Period
to 9 May 2021

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

Data Modelling
Central London > City of London
6 months to
9 May 2021
Same period 2020 Same period 2019
Rank 90 87 102
Rank change year-on-year -3 +15 +16
Permanent jobs citing Data Modelling 159 250 291
As % of all permanent jobs advertised in the City of London 3.20% 3.32% 2.89%
As % of the Processes & Methodologies category 3.37% 3.52% 3.10%
Number of salaries quoted 146 214 266
10th Percentile £44,128 £46,250 £45,000
25th Percentile £52,500 £52,813 £50,000
Median annual salary (50th Percentile) £65,000 £72,500 £65,000
Median % change year-on-year -10.34% +11.54% +4.00%
75th Percentile £82,500 £83,750 £85,000
90th Percentile £105,000 £99,250 £92,500
Central London median annual salary £70,000 £72,500 £67,500
% change year-on-year -3.45% +7.41% +8.00%

Data Modelling 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 4,723 7,094 9,388
As % of all permanent IT jobs advertised in the City of London 95.20% 94.22% 93.22%
Number of salaries quoted 4,207 6,212 8,388
10th Percentile £43,750 £40,000 £36,750
25th Percentile £55,000 £51,250 £49,953
Median annual salary (50th Percentile) £72,500 £67,500 £65,000
Median % change year-on-year +7.41% +3.85% +4.00%
75th Percentile £90,000 £85,000 £82,500
90th Percentile £107,500 £100,000 £97,500
Central London median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% +8.33%

Data Modelling
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Modelling in the City of London

Data Modelling
Salary Trend in the City of London

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

Salary trend for Data Modelling in the City of London

Data Modelling
Salary Histogram in the City of London

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

Salary histogram for Data Modelling in the City of London

For the 6 months to 9 May 2021, IT jobs citing Data Modelling 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 Modelling.

1 99 (62.26%) SQL
2 65 (40.88%) Analytics
3 61 (38.36%) Azure
4 57 (35.85%) Python
5 55 (34.59%) ETL
6 52 (32.70%) Business Intelligence
7 49 (30.82%) AWS
8 47 (29.56%) Finance
9 42 (26.42%) Data Warehouse
10 41 (25.79%) Agile Software Development
11 36 (22.64%) Analytical Skills
12 31 (19.50%) Power BI
12 31 (19.50%) Data Lake
12 31 (19.50%) Power Platform
12 31 (19.50%) Data Analysis
13 28 (17.61%) SQL Server
14 26 (16.35%) Data Quality
15 25 (15.72%) SDLC
15 25 (15.72%) Degree
15 25 (15.72%) Social Skills
16 24 (15.09%) Visualisation
16 24 (15.09%) Data Science
17 23 (14.47%) Data Management
18 22 (13.84%) Data Strategy
18 22 (13.84%) Azure Data Factory
18 22 (13.84%) Tableau
18 22 (13.84%) GCP
19 21 (13.21%) Advertising
20 20 (12.58%) Management Information System
20 20 (12.58%) Docker

