Period
to 27 November 2021

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Central London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 27 November 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
London > Central London
6 months to
27 Nov 2021
Same period 2020 Same period 2019
Rank 32 44 31
Rank change year-on-year +12 -13 -3
Permanent jobs citing Analytical Skills 482 268 968
As % of all permanent jobs advertised in Central London 6.88% 5.79% 7.69%
As % of the General category 11.55% 9.51% 12.81%
Number of salaries quoted 413 222 852
10th Percentile £42,500 £42,625 £31,250
25th Percentile £50,000 £50,000 £42,500
Median annual salary (50th Percentile) £65,000 £65,000 £62,250
Median % change year-on-year - +4.42% +3.75%
75th Percentile £83,750 £82,500 £80,000
90th Percentile £97,500 £89,875 £97,500
London median annual salary £62,500 £65,000 £60,000
% change year-on-year -3.85% +8.33% -

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

All General Skills
Central London
Permanent vacancies with a requirement for common skills 4,172 2,819 7,556
As % of all permanent IT jobs advertised in Central London 59.59% 60.94% 59.99%
Number of salaries quoted 3,681 2,483 6,513
10th Percentile £40,074 £41,300 £36,000
25th Percentile £52,500 £52,500 £47,500
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% +4.00%
75th Percentile £88,750 £87,500 £82,500
90th Percentile £105,250 £102,500 £97,500
London median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% +4.00%

Analytical Skills
Job Vacancy Trend in Central London

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

Job vacancy trend for Analytical Skills in Central London

Analytical Skills
Salary Trend in Central London

3-month moving average salary quoted in jobs citing Analytical Skills in Central London.

Salary trend for Analytical Skills in Central London

Analytical Skills
Salary Histogram in Central London

Salary distribution for jobs citing Analytical Skills in Central London over the 6 months to 27 November 2021.

Salary histogram for Analytical Skills in Central London

Analytical Skills
Job Locations in Central 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 Central London region over the 6 months to 27 November 2021. 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
City of London +9 391 £70,000 +7.69% 152
City of Westminster -6 13 £37,510 -47.35%
West End of London +3 11 £30,985 -54.10% 1
Southwark -2 6 £95,000 +33.80%
Lambeth - 5 £65,000 -
Analytical Skills
London

For the 6 months to 27 November 2021, 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 Central London region with a requirement for Analytical Skills.

1 202 (41.91%) SQL
2 189 (39.21%) Social Skills
3 184 (38.17%) Problem-Solving
4 160 (33.20%) Finance
5 134 (27.80%) Agile Software Development
6 113 (23.44%) Analytics
7 103 (21.37%) Python
8 96 (19.92%) Business Intelligence
9 88 (18.26%) Degree
10 84 (17.43%) Azure
11 80 (16.60%) Power Platform
12 79 (16.39%) Microsoft
13 75 (15.56%) Project Management
14 73 (15.15%) Power BI
15 72 (14.94%) Visualisation
16 60 (12.45%) Data Warehouse
16 60 (12.45%) Data Science
17 58 (12.03%) Windows
18 57 (11.83%) Business Analysis
19 56 (11.62%) Computer Science
20 54 (11.20%) Stakeholder Management
21 52 (10.79%) Data Analysis
22 51 (10.58%) AWS
22 51 (10.58%) Data Modelling
23 50 (10.37%) Java
24 49 (10.17%) DevOps
25 44 (9.13%) Machine Learning
26 43 (8.92%) QA
27 41 (8.51%) PowerShell
27 41 (8.51%) ETL

