Period
to 19 November 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in the City of London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 19 November 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
Central London > City of London
6 months to
19 Nov 2019
Same period 2018 Same period 2017
Rank 26 28 28
Rank change year-on-year +2 0 -2
Permanent jobs citing Analytical Skills 821 861 718
As % of all permanent IT jobs advertised in the City of London 8.17% 7.73% 7.08%
As % of the Miscellaneous category 19.96% 18.41% 16.99%
Number of salaries quoted 697 773 636
City of London median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +4.55%
10th Percentile £31,250 £36,250 £31,500
90th Percentile £97,500 £87,500 £92,500
Central London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -

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 the City of London with a requirement for generic IT skills.

All Generic IT Skills
City of London
Permanent vacancies with a requirement for generic IT skills 4,114 4,677 4,227
As % of all permanent IT jobs advertised in the City of London 40.95% 41.98% 41.68%
Number of salaries quoted 3,477 4,178 3,750
City of London median annual salary £67,500 £65,000 £60,000
Median salary % change year-on-year +3.85% +8.33% +4.35%
10th Percentile £37,500 £38,750 £36,250
90th Percentile £102,500 £95,000 £97,500
Central London median annual salary £67,500 £65,000 £60,000
% change year-on-year +3.85% +8.33% +4.35%

Analytical Skills
Job Vacancy Trend in the City of London

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

Job vacancy trend for Analytical Skills in the City of London

Analytical Skills
Salary Trend in the City of London

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

Salary trend for Analytical Skills in the City of London

Analytical Skills
Salary Histogram in the City of London

The salary distribution of IT jobs citing Analytical Skills in the City of London over the 6 months to 19 November 2019.

Salary histogram for Analytical Skills in the City of London

Analytical Skills
Job Locations in the City of 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 City of London region over the 6 months to 19 November 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
London Bridge -12 4 £65,000 +30.00%
Analytical Skills
Central London

For the 6 months to 19 November 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 City of London region with a requirement for Analytical Skills.

1 317 (38.61%) Problem-Solving
2 298 (36.30%) Finance
3 233 (28.38%) Agile Software Development
4 230 (28.01%) SQL
5 218 (26.55%) Degree
6 167 (20.34%) Python
7 157 (19.12%) Analytics
8 138 (16.81%) Java
9 124 (15.10%) JavaScript
10 123 (14.98%) Microsoft
11 120 (14.62%) Business Intelligence
12 117 (14.25%) Computer Science
13 114 (13.89%) AWS
14 103 (12.55%) Windows
14 103 (12.55%) Project Management
15 90 (10.96%) SQL Server
15 90 (10.96%) Marketing
15 90 (10.96%) Power Platform
16 88 (10.72%) Power BI
17 86 (10.48%) DevOps
18 85 (10.35%) Azure
19 83 (10.11%) Decision-Making
20 81 (9.87%) Management Information System
21 80 (9.74%) Banking
21 80 (9.74%) User Acceptance Testing
21 80 (9.74%) Fintech
22 76 (9.26%) Data Science
22 76 (9.26%) Scrum
22 76 (9.26%) C#
23 74 (9.01%) Machine Learning

