Period
to 9 December 2021

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 9 December 2021 with a comparison to the same period in the previous 2 years.

Data Analytics
Central London > City of London
6 months to
9 Dec 2021
Same period 2020 Same period 2019
Rank 115 111 148
Rank change year-on-year -4 +37 +67
Permanent jobs citing Data Analytics 158 98 213
As % of all permanent jobs advertised in the City of London 2.54% 2.37% 2.16%
As % of the Processes & Methodologies category 2.70% 2.50% 2.29%
Number of salaries quoted 145 84 186
10th Percentile £38,800 £42,639 £46,250
25th Percentile £47,500 £52,500 £56,250
Median annual salary (50th Percentile) £65,000 £72,500 £80,000
Median % change year-on-year -10.34% -9.38% +6.67%
75th Percentile £86,250 £87,500 £97,500
90th Percentile £103,000 £88,750 £114,375
Central London median annual salary £62,500 £70,000 £75,000
% change year-on-year -10.71% -6.67% -

Data 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 5,842 3,920 9,294
As % of all permanent IT jobs advertised in the City of London 93.80% 94.85% 94.14%
Number of salaries quoted 5,239 3,450 8,118
10th Percentile £43,000 £45,000 £37,500
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 £92,500 £87,500 £82,500
90th Percentile £108,750 £103,750 £97,500
Central London median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% -

Data Analytics
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Analytics in the City of London

Data Analytics
Salary Trend in the City of London

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

Salary trend for Data Analytics in the City of London

Data Analytics
Salary Histogram in the City of London

Salary distribution for jobs citing Data Analytics in the City of London over the 6 months to 9 December 2021.

Salary histogram for Data Analytics in the City of London

For the 6 months to 9 December 2021, IT jobs citing Data 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 Data Analytics.

1 158 (100.00%) Analytics
2 78 (49.37%) SQL
3 69 (43.67%) Business Intelligence
4 65 (41.14%) Finance
5 61 (38.61%) Visualisation
6 50 (31.65%) Python
7 42 (26.58%) Power BI
7 42 (26.58%) Power Platform
8 41 (25.95%) Social Skills
9 39 (24.68%) Azure
10 38 (24.05%) Data Visualisation
11 35 (22.15%) AWS
12 34 (21.52%) Agile Software Development
13 32 (20.25%) Data Warehouse
14 30 (18.99%) ETL
15 29 (18.35%) Data Quality
16 27 (17.09%) Data Science
17 26 (16.46%) Microsoft
18 24 (15.19%) R
19 23 (14.56%) Data Modelling
20 22 (13.92%) Data Analysis
21 21 (13.29%) Data Management
22 20 (12.66%) Microsoft Excel
22 20 (12.66%) Java
23 19 (12.03%) Software Engineering
23 19 (12.03%) Machine Learning
24 18 (11.39%) Artificial Intelligence
24 18 (11.39%) Data Engineering
25 17 (10.76%) Analytical Skills
26 16 (10.13%) Big Data