Analytical Skills
Co-occurring IT Skills in Central 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 20 (4.15%) SharePoint
2 9 (1.87%) Apache Spark
3 7 (1.45%) Apache
4 5 (1.04%) Confluence
4 5 (1.04%) SAS
5 3 (0.62%) Apache Airflow
6 2 (0.41%) Appian
6 2 (0.41%) IIS
6 2 (0.41%) MS Exchange
6 2 (0.41%) Skype for Business
7 1 (0.21%) Apache Pig
7 1 (0.21%) BizTalk Server
7 1 (0.21%) CMS
7 1 (0.21%) Elasticsearch
7 1 (0.21%) OpenStack
7 1 (0.21%) Umbraco
Applications
1 36 (7.47%) Microsoft Excel
2 27 (5.60%) Microsoft Office
3 18 (3.73%) Microsoft PowerPoint
4 16 (3.32%) MS Visio
5 7 (1.45%) OmniGraffle
6 2 (0.41%) Figma
6 2 (0.41%) SPSS
7 1 (0.21%) Adobe Creative Suite
7 1 (0.21%) InVision
7 1 (0.21%) Microsoft Project
7 1 (0.21%) Sketch
Business Applications
1 3 (0.62%) SAP BPC
1 3 (0.62%) Workday HCM
2 1 (0.21%) Dynamics AX
2 1 (0.21%) Elite 3E
2 1 (0.21%) IBM Planning Analytics
2 1 (0.21%) NetSuite
2 1 (0.21%) Oracle Assets
2 1 (0.21%) Oracle BPM
2 1 (0.21%) Oracle ERP
2 1 (0.21%) Oracle Financials
2 1 (0.21%) Oracle Payables
2 1 (0.21%) Oracle Procure-to-Pay
2 1 (0.21%) Relativity
2 1 (0.21%) Remedy ITSM
2 1 (0.21%) SAP GRC
2 1 (0.21%) SAP Oil and Gas
2 1 (0.21%) SimCorp Dimension
Cloud Services
1 84 (17.43%) Azure
2 80 (16.60%) Power Platform
3 51 (10.58%) AWS
4 34 (7.05%) SaaS
5 32 (6.64%) Microsoft 365
6 18 (3.73%) IaaS
6 18 (3.73%) PaaS
7 17 (3.53%) GCP
8 9 (1.87%) Snowflake
9 7 (1.45%) Serverless
10 6 (1.24%) Amazon EC2
10 6 (1.24%) Amazon S3
10 6 (1.24%) Azure Data Factory
10 6 (1.24%) Power Automate
10 6 (1.24%) PowerApps
10 6 (1.24%) Slack
11 5 (1.04%) AWS CloudFormation
11 5 (1.04%) AWS Lambda
11 5 (1.04%) AWS Step Functions
11 5 (1.04%) Matillion
Communications & Networking
1 31 (6.43%) DNS
2 27 (5.60%) DHCP
2 27 (5.60%) TCP/IP
3 20 (4.15%) BGP
4 15 (3.11%) Intranet
5 11 (2.28%) Firewall
5 11 (2.28%) VPN
6 6 (1.24%) VLAN
7 5 (1.04%) Internet
7 5 (1.04%) SD-WAN
7 5 (1.04%) SMTP
8 4 (0.83%) IPsec
8 4 (0.83%) Wi-Fi
9 3 (0.62%) FTP
9 3 (0.62%) WAN
9 3 (0.62%) WebEx
10 2 (0.41%) DMARC
10 2 (0.41%) Ethernet
10 2 (0.41%) LAN
10 2 (0.41%) MPLS
Database & Business Intelligence
1 73 (15.15%) Power BI
2 60 (12.45%) Data Warehouse
3 38 (7.88%) Tableau
4 34 (7.05%) SQL Server
5 28 (5.81%) Big Data
6 27 (5.60%) Relational Database
7 24 (4.98%) NoSQL
8 19 (3.94%) SQL Server Integration Services
9 18 (3.73%) SQL Server Reporting Services
10 17 (3.53%) Data Lake
11 13 (2.70%) Hadoop
12 11 (2.28%) Amazon Redshift
13 9 (1.87%) Azure SQL Database
13 9 (1.87%) Data Mining
13 9 (1.87%) Looker
14 8 (1.66%) MongoDB
14 8 (1.66%) Power Query
14 8 (1.66%) Qlik Sense
14 8 (1.66%) SAP HANA
15 7 (1.45%) Apache Hive
Development Applications
1 28 (5.81%) JIRA
2 18 (3.73%) Git (software)
3 13 (2.70%) Jenkins
4 10 (2.07%) Maven
5 8 (1.66%) Atlassian Bamboo
5 8 (1.66%) Bitbucket
5 8 (1.66%) Visual Studio
6 6 (1.24%) Gradle
7 4 (0.83%) JMeter
8 3 (0.62%) GitLab