Analytical Skills
Co-occurring IT Skills in the City of 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 45 (5.48%) Apache Spark
2 28 (3.41%) Confluence
3 22 (2.68%) SharePoint
4 14 (1.71%) EPiServer
5 8 (0.97%) CMS
6 7 (0.85%) ArcGIS
7 5 (0.61%) Apache Airflow
7 5 (0.61%) Luigi
7 5 (0.61%) SAS
8 4 (0.49%) Apache
8 4 (0.49%) Headless CMS
8 4 (0.49%) OpenStack
9 3 (0.37%) SharePoint 2010
10 2 (0.24%) MS Exchange
10 2 (0.24%) Skype for Business
11 1 (0.12%) Adobe Experience Manager
11 1 (0.12%) Apache Pig
11 1 (0.12%) IIS
11 1 (0.12%) Jupyter
11 1 (0.12%) SharePoint 2013
Applications
1 57 (6.94%) Microsoft Excel
2 50 (6.09%) Microsoft Office
3 25 (3.05%) MS Visio
4 20 (2.44%) Microsoft Project
5 19 (2.31%) Microsoft PowerPoint
6 4 (0.49%) Spreadsheet
7 2 (0.24%) Photoshop
8 1 (0.12%) Adobe Creative Suite
8 1 (0.12%) EViews
8 1 (0.12%) Fireworks
8 1 (0.12%) SPSS
8 1 (0.12%) Stata
Business Applications
1 10 (1.22%) Salesforce.com CRM
2 9 (1.10%) Dynamics CRM
3 7 (0.85%) NetSuite
4 5 (0.61%) R3 Corda
5 4 (0.49%) Distributed Ledger
6 3 (0.37%) Dynamics GP
6 3 (0.37%) SAP S/4HANA
7 2 (0.24%) Dynamics AX
7 2 (0.24%) Eloqua
7 2 (0.24%) Markit EDM
7 2 (0.24%) Oracle ERP
7 2 (0.24%) Payment Gateway
8 1 (0.12%) HFM
8 1 (0.12%) ION MarketView
8 1 (0.12%) Magento
8 1 (0.12%) Oracle Applications
8 1 (0.12%) Oracle Assets
8 1 (0.12%) Oracle General Ledger
8 1 (0.12%) Oracle Payables
8 1 (0.12%) RMDS
Cloud Services
1 114 (13.89%) AWS
2 90 (10.96%) Power Platform
3 85 (10.35%) Azure
4 38 (4.63%) GCP
5 35 (4.26%) Office 365
6 24 (2.92%) SaaS
7 18 (2.19%) AWS CloudFormation
8 15 (1.83%) Heroku
9 12 (1.46%) BrowserStack
10 11 (1.34%) G Suite
10 11 (1.34%) GitHub
11 9 (1.10%) Mimecast
12 8 (0.97%) Amazon EC2
13 7 (0.85%) Google Analytics
14 6 (0.73%) Cloud Computing
14 6 (0.73%) Salesforce Service Cloud
15 4 (0.49%) AWS Lambda
15 4 (0.49%) Serverless
15 4 (0.49%) SuccessFactors
16 3 (0.37%) Lucidchart
Communications & Networking
1 25 (3.05%) Firewall
2 21 (2.56%) TCP/IP
3 20 (2.44%) Internet
4 17 (2.07%) DNS
5 16 (1.95%) DHCP
6 12 (1.46%) LAN
6 12 (1.46%) Network Security
7 9 (1.10%) WAN
8 8 (0.97%) Wireless
9 7 (0.85%) IP Telephony
9 7 (0.85%) VLAN
10 6 (0.73%) BGP
10 6 (0.73%) SMTP
10 6 (0.73%) VoIP
11 5 (0.61%) OSPF
11 5 (0.61%) VPLS
12 4 (0.49%) Skype
13 3 (0.37%) Cisco Firepower
13 3 (0.37%) Wi-Fi
13 3 (0.37%) Wireshark
Database & Business Intelligence
1 90 (10.96%) SQL Server
2 88 (10.72%) Power BI
3 71 (8.65%) Big Data
4 68 (8.28%) Data Warehouse
5 63 (7.67%) SQL Server Analysis Services
6 53 (6.46%) PostgreSQL
7 49 (5.97%) SQL Server Integration Services
8 46 (5.60%) Hadoop
9 42 (5.12%) Relational Database
10 41 (4.99%) SQL Server Reporting Services
11 36 (4.38%) NoSQL
12 32 (3.90%) MySQL
13 24 (2.92%) Microsoft Analysis Services
14 15 (1.83%) Apache Cassandra
14 15 (1.83%) QlikView
15 11 (1.34%) Apache Hive
15 11 (1.34%) Blockchain
15 11 (1.34%) Redis
16 10 (1.22%) GIS
16 10 (1.22%) SQL Server 2012
Development Applications
1 52 (6.33%) JIRA
2 41 (4.99%) Git (software)
3 26 (3.17%) Team Foundation Server
