Period
to 28 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 28 October 2021 with a comparison to the same period in the previous 2 years.

Analytics
Central London > City of London
6 months to
28 Oct 2021
Same period 2020 Same period 2019
Rank 17 32 26
Rank change year-on-year +15 -6 +13
Permanent jobs citing Analytics 709 269 867
As % of all permanent jobs advertised in the City of London 11.82% 7.35% 8.61%
As % of the Processes & Methodologies category 12.53% 7.79% 9.18%
Number of salaries quoted 643 213 762
10th Percentile £43,050 £38,550 £41,250
25th Percentile £53,500 £50,000 £52,000
Median annual salary (50th Percentile) £72,500 £70,000 £70,000
Median % change year-on-year +3.57% - -
75th Percentile £88,750 £87,500 £86,250
90th Percentile £101,000 £105,000 £107,500
Central London median annual salary £70,000 £68,500 £67,500
% change year-on-year +2.19% +1.48% +1.89%

Analytics is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 5,657 3,451 9,447
As % of all permanent IT jobs advertised in the City of London 94.28% 94.34% 93.82%
Number of salaries quoted 5,048 3,043 8,320
10th Percentile £43,175 £45,000 £38,250
25th Percentile £55,000 £55,000 £51,250
Median annual salary (50th Percentile) £72,500 £70,000 £67,500
Median % change year-on-year +3.57% +3.70% +3.85%
75th Percentile £91,250 £85,000 £82,500
90th Percentile £107,500 £100,000 £97,500
Central London median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% +4.00%

Analytics
Job Vacancy Trend in the City of London

Job postings citing Analytics as a proportion of all IT jobs advertised in the City of London.

Job vacancy trend for Analytics in the City of London

Analytics
Salary Trend in the City of London

3-month moving average salary quoted in jobs citing Analytics in the City of London.

Salary trend for Analytics in the City of London

Analytics
Salary Histogram in the City of London

Salary distribution for jobs citing Analytics in the City of London over the 6 months to 28 October 2021.

Salary histogram for Analytics in the City of London

For the 6 months to 28 October 2021, IT jobs citing Analytics 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 Analytics.

1 277 (39.07%) SQL
2 270 (38.08%) Python
3 210 (29.62%) Business Intelligence
4 194 (27.36%) Finance
5 190 (26.80%) Agile Software Development
6 186 (26.23%) AWS
7 182 (25.67%) Azure
8 162 (22.85%) Data Analytics
9 141 (19.89%) Data Warehouse
10 131 (18.48%) ETL
11 129 (18.19%) Java
11 129 (18.19%) Power Platform
12 128 (18.05%) Power BI
13 124 (17.49%) Data Modelling
14 122 (17.21%) Software Engineering
15 114 (16.08%) Analytical Skills
16 111 (15.66%) Data Science
17 107 (15.09%) Social Skills
18 103 (14.53%) Visualisation
19 100 (14.10%) Microsoft
20 97 (13.68%) Big Data
21 91 (12.83%) Data Engineering
22 86 (12.13%) Degree
23 83 (11.71%) DevOps
24 81 (11.42%) Apache Spark
25 75 (10.58%) R
26 71 (10.01%) Data Lake
27 70 (9.87%) Problem-Solving
28 68 (9.59%) Marketing
28 68 (9.59%) Scala