8 3 (0.62%) JUnit
8 3 (0.62%) LoadRunner
8 3 (0.62%) NeoLoad
8 3 (0.62%) Team Foundation Server
8 3 (0.62%) TeamCity
9 2 (0.41%) Cypress.io
9 2 (0.41%) NUnit
9 2 (0.41%) Selenium
9 2 (0.41%) SoapUI
9 2 (0.41%) SpecFlow
General
1 189 (39.21%) Social Skills
2 160 (33.20%) Finance
3 34 (7.05%) Front Office
4 32 (6.64%) Presentation Skills
5 30 (6.22%) Advertising
5 30 (6.22%) Marketing
5 30 (6.22%) Organisational Skills
6 28 (5.81%) Banking
7 25 (5.19%) Law
8 21 (4.36%) Legal
9 14 (2.90%) Back Office
10 13 (2.70%) Influencing Skills
11 11 (2.28%) Financial Institution
11 11 (2.28%) Retail
12 6 (1.24%) French Language
12 6 (1.24%) Private Banking
12 6 (1.24%) Telecoms
13 5 (1.04%) Inclusion and Diversity
14 4 (0.83%) Documentation Skills
14 4 (0.83%) German Language
Job Titles
1 146 (30.29%) Analyst
2 88 (18.26%) Developer
3 30 (6.22%) Business Analyst
4 27 (5.60%) Business Intelligence Developer
5 25 (5.19%) Data Analyst
5 25 (5.19%) Support Analyst
6 24 (4.98%) Architect
7 23 (4.77%) Product Owner
8 20 (4.15%) Data Engineer
9 18 (3.73%) Applications Support
9 18 (3.73%) Data Scientist
10 16 (3.32%) Python Developer
10 16 (3.32%) Systems Analyst
11 15 (3.11%) Applications Support Analyst
11 15 (3.11%) Consultant
11 15 (3.11%) Digital Product Owner
11 15 (3.11%) Front Office Developer
11 15 (3.11%) IT Analyst
12 12 (2.49%) Azure Engineer
12 12 (2.49%) Java Developer
Libraries, Frameworks & Software Standards
1 28 (5.81%) React
2 22 (4.56%) .NET
3 17 (3.53%) .NET Core
4 16 (3.32%) JSON
5 15 (3.11%) XML
6 14 (2.90%) HTML
7 12 (2.49%) Kafka
7 12 (2.49%) Web Services
8 10 (2.07%) CSS
8 10 (2.07%) FIX Protocol
8 10 (2.07%) REST
9 9 (1.87%) MDX
9 9 (1.87%) Middleware
10 8 (1.66%) PySpark
11 7 (1.45%) Visualforce
12 6 (1.24%) JMX
12 6 (1.24%) Spring
12 6 (1.24%) Swagger
13 5 (1.04%) AngularJS
13 5 (1.04%) Vue.js
Miscellaneous
1 41 (8.51%) User Experience
2 25 (5.19%) Analytical Mindset
3 24 (4.98%) Management Information System
4 21 (4.36%) Data Structures
5 17 (3.53%) Algorithms
6 16 (3.32%) Hedge funds
7 14 (2.90%) Self-Motivation
8 10 (2.07%) Equities
9 9 (1.87%) Foreign Exchange (FX)
9 9 (1.87%) Video Conferencing
10 7 (1.45%) CMDB
11 6 (1.24%) Private Cloud
12 5 (1.04%) Clustering
12 5 (1.04%) Enterprise Software
12 5 (1.04%) Hybrid Cloud
12 5 (1.04%) Robotics
12 5 (1.04%) Social Media
13 4 (0.83%) Credit Risk
13 4 (0.83%) Derivative
13 4 (0.83%) Fixed Income
Operating Systems
1 58 (12.03%) Windows
2 30 (6.22%) Windows Server
3 26 (5.39%) Windows 10
4 21 (4.36%) Windows Server 2016
5 20 (4.15%) Windows Server 2012
6 19 (3.94%) Mac OS X
7 13 (2.70%) Linux
8 10 (2.07%) Data ONTAP
9 7 (1.45%) Red Hat Enterprise Linux
10 6 (1.24%) Unix
11 4 (0.83%) Android
11 4 (0.83%) Apple iOS
12 2 (0.41%) Windows 7
12 2 (0.41%) Windows Server 2019
13 1 (0.21%) DC/OS
Processes & Methodologies
1 184 (38.17%) Problem-Solving
2 134 (27.80%) Agile Software Development
