Period
to 23 July 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 23 July 2021 with a comparison to the same period in the previous 2 years.

Analytics
Central London > City of London
6 months to
23 Jul 2021
Same period 2020 Same period 2019
Rank 20 31 22
Rank change year-on-year +11 -9 +17
Permanent jobs citing Analytics 612 403 988
As % of all permanent jobs advertised in the City of London 10.89% 7.31% 9.61%
As % of the Processes & Methodologies category 11.43% 7.75% 10.24%
Number of salaries quoted 535 329 898
10th Percentile £45,000 £40,400 £42,500
25th Percentile £52,500 £52,500 £52,000
Median annual salary (50th Percentile) £72,500 £70,000 £70,000
Median % change year-on-year +3.57% - +3.70%
75th Percentile £88,750 £87,500 £86,250
90th Percentile £105,000 £105,500 £102,500
Central London median annual salary £70,000 £70,000 £67,500
% change year-on-year - +3.70% +3.85%

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 5,356 5,198 9,652
As % of all permanent IT jobs advertised in the City of London 95.29% 94.27% 93.85%
Number of salaries quoted 4,780 4,573 8,605
10th Percentile £43,750 £42,500 £37,500
25th Percentile £55,000 £52,500 £50,000
Median annual salary (50th Percentile) £72,500 £70,000 £65,000
Median % change year-on-year +3.57% +7.69% +1.56%
75th Percentile £91,250 £85,000 £82,500
90th Percentile £106,250 £97,500 £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 23 July 2021.

Salary histogram for Analytics in the City of London

Analytics
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 Analytics within the City of London region over the 6 months to 23 July 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
London Bridge +8 4 £80,000 +56.10%
Analytics
Central London

For the 6 months to 23 July 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.

1 226 (36.93%) SQL
2 205 (33.50%) Python
3 180 (29.41%) Business Intelligence
3 180 (29.41%) Data Analytics
4 174 (28.43%) Finance
5 150 (24.51%) Agile Software Development
6 147 (24.02%) AWS
7 143 (23.37%) Azure
8 127 (20.75%) Power Platform
9 125 (20.42%) Power BI
10 107 (17.48%) Analytical Skills
11 106 (17.32%) Social Skills
12 100 (16.34%) ETL
13 99 (16.18%) Data Science
14 97 (15.85%) Big Data
15 96 (15.69%) Data Warehouse
16 95 (15.52%) Data Modelling
17 88 (14.38%) Data Engineering
18 85 (13.89%) Java
19 83 (13.56%) Degree
20 80 (13.07%) Apache Spark
21 77 (12.58%) DevOps
22 74 (12.09%) Software Engineering
23 71 (11.60%) Microsoft
23 71 (11.60%) JavaScript
24 69 (11.27%) Machine Learning
25 67 (10.95%) Data Analysis
25 67 (10.95%) Visualisation
26 64 (10.46%) Data Lake
27 62 (10.13%) Tableau