Analytics
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 81 (11.42%) Apache Spark
2 33 (4.65%) SharePoint
3 28 (3.95%) SAS
4 15 (2.12%) Apache
5 11 (1.55%) Apache Airflow
6 8 (1.13%) CMS
7 6 (0.85%) Elasticsearch
7 6 (0.85%) IBM HTTP Server
8 5 (0.71%) Drupal
9 4 (0.56%) WordPress
10 3 (0.42%) Apache Pig
11 2 (0.28%) Confluence
11 2 (0.28%) Headless CMS
11 2 (0.28%) Jupyter
11 2 (0.28%) Umbraco
12 1 (0.14%) Appian
12 1 (0.14%) concrete5
12 1 (0.14%) OpenStack
12 1 (0.14%) Oracle SOA Suite
12 1 (0.14%) Traefik
Applications
1 51 (7.19%) Microsoft Excel
2 21 (2.96%) MS Visio
3 15 (2.12%) Microsoft Office
4 12 (1.69%) Chatbot
5 11 (1.55%) Spreadsheet
6 6 (0.85%) OmniGraffle
6 6 (0.85%) SPSS
7 3 (0.42%) Figma
7 3 (0.42%) Microsoft PowerPoint
7 3 (0.42%) Sketch
8 2 (0.28%) Microsoft Project
9 1 (0.14%) UserZoom
9 1 (0.14%) Zeplin
Business Applications
1 10 (1.41%) Shopify
2 3 (0.42%) Sentinel
2 3 (0.42%) Workday HCM
3 2 (0.28%) Dynamics CRM
3 2 (0.28%) Q-Pulse
4 1 (0.14%) IBM Planning Analytics
4 1 (0.14%) Oracle ERP
4 1 (0.14%) Oracle Financials
4 1 (0.14%) Oracle Procure-to-Pay
4 1 (0.14%) SAP BPC
4 1 (0.14%) SAP GRC
4 1 (0.14%) SAP Oil and Gas
4 1 (0.14%) SAP S/4HANA
Cloud Services
1 186 (26.23%) AWS
2 182 (25.67%) Azure
3 129 (18.19%) Power Platform
4 66 (9.31%) GCP
5 41 (5.78%) SaaS
6 32 (4.51%) Microsoft 365
7 31 (4.37%) Azure Data Factory
8 30 (4.23%) Google Analytics
9 25 (3.53%) PowerApps
9 25 (3.53%) Snowflake
10 24 (3.39%) Amazon S3
10 24 (3.39%) Serverless
11 20 (2.82%) Power Automate
12 19 (2.68%) AWS Lambda
12 19 (2.68%) Azure Synapse Analytics
13 12 (1.69%) AWS CloudFormation
13 12 (1.69%) GitHub
13 12 (1.69%) Google Ads
14 11 (1.55%) Amazon EC2
15 10 (1.41%) Facebook Ads
Communications & Networking
1 8 (1.13%) Extranet
2 6 (0.85%) Intranet
3 4 (0.56%) Firewall
4 3 (0.42%) AMQP
4 3 (0.42%) DNS
4 3 (0.42%) SMS
4 3 (0.42%) SSL
5 2 (0.28%) Broadband
5 2 (0.28%) DSL
5 2 (0.28%) Internet
5 2 (0.28%) Intrusion Detection
5 2 (0.28%) Network Security
6 1 (0.14%) BGP
6 1 (0.14%) HTTP
6 1 (0.14%) Multicast
6 1 (0.14%) OSPF
6 1 (0.14%) SSH
6 1 (0.14%) TCP/IP
6 1 (0.14%) VPN
6 1 (0.14%) WPA
Database & Business Intelligence
1 141 (19.89%) Data Warehouse
2 128 (18.05%) Power BI
3 97 (13.68%) Big Data
4 71 (10.01%) Data Lake
5 57 (8.04%) Tableau
6 49 (6.91%) Hadoop
7 47 (6.63%) Amazon Redshift
8 45 (6.35%) SQL Server
9 33 (4.65%) SQL Server Integration Services
10 30 (4.23%) Looker
11 29 (4.09%) Relational Database
11 29 (4.09%) SQL Server Reporting Services
12 26 (3.67%) BigQuery
12 26 (3.67%) NoSQL
13 23 (3.24%) SQL Server Analysis Services
14 22 (3.10%) PostgreSQL
15 18 (2.54%) Azure SQL Database
15 18 (2.54%) Data Mining
16 14 (1.97%) BusinessObjects
16 14 (1.97%) Star Schema
Development Applications
