Period
to 15 July 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 15 July 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
15 Jul 2019
Same period 2018 Same period 2017
Rank 27 25 22
Rank change year-on-year -2 -3 -1
Permanent jobs citing Analytical Skills 4,697 6,172 6,345
As % of all permanent IT jobs advertised in London 8.05% 8.62% 8.64%
As % of the Miscellaneous category 19.48% 20.03% 19.77%
Number of salaries quoted 3,383 4,120 4,063
London median annual salary £60,000 £56,250 £55,000
Median salary % change year-on-year +6.67% +2.27% -
10th Percentile £31,450 £31,250 £31,250
90th Percentile £93,750 £91,325 £87,500
England median annual salary £50,000 £48,500 £45,000
% change year-on-year +3.09% +7.78% -3.23%

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 24,116 30,810 32,097
As % of all permanent IT jobs advertised in London 41.35% 43.05% 43.69%
Number of salaries quoted 18,909 23,549 24,340
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £100,000 £96,250 £92,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -

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 15 July 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 15 July 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 -3 1,080 £60,000 +4.35% 192
West London +9 262 £50,000 +11.11% 82
South London -4 129 £45,000 +3.12% 23
East London +15 49 £47,500 - 26
North London +8 28 £50,000 -4.76% 15
Analytical Skills
England

For the 6 months to 15 July 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 1,895 (40.34%) Problem-Solving
2 1,534 (32.66%) Agile Software Development
3 1,399 (29.78%) Finance
4 1,349 (28.72%) SQL
5 1,185 (25.23%) Degree
6 868 (18.48%) Python
7 852 (18.14%) Analytics
8 723 (15.39%) Microsoft
9 651 (13.86%) Java
10 610 (12.99%) Business Intelligence
11 529 (11.26%) Project Management
12 524 (11.16%) Software Engineering
13 517 (11.01%) Computer Science
14 492 (10.47%) Banking
15 453 (9.64%) Amazon AWS
16 445 (9.47%) Microsoft Azure
17 442 (9.41%) Stakeholder Management
18 438 (9.33%) C#
19 434 (9.24%) Marketing
20 418 (8.90%) Decision-Making
21 402 (8.56%) Data Science
22 389 (8.28%) Machine Learning
23 387 (8.24%) Microsoft Excel
24 386 (8.22%) JavaScript
25 381 (8.11%) Mathematics
26 379 (8.07%) DevOps
27 378 (8.05%) Retail
28 375 (7.98%) Windows
29 370 (7.88%) SQL Server
30 366 (7.79%) Linux

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
1 211 (4.49%) Apache Spark
2 136 (2.90%) SharePoint
3 113 (2.41%) Confluence
4 91 (1.94%) CMS
5 62 (1.32%) Apache
6 59 (1.26%) SAS
7 34 (0.72%) Apache Pig
8 33 (0.70%) Elasticsearch
8 33 (0.70%) MS Exchange
9 27 (0.57%) SharePoint 2010
10 21 (0.45%) Oracle SOA Suite
10 21 (0.45%) Sitecore CMS
11 20 (0.43%) EPiServer
11 20 (0.43%) Skype for Business
12 18 (0.38%) IIS
13 14 (0.30%) Ethereum
13 14 (0.30%) Tomcat
14 13 (0.28%) Cloud Foundry
15 12 (0.26%) WebSphere
16 10 (0.21%) BizTalk Server
Applications
1 387 (8.24%) Microsoft Excel
2 272 (5.79%) Microsoft Office
3 158 (3.36%) Microsoft PowerPoint
4 89 (1.89%) MS Visio
5 59 (1.26%) Microsoft Project
