Fintech
3 285 (5.89%) Management Information System
4 244 (5.05%) Self-Motivation
5 158 (3.27%) Data Structures
6 141 (2.92%) Algorithms
7 123 (2.54%) Analytical Mindset
8 107 (2.21%) Enterprise Software
9 101 (2.09%) Virtual Team
10 92 (1.90%) Mobile App
11 80 (1.65%) Data Centre
12 77 (1.59%) Derivative
13 75 (1.55%) Cloud Native
14 73 (1.51%) Hedge funds
15 67 (1.39%) Social Media
16 59 (1.22%) Foreign Exchange (FX)
17 58 (1.20%) Greenfield Project
18 57 (1.18%) Fixed Income
19 53 (1.10%) Linux Command Line
20 49 (1.01%) Video Conferencing
Operating Systems
1 484 (10.01%) Windows
2 406 (8.40%) Linux
3 206 (4.26%) Unix
4 180 (3.72%) Windows Server
5 134 (2.77%) Windows 10
6 106 (2.19%) Android
7 104 (2.15%) Windows 7
8 86 (1.78%) Apple iOS
9 81 (1.67%) Red Hat Enterprise Linux
10 57 (1.18%) Windows Server 2008
11 43 (0.89%) Windows Server 2012
12 24 (0.50%) CentOS
13 19 (0.39%) Solaris
13 19 (0.39%) Ubuntu
14 18 (0.37%) Mac OS X
15 15 (0.31%) Windows Server 2003
16 13 (0.27%) Mac OS
17 12 (0.25%) AIX
18 11 (0.23%) Windows 8
19 9 (0.19%) HPUX
Processes & Methodologies
1 2,035 (42.08%) Problem-Solving
2 1,549 (32.03%) Agile Software Development
3 867 (17.93%) Analytics
4 608 (12.57%) Project Management
5 587 (12.14%) Computer Science
6 573 (11.85%) Business Intelligence
7 524 (10.84%) Stakeholder Management
8 502 (10.38%) Software Engineering
9 389 (8.04%) Mathematics
10 362 (7.49%) Decision-Making
11 341 (7.05%) Visualisation
12 339 (7.01%) Business Analysis
13 337 (6.97%) CRM
14 325 (6.72%) ITIL
15 323 (6.68%) Data Modelling
15 323 (6.68%) Machine Learning
16 320 (6.62%) Test Automation
17 316 (6.53%) DevOps
18 313 (6.47%) ETL
19 312 (6.45%) Scrum
Programming Languages
1 1,475 (30.50%) SQL
2 854 (17.66%) Python
3 701 (14.50%) Java
4 536 (11.08%) C#
5 469 (9.70%) JavaScript
6 258 (5.33%) R
7 197 (4.07%) C++
8 192 (3.97%) PowerShell
9 174 (3.60%) T-SQL
10 146 (3.02%) C
11 117 (2.42%) Perl
12 101 (2.09%) Bash Shell
13 93 (1.92%) Scala
14 83 (1.72%) VBA
15 82 (1.70%) PL/SQL
16 72 (1.49%) Ruby
17 67 (1.39%) Shell Script
18 65 (1.34%) Java 8
19 61 (1.26%) PHP
20 51 (1.05%) VB
Qualifications
1 1,241 (25.66%) Degree
2 231 (4.78%) Computer Science Degree
3 142 (2.94%) Security Cleared
4 103 (2.13%) Cisco Certification
5 86 (1.78%) Microsoft Certification
6 84 (1.74%) SC Cleared
7 79 (1.63%) CCNP
8 71 (1.47%) CISSP
9 63 (1.30%) Numerate Degree
10 62 (1.28%) CISA
11 59 (1.22%) CISM
11 59 (1.22%) ISEB
11 59 (1.22%) PMI Certification
12 58 (1.20%) PhD
13 54 (1.12%) PMP
14 45 (0.93%) ISTQB
15 44 (0.91%) DV Cleared
16 43 (0.89%) CCIE
17 41 (0.85%) Master's Degree
17 41 (0.85%) MBA
Quality Assurance & Compliance
1 381 (7.88%) QA
2 159 (3.29%) Data Quality
3 94 (1.94%) PMO
4 87 (1.80%) SLA
5 74 (1.53%) GDPR
6 57 (1.18%) ISO/IEC 27001
7 36 (0.74%) COBIT
8 23 (0.48%) Actionable Recommendations
9 14 (0.29%) PCI DSS
9 14 (0.29%) Sarbanes-Oxley
10 9 (0.19%) ISO 20022
10 9 (0.19%) ISO 9001
10 9 (0.19%) SEPA
10 9 (0.19%) Solvency II
11 7 (0.14%) Basel III
11 7 (0.14%) MiFID
11 7 (0.14%) PSD2
12 6 (0.12%) Cyber Essentials
12 6 (0.12%) IFRS
13 4 (0.083%) FINRA
System Software
1 210 (4.34%) Active Directory
2 155 (3.21%) Docker
3 120 (2.48%) VMware Infrastructure
4 32 (0.66%) XenApp
5 30 (0.62%) Hyper-V
6 27 (0.56%) HDFS
6 27 (0.56%) VMware ESXi
7 24 (0.50%) Apache ZooKeeper
8 23 (0.48%) VMware Workstation
9 15 (0.31%) BitLocker
10 12 (0.25%) Terminal Services
10 12 (0.25%) Virtual Machines
11 11 (0.23%) VirtualBox
12 7 (0.14%) Firmware
12 7 (0.14%) Oracle RAC
13 6 (0.12%) Virtual Desktop
14 5 (0.10%) vSphere
15 4 (0.083%) NFS
16 3 (0.062%) Apache Flume
16 3 (0.062%) KVM
Systems Management
1 89 (1.84%) Kubernetes
2 88 (1.82%) Ansible
3 77 (1.59%) Puppet
4 59 (1.22%) SCCM
5 52 (1.08%) Opscode Chef
6 35 (0.72%) Terraform
7 28 (0.58%) Control-M
8 26 (0.54%) Ambari
9 21 (0.43%) Backup Exec
9 21 (0.43%) Grafana
10 17 (0.35%) Oozie
10 17 (0.35%) SCOrch
11 16 (0.33%) vRealize
11 16 (0.33%) WSUS
12 15 (0.31%) Kibana
12 15 (0.31%) vRealize Orchestrator
13 14 (0.29%) logstash
13 14 (0.29%) Perfmon
14 11 (0.23%) Automic
14 11 (0.23%) ITRS Geneos
Vendors
1 888 (18.36%) Microsoft
2 324 (6.70%) Oracle
3 312 (6.45%) Tableau
4 230 (4.76%) Google
5 188 (3.89%) SAP
6 156 (3.23%) Cisco
7 150 (3.10%) VMware
8 149 (3.08%) Salesforce.com
9 107 (2.21%) Adobe
10 80 (1.65%) Citrix
11 77 (1.59%) HP
12 70 (1.45%) CheckPoint
13 64 (1.32%) hybris
14 58 (1.20%) Bloomberg
15 55 (1.14%) Cognizant
15 55 (1.14%) Facebook
16 52 (1.08%) Alteryx
16 52 (1.08%) Splunk
17 51 (1.05%) Red Hat
18 50 (1.03%) IBM