3 113 (23.44%) Analytics
4 96 (19.92%) Business Intelligence
5 75 (15.56%) Project Management
6 72 (14.94%) Visualisation
7 60 (12.45%) Data Science
8 57 (11.83%) Business Analysis
9 56 (11.62%) Computer Science
10 54 (11.20%) Stakeholder Management
11 52 (10.79%) Data Analysis
12 51 (10.58%) Data Modelling
13 49 (10.17%) DevOps
14 44 (9.13%) Machine Learning
15 41 (8.51%) ETL
16 40 (8.30%) Decision-Making
16 40 (8.30%) SDLC
17 39 (8.09%) Change Management
18 37 (7.68%) Cybersecurity
19 32 (6.64%) Data Visualisation
Programming Languages
1 202 (41.91%) SQL
2 103 (21.37%) Python
3 50 (10.37%) Java
4 41 (8.51%) PowerShell
5 34 (7.05%) JavaScript
6 21 (4.36%) Bash Shell
6 21 (4.36%) R
6 21 (4.36%) T-SQL
7 19 (3.94%) C#
8 14 (2.90%) PL/SQL
9 12 (2.49%) Scala
10 10 (2.07%) Data Analysis Expressions (DAX)
11 9 (1.87%) C++
12 8 (1.66%) ANSI SQL
12 8 (1.66%) C
13 7 (1.45%) Apex Code
13 7 (1.45%) SOQL
14 5 (1.04%) Shell Script
15 4 (0.83%) VB
15 4 (0.83%) VBA
Qualifications
1 88 (18.26%) Degree
2 38 (7.88%) Computer Science Degree
3 10 (2.07%) Master's Degree
4 8 (1.66%) Numerate Degree
5 7 (1.45%) Security Cleared
6 6 (1.24%) ISTQB
7 5 (1.04%) Cisco Certification
7 5 (1.04%) CISSP
8 4 (0.83%) CCNA
8 4 (0.83%) CISA
8 4 (0.83%) CISMP
8 4 (0.83%) ITIL Certification
8 4 (0.83%) SC Cleared
9 3 (0.62%) CBAP
9 3 (0.62%) CEH
9 3 (0.62%) CompTIA Security+
9 3 (0.62%) SSCP
10 2 (0.41%) Microsoft Certification
10 2 (0.41%) PMI Certification
10 2 (0.41%) PRINCE2 Certification
Quality Assurance & Compliance
1 43 (8.92%) QA
2 26 (5.39%) Data Quality
3 22 (4.56%) SLA
4 12 (2.49%) GDPR
5 11 (2.28%) ISO/IEC 27001
6 7 (1.45%) PMO
7 6 (1.24%) Actionable Recommendations
7 6 (1.24%) MiFID
8 5 (1.04%) SOC 2
9 4 (0.83%) AIFMD
10 3 (0.62%) GRC
10 3 (0.62%) NIST
11 2 (0.41%) PCI DSS
12 1 (0.21%) Accessibility
12 1 (0.21%) EMIR
System Software
1 35 (7.26%) Active Directory
2 28 (5.81%) VMware Infrastructure
3 19 (3.94%) Hyper-V
4 8 (1.66%) Docker
5 3 (0.62%) Apache ZooKeeper
5 3 (0.62%) XenApp
6 1 (0.21%) Firmware
6 1 (0.21%) Forefront TMG
6 1 (0.21%) HDFS
Systems Management
1 30 (6.22%) Terraform
2 17 (3.53%) Ansible
3 11 (2.28%) Kubernetes
4 6 (1.24%) ITRS Geneos
5 3 (0.62%) CASB
6 2 (0.41%) Microsoft Clustering
6 2 (0.41%) SCCM
7 1 (0.21%) Apache Brooklyn
7 1 (0.21%) Control-M
7 1 (0.21%) Forefront Identity Manager
7 1 (0.21%) Marathon
7 1 (0.21%) Mesos
7 1 (0.21%) MOM
7 1 (0.21%) Opscode Chef
7 1 (0.21%) Puppet
7 1 (0.21%) SCOM
Vendors
1 79 (16.39%) Microsoft
2 38 (7.88%) ServiceNow
3 29 (6.02%) LogicMonitor
4 28 (5.81%) VMware
5 22 (4.56%) Oracle
6 19 (3.94%) Okta
6 19 (3.94%) SAP
7 14 (2.90%) Salesforce.com
7 14 (2.90%) Talend
8 10 (2.07%) NetApp
9 9 (1.87%) Google
10 8 (1.66%) Charles River
10 8 (1.66%) Red Hat
10 8 (1.66%) Workday
11 7 (1.45%) Bloomberg
11 7 (1.45%) Databricks
11 7 (1.45%) Fidessa
11 7 (1.45%) Nintex
11 7 (1.45%) Portware
11 7 (1.45%) Tradeweb