6 46 (0.98%) SPSS
7 34 (0.72%) Spreadsheet
8 31 (0.66%) Chatbot
9 29 (0.62%) Sketch
10 18 (0.38%) InVision
11 16 (0.34%) Marvel
12 12 (0.26%) Stata
13 11 (0.23%) Zeplin
14 6 (0.13%) Figma
15 5 (0.11%) EViews
16 4 (0.085%) GNU Octave
17 3 (0.064%) Adobe Premiere
17 3 (0.064%) Mathematica
17 3 (0.064%) Photoshop
18 2 (0.043%) Adobe Illustrator
Business Applications
1 64 (1.36%) Dynamics CRM
2 41 (0.87%) Salesforce.com CRM
3 35 (0.75%) Dynamics AX
4 31 (0.66%) SAP Hybris
5 29 (0.62%) NetSuite
6 23 (0.49%) Dynamics GP
7 17 (0.36%) SAP S/4HANA
8 11 (0.23%) Eloqua
9 7 (0.15%) SAP IBP
9 7 (0.15%) Workday HCM
10 6 (0.13%) FastStats
10 6 (0.13%) Infor SunSystems
10 6 (0.13%) Maximo
10 6 (0.13%) Oracle Payables
10 6 (0.13%) SAP ERP
10 6 (0.13%) Sparx Enterprise Architect
11 5 (0.11%) Cognos TM1
11 5 (0.11%) Oracle Assets
11 5 (0.11%) Oracle Receivables
11 5 (0.11%) Remedy ITSM
Cloud Services
1 453 (9.64%) Amazon AWS
2 445 (9.47%) Microsoft Azure
3 261 (5.56%) Power Platform
4 220 (4.68%) Office 365
5 196 (4.17%) SaaS
6 177 (3.77%) Google Cloud Platform
7 94 (2.00%) Google Analytics
8 88 (1.87%) PaaS
9 64 (1.36%) Cloud Computing
10 47 (1.00%) GitHub
11 42 (0.89%) Dynamics 365
12 34 (0.72%) AWS CloudFormation
13 30 (0.64%) Azure Active Directory
14 26 (0.55%) Adobe Analytics
15 25 (0.53%) OneDrive
16 21 (0.45%) Heroku
16 21 (0.45%) Serverless
17 19 (0.40%) Amazon S3
17 19 (0.40%) PowerApps
18 17 (0.36%) Amazon EC2
Communications & Networking
1 126 (2.68%) Firewall
2 101 (2.15%) WAN
3 96 (2.04%) LAN
4 79 (1.68%) Internet
5 75 (1.60%) DNS
6 74 (1.58%) Network Security
7 71 (1.51%) TCP/IP
8 67 (1.43%) VPN
9 57 (1.21%) DHCP
10 47 (1.00%) VoIP
11 45 (0.96%) Wireless
12 40 (0.85%) HTTP
12 40 (0.85%) Unified Communications
13 34 (0.72%) BGP
14 33 (0.70%) OSPF
15 30 (0.64%) Cisco ASA
16 29 (0.62%) SAN
17 26 (0.55%) FTP
17 26 (0.55%) Intranet
17 26 (0.55%) MPLS
Database & Business Intelligence
1 370 (7.88%) SQL Server
2 338 (7.20%) Big Data
3 289 (6.15%) Data Warehouse
4 288 (6.13%) Hadoop
5 250 (5.32%) Power BI
6 171 (3.64%) NoSQL
7 164 (3.49%) SQL Server Reporting Services
8 155 (3.30%) Relational Database
9 139 (2.96%) SQL Server Integration Services
10 128 (2.73%) QlikView
11 100 (2.13%) Apache Hive
12 94 (2.00%) SQL Server Analysis Services
13 85 (1.81%) PostgreSQL
14 83 (1.77%) MySQL
15 82 (1.75%) Oracle Database
16 63 (1.34%) BusinessObjects
17 61 (1.30%) MongoDB
18 59 (1.26%) Blockchain
19 47 (1.00%) SQL Server 2012
20 37 (0.79%) Oracle Reports
Development Applications
1 298 (6.34%) JIRA
2 256 (5.45%) Git (software)
3 151 (3.21%) Jenkins
4 99 (2.11%) Selenium
5 57 (1.21%) Visual Studio
6 56 (1.19%) Team Foundation Server
7 54 (1.15%) Cucumber
8 41 (0.87%) Maven
9 38 (0.81%) Atlassian Bamboo
10 37 (0.79%) Visual Studio Team System
11 35 (0.75%) Subversion
12 28 (0.60%) WebDriver
13 25 (0.53%) HP UFT
13 25 (0.53%) TeamCity
14 23 (0.49%) Appium
14 23 (0.49%) Bitbucket Server
15 22 (0.47%) GitLab
16 18 (0.38%) Bitbucket
17 17 (0.36%) Artifactory
17 17 (0.36%) Hudson
General
1 1,399 (29.78%) Finance
2 492 (10.47%) Banking
3 434 (9.24%) Marketing