4 24 (2.92%) Selenium
5 20 (2.44%) Visual Studio
6 16 (1.95%) Jenkins
7 15 (1.83%) SpecFlow
8 12 (1.46%) Bitbucket
9 10 (1.22%) Cucumber
10 9 (1.10%) Atlassian Bamboo
11 8 (0.97%) Subversion
12 7 (0.85%) Visual Studio Team System
13 6 (0.73%) webpack
14 4 (0.49%) GitLab
14 4 (0.49%) PyCharm
14 4 (0.49%) Visual Studio Code
15 3 (0.37%) GCC
15 3 (0.37%) gulp
15 3 (0.37%) HP UFT
15 3 (0.37%) JUnit
General
1 298 (36.30%) Finance
2 90 (10.96%) Marketing
3 80 (9.74%) Banking
4 43 (5.24%) Telecoms
5 38 (4.63%) Retail
6 34 (4.14%) Advertising
7 29 (3.53%) Law
8 28 (3.41%) Legal
9 22 (2.68%) Public Sector
10 18 (2.19%) Investment Banking
10 18 (2.19%) Manufacturing
11 12 (1.46%) Financial Institution
12 9 (1.10%) Front Office
12 9 (1.10%) Local Government
13 6 (0.73%) Publishing
14 5 (0.61%) Automotive
14 5 (0.61%) Games
15 3 (0.37%) German Language
16 2 (0.24%) Multimedia
16 2 (0.24%) Spanish Language
Job Titles
1 191 (23.26%) Analyst
2 141 (17.17%) Developer
3 63 (7.67%) Business Analyst
4 45 (5.48%) Data Engineer
5 41 (4.99%) Consultant
6 36 (4.38%) Architect
7 33 (4.02%) Java Developer
8 30 (3.65%) Senior Developer
9 28 (3.41%) Junior
10 25 (3.05%) Administrator
10 25 (3.05%) Support Analyst
11 19 (2.31%) .NET Developer
11 19 (2.31%) Data Scientist
11 19 (2.31%) Lead Developer
11 19 (2.31%) Senior Data Engineer
11 19 (2.31%) Solutions Architect
12 18 (2.19%) Graduate
12 18 (2.19%) Product Manager
12 18 (2.19%) SQL Analyst
13 17 (2.07%) Insurance Business Analyst
Libraries, Frameworks & Software Standards
1 70 (8.53%) HTML
2 64 (7.80%) CSS
3 61 (7.43%) .NET
4 48 (5.85%) React
5 34 (4.14%) AngularJS
5 34 (4.14%) Node.js
6 28 (3.41%) Kafka
7 24 (2.92%) HTML5
8 23 (2.80%) XML
9 21 (2.56%) Spring
10 20 (2.44%) GraphQL
10 20 (2.44%) Pandas
10 20 (2.44%) scikit-learn
10 20 (2.44%) TensorFlow
11 19 (2.31%) Keras
12 18 (2.19%) REST
13 16 (1.95%) CSS3
13 16 (1.95%) Natural Language Processing
13 16 (1.95%) Web Services
14 15 (1.83%) Spring Boot
Miscellaneous
1 81 (9.87%) Management Information System
2 47 (5.72%) Algorithms
3 46 (5.60%) User Experience
4 40 (4.87%) Data Structures
5 34 (4.14%) Greenfield Project
6 31 (3.78%) Analytical Mindset
6 31 (3.78%) Self-Motivation
7 26 (3.17%) Reinsurance
8 22 (2.68%) Linux Command Line
9 21 (2.56%) Public Cloud
10 20 (2.44%) Mobile App
11 17 (2.07%) Fixed Income
12 16 (1.95%) Private Cloud
12 16 (1.95%) Video Conferencing
13 15 (1.83%) Enterprise Software
13 15 (1.83%) Hedge funds
14 13 (1.58%) Cyberthreat
15 11 (1.34%) Equities
16 9 (1.10%) Derivative
16 9 (1.10%) SWIFT
Operating Systems
1 103 (12.55%) Windows
2 72 (8.77%) Linux
3 52 (6.33%) Unix
4 25 (3.05%) Windows Server
5 15 (1.83%) Android
5 15 (1.83%) Windows Server 2012
6 14 (1.71%) Mac OS
6 14 (1.71%) Windows 10
7 12 (1.46%) Apple iOS
8 7 (0.85%) Windows 7
9 2 (0.24%) Windows 8
Processes & Methodologies
1 317 (38.61%) Problem-Solving
2 233 (28.38%) Agile Software Development
3 157 (19.12%) Analytics
4 120 (14.62%) Business Intelligence
5 117 (14.25%) Computer Science