Data 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 14 (8.86%) Apache Spark
2 3 (1.90%) CMS
2 3 (1.90%) SAS
3 2 (1.27%) SharePoint
4 1 (0.63%) Appian
4 1 (0.63%) Confluence
Applications
1 20 (12.66%) Microsoft Excel
2 1 (0.63%) Microsoft Office
2 1 (0.63%) MS Visio
Business Applications
1 1 (0.63%) Oracle ERP
1 1 (0.63%) Oracle Financials
1 1 (0.63%) Oracle Procure-to-Pay
1 1 (0.63%) SAP BPC
1 1 (0.63%) SAP GRC
1 1 (0.63%) SAP Oil and Gas
Cloud Services
1 42 (26.58%) Power Platform
2 39 (24.68%) Azure
3 35 (22.15%) AWS
4 13 (8.23%) GCP
5 10 (6.33%) dbt
6 9 (5.70%) SaaS
7 8 (5.06%) Snowflake
8 6 (3.80%) Azure Data Factory
9 5 (3.16%) Amazon S3
9 5 (3.16%) Salesforce Service Cloud
10 4 (2.53%) Fivetran
10 4 (2.53%) Salesforce Sales Cloud
11 3 (1.90%) Azure Cosmos DB
11 3 (1.90%) Azure Machine Learning
11 3 (1.90%) Azure Synapse Analytics
11 3 (1.90%) Microsoft 365
12 1 (0.63%) Force.com
12 1 (0.63%) GitHub
12 1 (0.63%) Google Analytics
12 1 (0.63%) Google Tag Manager
Communications & Networking
1 6 (3.80%) Intranet
2 3 (1.90%) SMS
3 1 (0.63%) WPA
Database & Business Intelligence
1 42 (26.58%) Power BI
2 32 (20.25%) Data Warehouse
3 16 (10.13%) Big Data
3 16 (10.13%) SQL Server Integration Services
3 16 (10.13%) Tableau
4 15 (9.49%) Looker
4 15 (9.49%) SQL Server Reporting Services
5 14 (8.86%) Relational Database
6 11 (6.96%) BigQuery
6 11 (6.96%) SQL Server Analysis Services
7 10 (6.33%) QlikView
7 10 (6.33%) SQL Server
8 9 (5.70%) Data Lake
9 8 (5.06%) Hadoop
10 5 (3.16%) Amazon Redshift
11 4 (2.53%) Azure SQL Database
11 4 (2.53%) Data Mining
11 4 (2.53%) NoSQL
11 4 (2.53%) PostgreSQL
12 3 (1.90%) Microsoft Analysis Services
Development Applications
1 5 (3.16%) JIRA
2 2 (1.27%) Ant
2 2 (1.27%) GitLab
2 2 (1.27%) Selenium
3 1 (0.63%) Bitbucket
3 1 (0.63%) Jenkins
3 1 (0.63%) Visual Studio
General
1 65 (41.14%) Finance
2 41 (25.95%) Social Skills
3 17 (10.76%) Analytical Skills
4 12 (7.59%) Banking
5 9 (5.70%) Publishing
6 8 (5.06%) Investment Banking
7 7 (4.43%) Retail
8 6 (3.80%) Corporate Banking
8 6 (3.80%) Law
9 5 (3.16%) Public Sector
10 3 (1.90%) Manufacturing
11 2 (1.27%) Billing
11 2 (1.27%) Environmental Health
11 2 (1.27%) Legal
11 2 (1.27%) Marketing
12 1 (0.63%) Aerospace
12 1 (0.63%) Documentation Skills
12 1 (0.63%) Organisational Skills
12 1 (0.63%) Presentation Skills
12 1 (0.63%) Social Housing
Job Titles
1 65 (41.14%) Analyst
2 40 (25.32%) Data Analyst
3 18 (11.39%) Business Intelligence Analyst
4 17 (10.76%) Developer
5 16 (10.13%) Data Engineer
6 15 (9.49%) Business Analyst
6 15 (9.49%) SQL Analyst
6 15 (9.49%) SQL Data Analyst
7 11 (6.96%) Data Business Analyst
8 10 (6.33%) Business Data Analyst
9 9 (5.70%) Business Intelligence Data Analyst
9 9 (5.70%) Data Analytics Engineer
10 8 (5.06%) Automation Engineer
11 7 (4.43%) Architect
11 7 (4.43%) Data Scientist
11 7 (4.43%) Senior Developer
12 6 (3.80%) Data Manager
12 6 (3.80%) Principal Engineer
12 6 (3.80%) Report Analyst
12 6 (3.80%) Solutions Architect
Libraries, Frameworks & Software Standards