4 378 (8.05%) Retail
5 136 (2.90%) Telecoms
6 123 (2.62%) Games
7 121 (2.58%) Legal
8 111 (2.36%) Front Office
9 109 (2.32%) Advertising
10 93 (1.98%) Law
11 77 (1.64%) Back Office
12 72 (1.53%) Manufacturing
13 61 (1.30%) Investment Banking
14 44 (0.94%) Electronics
15 40 (0.85%) Financial Institution
16 35 (0.75%) Billing
17 27 (0.57%) Pharmaceutical
18 26 (0.55%) Automotive
18 26 (0.55%) Retail Banking
19 25 (0.53%) French Language
Job Titles
1 1,164 (24.78%) Analyst
2 712 (15.16%) Developer
3 445 (9.47%) Business Analyst
4 308 (6.56%) Architect
5 244 (5.19%) Consultant
6 177 (3.77%) Senior Analyst
7 175 (3.73%) Data Analyst
8 157 (3.34%) Data Engineer
9 153 (3.26%) Support Analyst
10 151 (3.21%) Data Scientist
11 145 (3.09%) Applications Support
12 144 (3.07%) Java Developer
13 139 (2.96%) Senior Developer
14 137 (2.92%) Solutions Architect
15 132 (2.81%) Project Manager
16 131 (2.79%) Junior
17 116 (2.47%) Graduate
18 105 (2.24%) .NET Developer
19 100 (2.13%) Product Owner
20 95 (2.02%) Applications Support Analyst
Libraries, Frameworks & Software Standards
1 342 (7.28%) .NET
2 298 (6.34%) HTML
3 255 (5.43%) CSS
4 158 (3.36%) AngularJS
5 147 (3.13%) Web Services
6 141 (3.00%) Kafka
7 138 (2.94%) ASP.NET
8 118 (2.51%) REST
9 105 (2.24%) JSON
10 103 (2.19%) XML
11 102 (2.17%) React
12 98 (2.09%) Node.js
13 93 (1.98%) Spring
14 89 (1.89%) Natural Language Processing
15 77 (1.64%) .NET Framework
16 73 (1.55%) HTML5
17 56 (1.19%) jQuery
17 56 (1.19%) RESTful
18 48 (1.02%) ASP.NET Web API
19 47 (1.00%) Spring Boot
Miscellaneous
1 304 (6.47%) Management Information System
2 289 (6.15%) User Experience
3 270 (5.75%) Self-Motivation
4 171 (3.64%) Algorithms
5 137 (2.92%) Enterprise Software
6 108 (2.30%) Analytical Mindset
7 99 (2.11%) Data Structures
8 96 (2.04%) Cloud Native
9 94 (2.00%) Virtual Team
10 86 (1.83%) Mobile App
11 79 (1.68%) Data Centre
12 70 (1.49%) Foreign Exchange (FX)
13 64 (1.36%) Hybrid Cloud
14 63 (1.34%) Social Media
15 60 (1.28%) Greenfield Project
16 58 (1.23%) Reinsurance
17 52 (1.11%) Derivative
17 52 (1.11%) Fixed Income
18 51 (1.09%) Hedge funds
19 49 (1.04%) Robotics
Operating Systems
1 375 (7.98%) Windows
2 366 (7.79%) Linux
3 156 (3.32%) Unix
4 114 (2.43%) Windows Server
5 72 (1.53%) Android
5 72 (1.53%) Windows 10
6 62 (1.32%) Windows 7
7 42 (0.89%) Apple iOS
8 34 (0.72%) Red Hat Enterprise Linux
9 26 (0.55%) Windows Server 2008
10 24 (0.51%) Windows Server 2012
11 21 (0.45%) Mac OS
12 13 (0.28%) Mac OS X
12 13 (0.28%) Solaris
13 12 (0.26%) CentOS
14 10 (0.21%) Oracle Linux
14 10 (0.21%) Windows 8
15 9 (0.19%) Ubuntu
16 8 (0.17%) AIX
17 5 (0.11%) Windows XP
Processes & Methodologies
1 1,895 (40.34%) Problem-Solving
2 1,534 (32.66%) Agile Software Development
3 852 (18.14%) Analytics
4 610 (12.99%) Business Intelligence
5 529 (11.26%) Project Management
6 524 (11.16%) Software Engineering
7 517 (11.01%) Computer Science
8 442 (9.41%) Stakeholder Management
9 418 (8.90%) Decision-Making
10 402 (8.56%) Data Science
11 389 (8.28%) Machine Learning
12 381 (8.11%) Mathematics