1 38 (5.36%) JIRA
2 34 (4.80%) Jenkins
3 20 (2.82%) Spinnaker
4 13 (1.83%) Git (software)
5 11 (1.55%) Visual Studio
6 6 (0.85%) IntelliJ
6 6 (0.85%) Selenium
7 5 (0.71%) Cucumber
7 5 (0.71%) Gradle
8 4 (0.56%) ER Studio
8 4 (0.56%) ERwin
8 4 (0.56%) Grunt
9 3 (0.42%) Bitbucket
10 2 (0.28%) Ant
10 2 (0.28%) Atlassian Bamboo
10 2 (0.28%) Cypress.io
10 2 (0.28%) Moq
10 2 (0.28%) NUnit
10 2 (0.28%) PowerDesigner
10 2 (0.28%) ReSharper
General
1 194 (27.36%) Finance
2 114 (16.08%) Analytical Skills
3 107 (15.09%) Social Skills
4 68 (9.59%) Marketing
5 56 (7.90%) Publishing
6 36 (5.08%) Advertising
7 30 (4.23%) Banking
8 27 (3.81%) Retail
9 25 (3.53%) Public Sector
10 24 (3.39%) Law
11 22 (3.10%) Games
12 17 (2.40%) Front Office
12 17 (2.40%) Legal
13 16 (2.26%) Investment Banking
14 12 (1.69%) Presentation Skills
15 10 (1.41%) Organisational Skills
15 10 (1.41%) Telecoms
16 6 (0.85%) Pharmaceutical
17 5 (0.71%) French Language
18 4 (0.56%) Retail Banking
Job Titles
1 120 (16.93%) Analyst
2 119 (16.78%) Developer
3 118 (16.64%) Data Engineer
4 51 (7.19%) Data Analyst
5 48 (6.77%) Software Engineer
6 46 (6.49%) Architect
7 43 (6.06%) Data Scientist
8 39 (5.50%) Senior Developer
9 33 (4.65%) Consultant
10 26 (3.67%) Business Analyst
10 26 (3.67%) Business Intelligence Analyst
10 26 (3.67%) Data Architect
10 26 (3.67%) Senior Data Engineer
11 25 (3.53%) AWS Engineer
11 25 (3.53%) Big Data Engineer
11 25 (3.53%) Java Engineer
12 23 (3.24%) Principal Engineer
13 22 (3.10%) Data Analytics Engineer
14 20 (2.82%) .NET Developer
14 20 (2.82%) Python Developer
Libraries, Frameworks & Software Standards
1 61 (8.60%) Kafka
2 52 (7.33%) React
3 47 (6.63%) .NET
4 44 (6.21%) HTML
5 35 (4.94%) CSS
6 27 (3.81%) .NET Core
7 21 (2.96%) PySpark
7 21 (2.96%) Web Services
8 19 (2.68%) Node.js
9 18 (2.54%) HTML5
10 17 (2.40%) jQuery
11 15 (2.12%) AngularJS
11 15 (2.12%) ASP.NET Web API
11 15 (2.12%) RESTful
12 12 (1.69%) Spring
13 11 (1.55%) Redux
13 11 (1.55%) Sass
13 11 (1.55%) SQLAlchemy
14 10 (1.41%) ASP.NET
15 7 (0.99%) Backbone.js
Miscellaneous
1 46 (6.49%) User Experience
2 31 (4.37%) Data Structures
2 31 (4.37%) Management Information System
3 30 (4.23%) Algorithms
4 25 (3.53%) Hedge funds
5 24 (3.39%) Derivative
6 22 (3.10%) Social Media
7 17 (2.40%) Virtual Team
8 16 (2.26%) Enterprise Software
8 16 (2.26%) Greenfield Project
9 15 (2.12%) Mobile Games
10 12 (1.69%) Data Centre
11 11 (1.55%) Reinsurance
12 9 (1.27%) NHS
13 7 (0.99%) Analytical Mindset
13 7 (0.99%) Life Science
14 6 (0.85%) Cloud Native
15 5 (0.71%) Credit Risk
15 5 (0.71%) Public Cloud
15 5 (0.71%) Self-Motivation
Operating Systems
1 20 (2.82%) Unix
2 14 (1.97%) Linux
3 7 (0.99%) Windows
4 4 (0.56%) Windows 10
5 2 (0.28%) Apple iOS
6 1 (0.14%) Android
Processes & Methodologies
