Period
to 23 January 2020

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 23 January 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
Central London > City of London
6 months to
23 Jan 2020
Same period 2019 Same period 2018
Rank 31 31 28
Rank change year-on-year 0 -3 -4
Permanent jobs citing Analytical Skills 656 748 761
As % of all permanent IT jobs advertised in the City of London 7.16% 7.24% 7.21%
As % of the Miscellaneous category 17.61% 17.55% 17.55%
Number of salaries quoted 578 666 648
City of London median annual salary £67,500 £60,000 £57,500
Median salary % change year-on-year +12.50% +4.35% +4.55%
10th Percentile £33,750 £31,250 £32,500
90th Percentile £100,000 £90,000 £95,000
Central London median annual salary £65,000 £60,000 £55,000
% change year-on-year +8.33% +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 3,726 4,263 4,337
As % of all permanent IT jobs advertised in the City of London 40.66% 41.24% 41.10%
Number of salaries quoted 3,185 3,791 3,833
City of London median annual salary £70,000 £65,000 £61,500
Median salary % change year-on-year +7.69% +5.69% +6.96%
10th Percentile £39,234 £40,000 £37,500
90th Percentile £106,250 £96,250 £97,500
Central London median annual salary £68,625 £65,000 £60,000
% change year-on-year +5.58% +8.33% +6.19%

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 23 January 2020.

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 23 January 2020. 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 -15 3 £65,000 +30.00%
Analytical Skills
Central London

For the 6 months to 23 January 2020, 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.

1 269 (41.01%) Finance
2 255 (38.87%) Problem-Solving
3 202 (30.79%) Agile Software Development
4 168 (25.61%) Degree
5 164 (25.00%) SQL
6 140 (21.34%) Analytics
7 138 (21.04%) Python
8 123 (18.75%) Computer Science
9 121 (18.45%) Java
10 104 (15.85%) JavaScript
11 90 (13.72%) Microsoft
12 87 (13.26%) AWS
13 85 (12.96%) Business Intelligence
14 81 (12.35%) Fintech
15 75 (11.43%) DevOps
16 73 (11.13%) Windows
17 68 (10.37%) Scrum
18 67 (10.21%) User Acceptance Testing
19 66 (10.06%) Project Management
19 66 (10.06%) Linux
20 64 (9.76%) HTML
21 63 (9.60%) Banking
22 62 (9.45%) Computer Science Degree
23 61 (9.30%) Marketing
23 61 (9.30%) CSS
23 61 (9.30%) Management Information System
24 59 (8.99%) C++
25 57 (8.69%) SQL Server
26 56 (8.54%) C#
26 56 (8.54%) .NET

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 27 (4.12%) Apache Spark
2 20 (3.05%) Confluence
3 14 (2.13%) EPiServer
4 13 (1.98%) SharePoint
5 10 (1.52%) CMS
6 7 (1.07%) SAS
7 6 (0.91%) ArcGIS
8 5 (0.76%) Apache
9 4 (0.61%) Apache Airflow
9 4 (0.61%) Headless CMS
9 4 (0.61%) JBoss
9 4 (0.61%) Luigi
9 4 (0.61%) Tomcat