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 80 (13.07%) Apache Spark
2 35 (5.72%) SharePoint
3 15 (2.45%) SAS
4 11 (1.80%) Apache
5 10 (1.63%) Drupal
6 8 (1.31%) Apache Airflow
6 8 (1.31%) CMS
6 8 (1.31%) Elasticsearch
7 7 (1.14%) WordPress
8 3 (0.49%) Confluence
8 3 (0.49%) OpenStack
8 3 (0.49%) Umbraco
9 2 (0.33%) Apache Pig
9 2 (0.33%) Headless CMS
9 2 (0.33%) Jupyter
10 1 (0.16%) Appian
10 1 (0.16%) MS Exchange
10 1 (0.16%) Oracle SOA Suite
10 1 (0.16%) Traefik
Applications
1 40 (6.54%) Microsoft Excel
2 18 (2.94%) Spreadsheet
3 14 (2.29%) Microsoft Office
4 12 (1.96%) MS Visio
5 7 (1.14%) Microsoft PowerPoint
6 5 (0.82%) Chatbot
7 3 (0.49%) Figma
7 3 (0.49%) Sketch
7 3 (0.49%) SPSS
8 2 (0.33%) Microsoft Project
9 1 (0.16%) Zeplin
Business Applications
1 7 (1.14%) Shopify
2 6 (0.98%) Salesforce.com CRM
3 2 (0.33%) Q-Pulse
3 2 (0.33%) SAP ERP
4 1 (0.16%) Actimize
4 1 (0.16%) FINCAD Analytics
4 1 (0.16%) Oracle ERP
4 1 (0.16%) Oracle Financials
4 1 (0.16%) Oracle Procure-to-Pay
4 1 (0.16%) SAP BPC
4 1 (0.16%) SAP GRC
4 1 (0.16%) SAP Oil and Gas
Cloud Services
1 147 (24.02%) AWS
2 143 (23.37%) Azure
3 127 (20.75%) Power Platform
4 53 (8.66%) GCP
5 39 (6.37%) PowerApps
6 38 (6.21%) Power Automate
7 35 (5.72%) SaaS
8 30 (4.90%) Microsoft 365
9 27 (4.41%) Azure Data Factory
10 25 (4.08%) Google Analytics
11 19 (3.10%) Azure Logic Apps
12 16 (2.61%) Amazon S3
13 13 (2.12%) Amazon EC2
13 13 (2.12%) PaaS
14 11 (1.80%) Serverless
15 9 (1.47%) AWS CloudFormation
15 9 (1.47%) Snowflake
16 8 (1.31%) Veeva
17 7 (1.14%) GitHub
17 7 (1.14%) npm
Communications & Networking
1 16 (2.61%) Extranet
2 8 (1.31%) AMQP
3 4 (0.65%) Broadband
4 3 (0.49%) 5G
4 3 (0.49%) HTTP
4 3 (0.49%) Network Security
5 2 (0.33%) DNS
5 2 (0.33%) Firewall
5 2 (0.33%) SSL
5 2 (0.33%) TCP/IP
6 1 (0.16%) Internet
6 1 (0.16%) Intrusion Detection
Database & Business Intelligence
1 125 (20.42%) Power BI
2 97 (15.85%) Big Data
3 96 (15.69%) Data Warehouse
4 64 (10.46%) Data Lake
5 62 (10.13%) Tableau
6 61 (9.97%) Hadoop
7 48 (7.84%) Amazon Redshift
8 39 (6.37%) SQL Server
9 27 (4.41%) BigQuery
10 25 (4.08%) NoSQL
11 22 (3.59%) Relational Database
12 21 (3.43%) Looker
13 20 (3.27%) Azure SQL Database
14 15 (2.45%) BusinessObjects
14 15 (2.45%) Metadata
15 14 (2.29%) Apache Hive
16 13 (2.12%) SQL Server Integration Services
16 13 (2.12%) SQL Server Reporting Services
17 12 (1.96%) MySQL
17 12 (1.96%) PostgreSQL
Development Applications
1 38 (6.21%) JIRA
2 14 (2.29%) Visual Studio
3 11 (1.80%) Git (software)
4 9 (1.47%) Jenkins
5 8 (1.31%) Burp Suite
6 7 (1.14%) Grunt
7 5 (0.82%) Selenium
8 4 (0.65%) Cucumber
8 4 (0.65%) Cypress.io
8 4 (0.65%) ER Studio
8 4 (0.65%) ERwin