13 379 (8.07%) DevOps
14 358 (7.62%) Business Analysis
15 352 (7.49%) Scrum
16 336 (7.15%) Visualisation
17 325 (6.92%) Test Automation
18 319 (6.79%) Data Analysis
19 302 (6.43%) ETL
20 297 (6.32%) SDLC
Programming Languages
1 1,349 (28.72%) SQL
2 868 (18.48%) Python
3 651 (13.86%) Java
4 438 (9.33%) C#
5 386 (8.22%) JavaScript
6 324 (6.90%) R
7 216 (4.60%) Scala
8 179 (3.81%) C
9 159 (3.39%) T-SQL
10 141 (3.00%) C++
11 129 (2.75%) PowerShell
12 119 (2.53%) Bash Shell
13 95 (2.02%) VBA
14 77 (1.64%) Perl
15 59 (1.26%) PL/SQL
16 56 (1.19%) Ruby
17 54 (1.15%) Shell Script
18 47 (1.00%) TypeScript
19 46 (0.98%) Java 8
20 39 (0.83%) VB
Qualifications
1 1,185 (25.23%) Degree
2 206 (4.39%) Computer Science Degree
3 102 (2.17%) Security Cleared
4 94 (2.00%) Cisco Certification
5 85 (1.81%) Microsoft Certification
6 59 (1.26%) PMI Certification
7 58 (1.23%) AWS Certification
8 57 (1.21%) ITIL Certification
9 56 (1.19%) CISSP
10 53 (1.13%) PMP
11 50 (1.06%) CCNP
11 50 (1.06%) PhD
11 50 (1.06%) SC Cleared
12 47 (1.00%) CCNA
13 45 (0.96%) CISA
13 45 (0.96%) Master's Degree
14 41 (0.87%) MCSE
15 40 (0.85%) DV Cleared
16 36 (0.77%) ISTQB
16 36 (0.77%) Numerate Degree
Quality Assurance & Compliance
1 322 (6.86%) QA
2 121 (2.58%) Data Quality
3 87 (1.85%) SLA
4 69 (1.47%) PMO
5 54 (1.15%) GDPR
6 51 (1.09%) ISO/IEC 27001
7 29 (0.62%) Actionable Recommendations
8 27 (0.57%) COBIT
8 27 (0.57%) PCI DSS
9 22 (0.47%) NIST
10 15 (0.32%) ISAE 3402
11 14 (0.30%) Solvency II
12 11 (0.23%) Sarbanes-Oxley
13 8 (0.17%) MiFID
14 7 (0.15%) PSD2
15 6 (0.13%) EMIR
15 6 (0.13%) ITGC
16 5 (0.11%) ISO 20022
16 5 (0.11%) SEPA
17 3 (0.064%) ISO 22301
System Software
1 203 (4.32%) Active Directory
2 174 (3.70%) Docker
3 122 (2.60%) VMware Infrastructure
4 23 (0.49%) XenApp
5 21 (0.45%) Apache ZooKeeper
6 17 (0.36%) Hyper-V
7 14 (0.30%) VMware Workstation
8 12 (0.26%) Firmware
9 11 (0.23%) Virtual Machines
9 11 (0.23%) vSphere
10 10 (0.21%) HDFS
11 9 (0.19%) Apache Flume
11 9 (0.19%) Oracle RAC
11 9 (0.19%) Virtual Desktop
12 8 (0.17%) GridGain
13 6 (0.13%) NFS
13 6 (0.13%) VirtualBox
14 5 (0.11%) etcd
14 5 (0.11%) VMware ESXi
15 4 (0.085%) KVM
Systems Management
1 154 (3.28%) Kubernetes
2 89 (1.89%) Ansible
3 66 (1.41%) Puppet
4 65 (1.38%) Terraform
5 51 (1.09%) Opscode Chef
6 40 (0.85%) SCCM
7 36 (0.77%) Ambari
8 24 (0.51%) Oozie
9 17 (0.36%) Cisco Prime
9 17 (0.36%) Nessus
10 16 (0.34%) Tivoli
11 15 (0.32%) Microsoft Intune
12 14 (0.30%) Nagios
13 13 (0.28%) Consul
14 12 (0.26%) CA Service Virtualization
14 12 (0.26%) Control-M
15 11 (0.23%) Grafana
15 11 (0.23%) Prometheus
16 10 (0.21%) Single Sign-On
17 9 (0.19%) Docker Swarm
Vendors
1 723 (15.39%) Microsoft
2 312 (6.64%) Oracle
3 274 (5.83%) Tableau
4 273 (5.81%) Google
5 211 (4.49%) Salesforce.com
6 187 (3.98%) SAP
7 145 (3.09%) VMware
8 123 (2.62%) Cisco
9 93 (1.98%) HP
10 84 (1.79%) Adobe
11 74 (1.58%) Citrix
12 71 (1.51%) hybris
13 65 (1.38%) IBM
14 62 (1.32%) Splunk
15 54 (1.15%) ServiceNow
16 49 (1.04%) Atlassian
17 45 (0.96%) WorldPay
18 43 (0.92%) CheckPoint
19 41 (0.87%) Dell
20 39 (0.83%) NetApp