10 2 (0.30%) Adobe Experience Manager
10 2 (0.30%) IIS
10 2 (0.30%) nginx
10 2 (0.30%) Skype for Business
11 1 (0.15%) Oracle SOA Suite
11 1 (0.15%) Sitecore CMS
11 1 (0.15%) Umbraco
Applications
1 41 (6.25%) Microsoft Excel
1 41 (6.25%) Microsoft Office
2 24 (3.66%) MS Visio
3 19 (2.90%) Microsoft Project
4 17 (2.59%) Microsoft PowerPoint
5 3 (0.46%) Photoshop
5 3 (0.46%) SPSS
6 2 (0.30%) Adobe Creative Suite
6 2 (0.30%) Fireworks
6 2 (0.30%) Spreadsheet
7 1 (0.15%) InfoPath
Business Applications
1 6 (0.91%) Dynamics CRM
1 6 (0.91%) R3 Corda
2 5 (0.76%) Distributed Ledger
2 5 (0.76%) Salesforce.com CRM
3 2 (0.30%) NetSuite
4 1 (0.15%) Dynamics AX
4 1 (0.15%) HFM
4 1 (0.15%) ION MarketView
4 1 (0.15%) Magento
4 1 (0.15%) Misys Midas
4 1 (0.15%) Oracle EBS
4 1 (0.15%) Payment Gateway
4 1 (0.15%) RMDS
4 1 (0.15%) WebTrends
Cloud Services
1 87 (13.26%) AWS
2 56 (8.54%) Azure
3 53 (8.08%) Power Platform
4 33 (5.03%) GCP
5 24 (3.66%) Office 365
6 17 (2.59%) SaaS
7 13 (1.98%) BrowserStack
8 11 (1.68%) AWS CloudFormation
9 9 (1.37%) Amazon EC2
10 8 (1.22%) G Suite
10 8 (1.22%) Heroku
11 7 (1.07%) Google Analytics
11 7 (1.07%) Serverless
12 6 (0.91%) Cloud Computing
13 4 (0.61%) Adobe Analytics
13 4 (0.61%) AWS Lambda
13 4 (0.61%) GitHub
13 4 (0.61%) Salesforce Service Cloud
14 2 (0.30%) Dynamics 365
14 2 (0.30%) PowerApps
Communications & Networking
1 21 (3.20%) Firewall
2 18 (2.74%) Internet
3 16 (2.44%) TCP/IP
4 10 (1.52%) DNS
5 9 (1.37%) DHCP
5 9 (1.37%) Network Security
6 7 (1.07%) Intranet
7 6 (0.91%) LAN
7 6 (0.91%) WAN
8 5 (0.76%) VLAN
8 5 (0.76%) VPN
8 5 (0.76%) Wireless
9 4 (0.61%) Intrusion Detection
9 4 (0.61%) IP Telephony
9 4 (0.61%) SMTP
10 3 (0.46%) BGP
10 3 (0.46%) Cisco ASA
10 3 (0.46%) Cisco Firepower
10 3 (0.46%) Unified Communications
11 2 (0.30%) tcpdump
Database & Business Intelligence
1 57 (8.69%) SQL Server
2 55 (8.38%) Data Warehouse
3 51 (7.77%) Big Data
3 51 (7.77%) Power BI
4 47 (7.16%) SQL Server Analysis Services
5 46 (7.01%) SQL Server Integration Services
6 31 (4.73%) PostgreSQL
6 31 (4.73%) Relational Database
7 23 (3.51%) Hadoop
8 21 (3.20%) MySQL
8 21 (3.20%) SQL Server Reporting Services
9 16 (2.44%) NoSQL
10 15 (2.29%) DB2
11 14 (2.13%) Apache Cassandra
11 14 (2.13%) Blockchain
12 12 (1.83%) Snowflake Schema
13 11 (1.68%) Microsoft Analysis Services
14 10 (1.52%) Amazon Redshift
15 9 (1.37%) GIS
16 8 (1.22%) KDB
Development Applications
1 50 (7.62%) JIRA
2 31 (4.73%) Git (software)
3 24 (3.66%) Team Foundation Server
4 17 (2.59%) Selenium
5 14 (2.13%) Visual Studio
6 13 (1.98%) Jenkins
7 12 (1.83%) SpecFlow
8 10 (1.52%) Cucumber
9 7 (1.07%) gulp
9 7 (1.07%) webpack
10 6 (0.91%) Bitbucket
10 6 (0.91%) Grunt
10 6 (0.91%) Subversion
11 5 (0.76%) Jasmine
11 5 (0.76%) Karma Test Runner
11 5 (0.76%) Mocha