8 4 (0.65%) Gradle
8 4 (0.65%) Moq
8 4 (0.65%) NUnit
8 4 (0.65%) ReSharper
9 3 (0.49%) MLflow
10 2 (0.33%) Bitbucket
10 2 (0.33%) PowerDesigner
10 2 (0.33%) SonarQube
10 2 (0.33%) SQL Server Management Studio (SSMS)
General
1 174 (28.43%) Finance
2 107 (17.48%) Analytical Skills
3 106 (17.32%) Social Skills
4 62 (10.13%) Marketing
5 30 (4.90%) Retail
6 25 (4.08%) Banking
6 25 (4.08%) Front Office
7 21 (3.43%) Advertising
8 19 (3.10%) Legal
9 18 (2.94%) Games
9 18 (2.94%) Law
10 16 (2.61%) Presentation Skills
11 14 (2.29%) Influencing Skills
12 10 (1.63%) Public Sector
12 10 (1.63%) Telecoms
13 9 (1.47%) Investment Banking
14 8 (1.31%) Organisational Skills
14 8 (1.31%) Pharmaceutical
15 6 (0.98%) Publishing
16 5 (0.82%) Local Government
Job Titles
1 126 (20.59%) Developer
2 85 (13.89%) Data Engineer
3 81 (13.24%) Analyst
4 43 (7.03%) Big Data Engineer
5 38 (6.21%) Data Analyst
6 35 (5.72%) Data Analytics Engineer
7 34 (5.56%) Data Scientist
7 34 (5.56%) Java Engineer
7 34 (5.56%) Senior Developer
8 31 (5.07%) AWS Engineer
9 30 (4.90%) Software Engineer
10 27 (4.41%) Consultant
11 25 (4.08%) Architect
12 23 (3.76%) Big Data Software Engineer
12 23 (3.76%) Java Software Engineer
13 21 (3.43%) .NET Developer
14 20 (3.27%) Business Intelligence Developer
15 19 (3.10%) Data Architect
15 19 (3.10%) Python Developer
16 16 (2.61%) SharePoint Developer
Libraries, Frameworks & Software Standards
1 52 (8.50%) React
2 46 (7.52%) HTML
3 45 (7.35%) CSS
4 44 (7.19%) .NET
5 32 (5.23%) Kafka
6 29 (4.74%) .NET Core
7 25 (4.08%) jQuery
8 22 (3.59%) AngularJS
9 20 (3.27%) Node.js
10 17 (2.78%) PySpark
11 16 (2.61%) Web Services
12 14 (2.29%) RESTful
13 12 (1.96%) Redux
13 12 (1.96%) Sass
13 12 (1.96%) SQLAlchemy
14 11 (1.80%) ASP.NET Web API
15 9 (1.47%) Spring
16 8 (1.31%) Vue.js
16 8 (1.31%) XML
17 7 (1.14%) Laravel
Miscellaneous
1 36 (5.88%) User Experience
2 30 (4.90%) Management Information System
3 26 (4.25%) Greenfield Project
4 25 (4.08%) Algorithms
4 25 (4.08%) Data Structures
5 21 (3.43%) Derivative
6 18 (2.94%) Social Media
7 16 (2.61%) Data Centre
8 15 (2.45%) Hedge funds
9 14 (2.29%) Reinsurance
10 13 (2.12%) Enterprise Software
10 13 (2.12%) Mobile Games
11 10 (1.63%) Life Science
12 9 (1.47%) Foreign Exchange (FX)
12 9 (1.47%) Private Cloud
13 8 (1.31%) Analytical Mindset
14 6 (0.98%) Credit Risk
14 6 (0.98%) NHS
14 6 (0.98%) Virtual Team
15 5 (0.82%) Blog
Operating Systems
1 17 (2.78%) Linux
2 10 (1.63%) Unix
3 5 (0.82%) Windows
4 4 (0.65%) Windows 10
5 3 (0.49%) Apple iOS
6 2 (0.33%) Android
Processes & Methodologies
1 180 (29.41%) Business Intelligence
1 180 (29.41%) Data Analytics
2 150 (24.51%) Agile Software Development
3 100 (16.34%) ETL