1 210 (29.62%) Business Intelligence
2 190 (26.80%) Agile Software Development
3 162 (22.85%) Data Analytics
4 131 (18.48%) ETL
5 124 (17.49%) Data Modelling
6 122 (17.21%) Software Engineering
7 111 (15.66%) Data Science
8 103 (14.53%) Visualisation
9 91 (12.83%) Data Engineering
10 83 (11.71%) DevOps
11 70 (9.87%) Problem-Solving
12 64 (9.03%) Data Management
12 64 (9.03%) Fintech
13 61 (8.60%) Full Stack Development
14 56 (7.90%) Data Visualisation
15 55 (7.76%) Data Pipeline
15 55 (7.76%) Machine Learning
16 54 (7.62%) Mentoring
17 53 (7.48%) Decision-Making
18 51 (7.19%) Data Analysis
Programming Languages
1 277 (39.07%) SQL
2 270 (38.08%) Python
3 129 (18.19%) Java
4 75 (10.58%) R
5 68 (9.59%) Scala
6 65 (9.17%) JavaScript
7 51 (7.19%) C#
8 29 (4.09%) TypeScript
9 28 (3.95%) T-SQL
10 24 (3.39%) Go
11 17 (2.40%) VBA
12 14 (1.97%) C++
13 11 (1.55%) PL/SQL
14 10 (1.41%) Data Analysis Expressions (DAX)
15 9 (1.27%) ES7
15 9 (1.27%) Java 8
16 8 (1.13%) C
17 7 (0.99%) LookML
17 7 (0.99%) PowerShell
18 6 (0.85%) Clojure
Qualifications
1 86 (12.13%) Degree
2 18 (2.54%) Master's Degree
3 14 (1.97%) Computer Science Degree
3 14 (1.97%) SC Cleared
3 14 (1.97%) Security Cleared
4 8 (1.13%) PhD
5 6 (0.85%) ISTQB
6 5 (0.71%) CISSP
6 5 (0.71%) ITIL Certification
6 5 (0.71%) SAS Certification
7 4 (0.56%) CEH
7 4 (0.56%) IIBA
7 4 (0.56%) ISEB
7 4 (0.56%) Numerate Degree
7 4 (0.56%) OSCP
8 3 (0.42%) CISA
8 3 (0.42%) CISM
8 3 (0.42%) DV Cleared
9 2 (0.28%) Microsoft Certification
9 2 (0.28%) Six Sigma Yellow Belt
Quality Assurance & Compliance
1 55 (7.76%) Data Quality
2 25 (3.53%) QA
3 6 (0.85%) GDPR
4 5 (0.71%) Accessibility
4 5 (0.71%) PMO
5 4 (0.56%) Solvency II
6 2 (0.28%) COBIT
6 2 (0.28%) Cyber Essentials
7 1 (0.14%) Actionable Recommendations
7 1 (0.14%) COSO
7 1 (0.14%) GRC
7 1 (0.14%) ITGC
7 1 (0.14%) NIST
7 1 (0.14%) SLA
System Software
1 49 (6.91%) Docker
2 6 (0.85%) HDFS
3 2 (0.28%) Active Directory
3 2 (0.28%) Apache Flume
3 2 (0.28%) Virtual Desktop
4 1 (0.14%) Apache ZooKeeper
4 1 (0.14%) VirtualBox
Systems Management
1 55 (7.76%) Kubernetes
2 30 (4.23%) Terraform
3 5 (0.71%) Ansible
4 4 (0.56%) HP Quality Center
5 3 (0.42%) Puppet
6 2 (0.28%) Control-M
7 1 (0.14%) Docker Swarm
7 1 (0.14%) Nagios
7 1 (0.14%) Opscode Chef
7 1 (0.14%) Opsgenie
7 1 (0.14%) Prometheus
Vendors
1 100 (14.10%) Microsoft
2 54 (7.62%) Google
3 36 (5.08%) Databricks
4 32 (4.51%) Oracle
5 31 (4.37%) Informatica
6 24 (3.39%) Facebook
6 24 (3.39%) Talend
7 22 (3.10%) Alteryx
7 22 (3.10%) SAP
8 15 (2.12%) IBM
9 13 (1.83%) Salesforce.com
10 11 (1.55%) Workday
11 8 (1.13%) Cloudera
12 6 (0.85%) Nintex
12 6 (0.85%) OpenText
12 6 (0.85%) Teradata
13 4 (0.56%) PeopleSoft
13 4 (0.56%) Sitecore
14 3 (0.42%) Guidewire
14 3 (0.42%) MicroStrategy