11 5 (0.76%) Protractor
12 4 (0.61%) GitLab
12 4 (0.61%) JUnit
13 3 (0.46%) PowerDesigner
General
1 269 (41.01%) Finance
2 63 (9.60%) Banking
3 61 (9.30%) Marketing
4 29 (4.42%) Retail
5 25 (3.81%) Advertising
6 21 (3.20%) Law
7 19 (2.90%) Telecoms
8 17 (2.59%) Legal
9 13 (1.98%) Front Office
9 13 (1.98%) Investment Banking
10 12 (1.83%) Public Sector
11 9 (1.37%) Manufacturing
12 7 (1.07%) Publishing
13 4 (0.61%) Financial Institution
14 3 (0.46%) French Language
14 3 (0.46%) Games
15 2 (0.30%) Automotive
15 2 (0.30%) German Language
15 2 (0.30%) Multimedia
15 2 (0.30%) Spanish Language
Job Titles
1 169 (25.76%) Analyst
2 131 (19.97%) Developer
3 49 (7.47%) Business Analyst
4 31 (4.73%) Data Engineer
5 30 (4.57%) Architect
6 28 (4.27%) Java Developer
6 28 (4.27%) Support Analyst
7 26 (3.96%) Consultant
8 24 (3.66%) Senior Developer
9 21 (3.20%) Product Manager
9 21 (3.20%) Python Developer
9 21 (3.20%) SQL Analyst
10 18 (2.74%) Administrator
11 17 (2.59%) Service Analyst
12 16 (2.44%) Front End Developer (Client-Side Developer)
12 16 (2.44%) Junior
13 15 (2.29%) IT Analyst
13 15 (2.29%) Project Manager
14 14 (2.13%) JavaScript Engineer
14 14 (2.13%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 64 (9.76%) HTML
2 61 (9.30%) CSS
3 56 (8.54%) .NET
4 46 (7.01%) React
5 34 (5.18%) XML
6 28 (4.27%) Node.js
7 27 (4.12%) AngularJS
8 26 (3.96%) HTML5
9 25 (3.81%) Kafka
10 21 (3.20%) CSS3
11 19 (2.90%) Spring
12 17 (2.59%) REST
12 17 (2.59%) Spring Boot
13 15 (2.29%) TensorFlow
14 14 (2.13%) Keras
14 14 (2.13%) Pandas
14 14 (2.13%) scikit-learn
14 14 (2.13%) Web Services
15 13 (1.98%) GraphQL
16 12 (1.83%) Vue.js
Miscellaneous
1 61 (9.30%) Management Information System
2 46 (7.01%) User Experience
3 32 (4.88%) Algorithms
3 32 (4.88%) Greenfield Project
4 31 (4.73%) Data Structures
5 30 (4.57%) Analytical Mindset
6 20 (3.05%) Hedge funds
7 19 (2.90%) Reinsurance
7 19 (2.90%) Self-Motivation
8 18 (2.74%) Mobile App
9 16 (2.44%) Enterprise Software
9 16 (2.44%) Linux Command Line
10 13 (1.98%) AS400
10 13 (1.98%) Derivative
10 13 (1.98%) iSeries
11 12 (1.83%) Cyberthreat
12 11 (1.68%) Fixed Income
12 11 (1.68%) Video Conferencing
13 9 (1.37%) Private Cloud
13 9 (1.37%) Public Cloud
Operating Systems
1 73 (11.13%) Windows
2 66 (10.06%) Linux
3 39 (5.95%) Unix
4 13 (1.98%) Windows 10
5 11 (1.68%) Windows Server 2012
6 10 (1.52%) Windows Server
7 7 (1.07%) Android
7 7 (1.07%) Apple iOS
8 6 (0.91%) Windows 7
9 4 (0.61%) Mac OS
9 4 (0.61%) Red Hat Enterprise Linux
10 2 (0.30%) CentOS
Processes & Methodologies
1 255 (38.87%) Problem-Solving
2 202 (30.79%) Agile Software Development
3 140 (21.34%) Analytics
4 123 (18.75%) Computer Science
5 85 (12.96%) Business Intelligence
6 81 (12.35%) Fintech
7 75 (11.43%) DevOps