4 99 (16.18%) Data Science
5 95 (15.52%) Data Modelling
6 88 (14.38%) Data Engineering
7 77 (12.58%) DevOps
8 74 (12.09%) Software Engineering
9 69 (11.27%) Machine Learning
10 67 (10.95%) Data Analysis
10 67 (10.95%) Visualisation
11 61 (9.97%) Problem-Solving
12 56 (9.15%) Decision-Making
13 52 (8.50%) Data Strategy
14 47 (7.68%) Data Pipeline
15 43 (7.03%) Artificial Intelligence
16 42 (6.86%) CRM
17 41 (6.70%) Data Management
18 40 (6.54%) Computer Science
Programming Languages
1 226 (36.93%) SQL
2 205 (33.50%) Python
3 85 (13.89%) Java
4 71 (11.60%) JavaScript
5 44 (7.19%) R
6 34 (5.56%) TypeScript
7 33 (5.39%) C#
8 20 (3.27%) T-SQL
9 12 (1.96%) Scala
10 11 (1.80%) C++
11 9 (1.47%) Data Analysis Expressions (DAX)
11 9 (1.47%) PowerShell
12 8 (1.31%) ES7
12 8 (1.31%) PHP
13 7 (1.14%) Java 8
14 6 (0.98%) VBA
15 5 (0.82%) Cypher
15 5 (0.82%) Shell Script
16 4 (0.65%) PL/SQL
17 3 (0.49%) HiveQL
Qualifications
1 83 (13.56%) Degree
2 12 (1.96%) Master's Degree
3 9 (1.47%) Computer Science Degree
4 7 (1.14%) PhD
4 7 (1.14%) SC Cleared
4 7 (1.14%) Security Cleared
5 6 (0.98%) ISTQB
6 5 (0.82%) CISA
6 5 (0.82%) DV Cleared
7 4 (0.65%) CISM
7 4 (0.65%) CISSP
7 4 (0.65%) IIBA
7 4 (0.65%) ISEB
8 3 (0.49%) CRISC
8 3 (0.49%) Numerate Degree
9 2 (0.33%) ISTQB Advanced Certification
9 2 (0.33%) ISTQB Foundation Certification
9 2 (0.33%) ITIL Certification
9 2 (0.33%) Six Sigma Yellow Belt
10 1 (0.16%) SAS Certification
Quality Assurance & Compliance
1 43 (7.03%) Data Quality
2 29 (4.74%) QA
3 15 (2.45%) Cyber Essentials
4 11 (1.80%) PMO
5 9 (1.47%) Accessibility
6 5 (0.82%) GDPR
6 5 (0.82%) SLA
6 5 (0.82%) Solvency II
7 4 (0.65%) COBIT
8 3 (0.49%) NIST
9 2 (0.33%) GRC
10 1 (0.16%) Actionable Recommendations
System Software
1 46 (7.52%) Docker
2 4 (0.65%) Apache ZooKeeper
2 4 (0.65%) HDFS
3 3 (0.49%) Apache Flume
4 2 (0.33%) Active Directory
5 1 (0.16%) Virtual Machines
5 1 (0.16%) VirtualBox
Systems Management
1 48 (7.84%) Kubernetes
2 17 (2.78%) Terraform
3 8 (1.31%) Ansible
4 4 (0.65%) HP Quality Center
4 4 (0.65%) Puppet
5 3 (0.49%) Kubeflow
6 1 (0.16%) Control-M
6 1 (0.16%) Docker Swarm
6 1 (0.16%) Opscode Chef
6 1 (0.16%) PowerCLI
6 1 (0.16%) Prometheus
6 1 (0.16%) SCCM
6 1 (0.16%) Single Sign-On
Vendors
1 71 (11.60%) Microsoft
2 42 (6.86%) Google
3 38 (6.21%) Databricks
4 22 (3.59%) Oracle
5 19 (3.10%) Facebook
6 16 (2.61%) Workday
7 13 (2.12%) Salesforce.com
7 13 (2.12%) Talend
8 11 (1.80%) SAP
9 10 (1.63%) Alteryx
10 7 (1.14%) Cloudera
10 7 (1.14%) IBM
10 7 (1.14%) Sitecore
11 5 (0.82%) Adobe
11 5 (0.82%) Informatica
12 4 (0.65%) PeopleSoft
13 3 (0.49%) Bloomberg
13 3 (0.49%) Greenplum
13 3 (0.49%) MicroStrategy
13 3 (0.49%) ServiceNow