6 103 (12.55%) Project Management
7 86 (10.48%) DevOps
8 83 (10.11%) Decision-Making
9 80 (9.74%) Fintech
9 80 (9.74%) User Acceptance Testing
10 76 (9.26%) Data Science
10 76 (9.26%) Scrum
11 74 (9.01%) Machine Learning
12 64 (7.80%) SDLC
13 59 (7.19%) Stakeholder Management
14 57 (6.94%) Mathematics
15 55 (6.70%) Test Automation
16 53 (6.46%) ITIL
17 49 (5.97%) ETL
18 48 (5.85%) Software Engineering
Programming Languages
1 230 (28.01%) SQL
2 167 (20.34%) Python
3 138 (16.81%) Java
4 124 (15.10%) JavaScript
5 76 (9.26%) C#
6 66 (8.04%) R
7 55 (6.70%) Scala
8 52 (6.33%) C++
9 38 (4.63%) TypeScript
10 24 (2.92%) Data Analysis Expressions (DAX)
11 20 (2.44%) PowerShell
12 19 (2.31%) T-SQL
13 17 (2.07%) Java 8
14 16 (1.95%) VBA
15 15 (1.83%) C
16 13 (1.58%) Bash Shell
17 12 (1.46%) VB
18 11 (1.34%) VB.NET
19 9 (1.10%) Perl
20 8 (0.97%) Shell Script
Qualifications
1 218 (26.55%) Degree
2 50 (6.09%) Computer Science Degree
3 43 (5.24%) Master's Degree
4 23 (2.80%) PhD
5 16 (1.95%) ISTQB
6 15 (1.83%) ISEB
7 13 (1.58%) PMI Certification
8 9 (1.10%) CCNP
8 9 (1.10%) Cisco Certification
8 9 (1.10%) PMP
9 7 (0.85%) CISSP
10 5 (0.61%) CBAP
11 4 (0.49%) CFA
11 4 (0.49%) ITIL Certification
11 4 (0.49%) Numerate Degree
11 4 (0.49%) PRINCE2 Certification
11 4 (0.49%) SANS
12 3 (0.37%) CISM
12 3 (0.37%) JNCIS
12 3 (0.37%) Microsoft Certification
Quality Assurance & Compliance
1 41 (4.99%) QA
2 20 (2.44%) Data Quality
3 13 (1.58%) SLA
4 10 (1.22%) GDPR
5 8 (0.97%) PMO
6 6 (0.73%) ISO/IEC 27001
7 3 (0.37%) COBIT
7 3 (0.37%) MiFID
7 3 (0.37%) PSD2
8 2 (0.24%) Cyber Essentials
8 2 (0.24%) Cyber Essentials PLUS
8 2 (0.24%) Dodd-Frank
8 2 (0.24%) EMIR
8 2 (0.24%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 2 (0.24%) NIST
9 1 (0.12%) Sarbanes-Oxley
9 1 (0.12%) SEPA
9 1 (0.12%) Solvency II
System Software
1 66 (8.04%) Docker
2 41 (4.99%) Active Directory
3 25 (3.05%) VMware Infrastructure
4 6 (0.73%) Hyper-V
4 6 (0.73%) VMware Workstation
4 6 (0.73%) XenApp
5 5 (0.61%) Virtual Machines
6 4 (0.49%) KVM
6 4 (0.49%) vSphere
6 4 (0.49%) Xen
7 3 (0.37%) ProxySG
8 1 (0.12%) Apache Flume
8 1 (0.12%) Virtual Desktop
Systems Management
1 47 (5.72%) Kubernetes
2 33 (4.02%) Terraform
3 19 (2.31%) Consul
4 13 (1.58%) Ansible
5 12 (1.46%) HP ALM
5 12 (1.46%) HP Quality Center
6 8 (0.97%) Opscode Chef
6 8 (0.97%) Puppet
7 6 (0.73%) SCCM
8 5 (0.61%) Oozie
9 4 (0.49%) FortiGate
10 2 (0.24%) AirWatch
10 2 (0.24%) Microsoft Intune
10 2 (0.24%) QRadar
10 2 (0.24%) Single Sign-On
10 2 (0.24%) vCenter Server
11 1 (0.12%) Automic
11 1 (0.12%) Failover Clustering
11 1 (0.12%) Kibana
11 1 (0.12%) logstash
Vendors
1 123 (14.98%) Microsoft
2 53 (6.46%) Salesforce.com
3 50 (6.09%) Google
4 45 (5.48%) Tableau
5 34 (4.14%) VMware
6 30 (3.65%) Oracle
7 22 (2.68%) Atlassian
8 21 (2.56%) Veeam
8 21 (2.56%) Workday
9 16 (1.95%) IFS
10 14 (1.71%) SAP
11 13 (1.58%) HP
12 11 (1.34%) Cisco
12 11 (1.34%) Citrix
13 9 (1.10%) Alteryx
14 7 (0.85%) Mapbox
14 7 (0.85%) MicroStrategy
15 6 (0.73%) Infragistics
15 6 (0.73%) Juniper
16 5 (0.61%) Informatica