8 68 (10.37%) Scrum
9 67 (10.21%) User Acceptance Testing
10 66 (10.06%) Project Management
11 52 (7.93%) Machine Learning
12 51 (7.77%) Data Science
12 51 (7.77%) Mathematics
13 50 (7.62%) Decision-Making
13 50 (7.62%) SDLC
14 48 (7.32%) Stakeholder Management
15 44 (6.71%) Test Automation
16 43 (6.55%) ITIL
17 40 (6.10%) ETL
17 40 (6.10%) Software Engineering
Programming Languages
1 164 (25.00%) SQL
2 138 (21.04%) Python
3 121 (18.45%) Java
4 104 (15.85%) JavaScript
5 59 (8.99%) C++
6 56 (8.54%) C#
7 34 (5.18%) R
7 34 (5.18%) Scala
8 30 (4.57%) TypeScript
9 16 (2.44%) T-SQL
10 15 (2.29%) Java 8
11 14 (2.13%) Data Analysis Expressions (DAX)
12 13 (1.98%) RPG
13 11 (1.68%) PowerShell
13 11 (1.68%) Shell Script
14 10 (1.52%) Bash Shell
15 8 (1.22%) ES6
15 8 (1.22%) VB
15 8 (1.22%) VB.NET
16 6 (0.91%) VBA
Qualifications
1 168 (25.61%) Degree
2 62 (9.45%) Computer Science Degree
3 28 (4.27%) Master's Degree
4 17 (2.59%) PhD
5 15 (2.29%) ISEB
5 15 (2.29%) ISTQB
6 9 (1.37%) CISSP
7 8 (1.22%) PMI Certification
8 6 (0.91%) AWS Certification
8 6 (0.91%) CCNP
8 6 (0.91%) Cisco Certification
8 6 (0.91%) CISM
9 5 (0.76%) CFA
9 5 (0.76%) Microsoft Certification
10 4 (0.61%) CBAP
10 4 (0.61%) GIAC
10 4 (0.61%) Numerate Degree
10 4 (0.61%) SANS
11 3 (0.46%) CISA
11 3 (0.46%) PMP
Quality Assurance & Compliance
1 41 (6.25%) QA
2 16 (2.44%) Data Quality
3 11 (1.68%) SLA
4 10 (1.52%) PMO
5 5 (0.76%) GDPR
5 5 (0.76%) MiFID
6 4 (0.61%) ISO/IEC 27001
7 3 (0.46%) COBIT
8 2 (0.30%) Cyber Essentials
8 2 (0.30%) Cyber Essentials PLUS
8 2 (0.30%) Dodd-Frank
8 2 (0.30%) EMIR
8 2 (0.30%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 1 (0.15%) NIST
9 1 (0.15%) PSD2
9 1 (0.15%) Sarbanes-Oxley
9 1 (0.15%) SEPA
System Software
1 52 (7.93%) Docker
2 21 (3.20%) Active Directory
3 9 (1.37%) VMware Infrastructure
4 3 (0.46%) ProxySG
5 1 (0.15%) Virtual Desktop
Systems Management
1 41 (6.25%) Kubernetes
2 20 (3.05%) Terraform
3 13 (1.98%) Consul
4 12 (1.83%) HP ALM
4 12 (1.83%) HP Quality Center
5 7 (1.07%) Ansible
6 4 (0.61%) Oozie
7 2 (0.30%) AirWatch
7 2 (0.30%) Microsoft Intune
7 2 (0.30%) Puppet
7 2 (0.30%) QRadar
7 2 (0.30%) SCCM
8 1 (0.15%) Istio
8 1 (0.15%) Kibana
8 1 (0.15%) logstash
8 1 (0.15%) Opscode Chef
8 1 (0.15%) Single Sign-On
8 1 (0.15%) Systems Management Server (SMS)
8 1 (0.15%) vCenter Server
Vendors
1 90 (13.72%) Microsoft
2 41 (6.25%) Google
3 32 (4.88%) Salesforce.com
4 29 (4.42%) Tableau
5 23 (3.51%) Oracle
6 16 (2.44%) VMware
7 13 (1.98%) ServiceNow
8 12 (1.83%) HP
8 12 (1.83%) Workday
9 10 (1.52%) Atlassian
9 10 (1.52%) Cisco
9 10 (1.52%) Veeam
10 8 (1.22%) Alteryx
11 7 (1.07%) Adobe
11 7 (1.07%) MuleSoft
12 6 (0.91%) IFS
12 6 (0.91%) Informatica
12 6 (0.91%) Infragistics
12 6 (0.91%) MicroStrategy
12 6 (0.91%) Talend