1 7 (4.43%) Kafka
2 5 (3.16%) SQLAlchemy
3 4 (2.53%) PySpark
3 4 (2.53%) TensorFlow
3 4 (2.53%) Web Services
4 3 (1.90%) Keras
5 2 (1.27%) Regular Expression
5 2 (1.27%) Spring
6 1 (0.63%) .NET
6 1 (0.63%) MDX
6 1 (0.63%) MXNet
6 1 (0.63%) Oracle Fusion
6 1 (0.63%) scikit-learn
6 1 (0.63%) Visualforce
Miscellaneous
1 8 (5.06%) Equities
2 7 (4.43%) Derivative
3 5 (3.16%) Algorithms
3 5 (3.16%) Greenfield Project
3 5 (3.16%) NHS
4 4 (2.53%) Management Information System
4 4 (2.53%) Self-Motivation
5 2 (1.27%) Cloud Native
5 2 (1.27%) Fixed Income
5 2 (1.27%) FMCG
5 2 (1.27%) Foreign Exchange (FX)
5 2 (1.27%) Legacy Systems
5 2 (1.27%) Life Science
5 2 (1.27%) Public Cloud
5 2 (1.27%) Replication
5 2 (1.27%) User Experience
6 1 (0.63%) Data Structures
6 1 (0.63%) Renewable Energy
6 1 (0.63%) Social Media
6 1 (0.63%) Virtual Team
Operating Systems
1 3 (1.90%) Unix
2 1 (0.63%) Linux
Processes & Methodologies
1 158 (100.00%) Analytics
2 69 (43.67%) Business Intelligence
3 61 (38.61%) Visualisation
4 38 (24.05%) Data Visualisation
5 34 (21.52%) Agile Software Development
6 30 (18.99%) ETL
7 27 (17.09%) Data Science
8 23 (14.56%) Data Modelling
9 22 (13.92%) Data Analysis
10 21 (13.29%) Data Management
11 19 (12.03%) Machine Learning
11 19 (12.03%) Software Engineering
12 18 (11.39%) Artificial Intelligence
12 18 (11.39%) Data Engineering
13 16 (10.13%) DevOps
13 16 (10.13%) Requirements Gathering
14 15 (9.49%) Problem-Solving
15 14 (8.86%) Dashboard Development
16 13 (8.23%) Business Analysis
17 12 (7.59%) Project Management
Programming Languages
1 78 (49.37%) SQL
2 50 (31.65%) Python
3 24 (15.19%) R
4 20 (12.66%) Java
5 9 (5.70%) C#
6 6 (3.80%) Clojure
6 6 (3.80%) Scala
7 5 (3.16%) JavaScript
8 4 (2.53%) Data Analysis Expressions (DAX)
9 2 (1.27%) MATLAB
10 1 (0.63%) Apex Code
10 1 (0.63%) C
10 1 (0.63%) HiveQL
10 1 (0.63%) PL/SQL
10 1 (0.63%) PowerShell
10 1 (0.63%) T-SQL
10 1 (0.63%) U-SQL
Qualifications
1 12 (7.59%) Degree
2 4 (2.53%) Computer Science Degree
3 3 (1.90%) Microsoft Certification
4 2 (1.27%) ISTQB
4 2 (1.27%) ISTQB Advanced Certification
4 2 (1.27%) ISTQB Foundation Certification
4 2 (1.27%) SAS Certification
4 2 (1.27%) SC Cleared
4 2 (1.27%) Security Cleared
5 1 (0.63%) CISA
5 1 (0.63%) Master's Degree
5 1 (0.63%) Oracle Certification
Quality Assurance & Compliance
1 29 (18.35%) Data Quality
2 7 (4.43%) QA
3 4 (2.53%) GDPR
4 1 (0.63%) Actionable Recommendations
4 1 (0.63%) COBIT
4 1 (0.63%) COSO
4 1 (0.63%) GRC
4 1 (0.63%) ITGC
4 1 (0.63%) NIST
System Software
1 7 (4.43%) Docker
2 1 (0.63%) HDFS
Systems Management
1 7 (4.43%) Kubernetes
2 2 (1.27%) Control-M
2 2 (1.27%) Terraform
3 1 (0.63%) Ansible
Vendors
1 26 (16.46%) Microsoft
2 12 (7.59%) Salesforce.com
3 11 (6.96%) Alteryx
4 10 (6.33%) Informatica
5 9 (5.70%) Google
5 9 (5.70%) Oracle
6 7 (4.43%) Talend
7 6 (3.80%) Databricks
8 4 (2.53%) SAP
9 2 (1.27%) Cognos
9 2 (1.27%) DataFlux
9 2 (1.27%) Netezza
10 1 (0.63%) Automation Anywhere
10 1 (0.63%) Dataiku
10 1 (0.63%) Kronos
10 1 (0.63%) Splunk
10 1 (0.63%) UiPath