Data Modelling
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 19 (11.95%) Apache Spark
2 6 (3.77%) Apache Airflow
3 4 (2.52%) SAS
4 3 (1.89%) Elasticsearch
5 2 (1.26%) Apache
5 2 (1.26%) SugarCRM
6 1 (0.63%) Apache Pig
6 1 (0.63%) Appian
6 1 (0.63%) SharePoint
Applications
1 14 (8.81%) Microsoft Excel
2 4 (2.52%) Microsoft Office
3 2 (1.26%) Microsoft PowerPoint
Business Applications
1 7 (4.40%) SAP ERP
2 2 (1.26%) Oracle Payroll
3 1 (0.63%) Dynamics CRM
Cloud Services
1 61 (38.36%) Azure
2 49 (30.82%) AWS
3 31 (19.50%) Power Platform
4 22 (13.84%) Azure Data Factory
4 22 (13.84%) GCP
5 8 (5.03%) SaaS
6 5 (3.14%) Amazon S3
6 5 (3.14%) GitHub
6 5 (3.14%) IaaS
6 5 (3.14%) PaaS
7 4 (2.52%) AWS Lambda
7 4 (2.52%) Azure Cosmos DB
7 4 (2.52%) Cloud Computing
7 4 (2.52%) Google Data Studio
7 4 (2.52%) OpenShift
7 4 (2.52%) PowerApps
7 4 (2.52%) Serverless
8 3 (1.89%) Amazon EC2
8 3 (1.89%) Amazon ECS
8 3 (1.89%) Amazon EKS
Communications & Networking
1 4 (2.52%) AMQP
1 4 (2.52%) SSH
Database & Business Intelligence
1 42 (26.42%) Data Warehouse
2 31 (19.50%) Data Lake
2 31 (19.50%) Power BI
3 28 (17.61%) SQL Server
4 22 (13.84%) Tableau
5 20 (12.58%) Big Data
5 20 (12.58%) NoSQL
6 17 (10.69%) Relational Database
7 14 (8.81%) SQL Server Reporting Services
8 13 (8.18%) Data Mining
8 13 (8.18%) Hadoop
9 12 (7.55%) MongoDB
9 12 (7.55%) SQL Server Integration Services
10 11 (6.92%) Data Mart
10 11 (6.92%) PostgreSQL
10 11 (6.92%) SQL Server Analysis Services
11 10 (6.29%) MySQL
12 9 (5.66%) Amazon Redshift
13 8 (5.03%) BigQuery
13 8 (5.03%) OLTP
Development Applications
1 16 (10.06%) Git (software)
2 15 (9.43%) JIRA
3 8 (5.03%) GitLab
4 7 (4.40%) Jenkins
5 6 (3.77%) Team Foundation Server
6 5 (3.14%) ER Studio
6 5 (3.14%) ERwin
6 5 (3.14%) PowerDesigner
7 4 (2.52%) Subversion
7 4 (2.52%) Visual Studio
8 2 (1.26%) Atlassian Bamboo
8 2 (1.26%) NUnit
8 2 (1.26%) TeamCity
8 2 (1.26%) Toad
8 2 (1.26%) TortoiseSVN
8 2 (1.26%) Visual Studio Tools for Office
9 1 (0.63%) SQL Server Management Studio (SSMS)
General
1 47 (29.56%) Finance
2 36 (22.64%) Analytical Skills
3 25 (15.72%) Social Skills
4 21 (13.21%) Advertising
5 10 (6.29%) Public Sector
6 8 (5.03%) Marketing
7 7 (4.40%) Banking
8 5 (3.14%) Front Office
8 5 (3.14%) Telecoms
9 4 (2.52%) Law
9 4 (2.52%) Presentation Skills
10 2 (1.26%) Games
11 1 (0.63%) Legal
11 1 (0.63%) Local Government
11 1 (0.63%) Organisational Skills
11 1 (0.63%) Private Banking
11 1 (0.63%) Retail
11 1 (0.63%) Retail Banking
Job Titles
1 39 (24.53%) Developer
2 32 (20.13%) Data Engineer
3 29 (18.24%) Architect
4 27 (16.98%) Analyst
5 23 (14.47%) Data Architect
6 17 (10.69%) Data Analyst
7 12 (7.55%) Consultant
8 11 (6.92%) Azure Architect
9 10 (6.29%) Senior Data Engineer
10 9 (5.66%) Business Intelligence Developer
10 9 (5.66%) Data Consultant
10 9 (5.66%) Salesforce Developer
11 7 (4.40%) Python Engineer
12 6 (3.77%) Business Analyst
12 6 (3.77%) Solutions Architect
13 5 (3.14%) Junior
13 5 (3.14%) Junior Developer
13 5 (3.14%) Senior Consultant
13 5 (3.14%) Software Developer
13 5 (3.14%) Software Engineer
Libraries, Frameworks & Software Standards
1 17 (10.69%) REST
1 17 (10.69%) Web Services
2 16 (10.06%) Kafka
3 13 (8.18%) .NET
4 9 (5.66%) .NET Core
4 9 (5.66%) Flask
4 9 (5.66%) RabbitMQ
4 9 (5.66%) Visualforce
5 8 (5.03%) Elastic Stack
5 8 (5.03%) SciPy
5 8 (5.03%) SQLAlchemy
6 7 (4.40%) .NET Framework
6 7 (4.40%) JSON
7 6 (3.77%) Spring Boot
7 6 (3.77%) XML
8 5 (3.14%) HTML
8 5 (3.14%) Jinja
8 5 (3.14%) Spring
9 4 (2.52%) NumPy
9 4 (2.52%) PySpark
Miscellaneous
1 20 (12.58%) Management Information System
2 18 (11.32%) Data Structures
3 12 (7.55%) Reinsurance
4 8 (5.03%) Enterprise Software
5 6 (3.77%) Analytical Mindset
5 6 (3.77%) Derivative
6 5 (3.14%) Cloud Native
6 5 (3.14%) OTC Derivatives
7 4 (2.52%) Algorithms
7 4 (2.52%) Private Cloud
8 3 (1.89%) Virtual Team
9 2 (1.26%) Mobile Games
9 2 (1.26%) User Experience
10 1 (0.63%) Cyberthreat
10 1 (0.63%) Mainframe
10 1 (0.63%) PMI
10 1 (0.63%) Self-Motivation
10 1 (0.63%) Smart Meter
Operating Systems
1 13 (8.18%) Linux
2 10 (6.29%) Unix
3 9 (5.66%) Windows
4 1 (0.63%) Windows 10
Processes & Methodologies
1 65 (40.88%) Analytics
2 55 (34.59%) ETL
3 52 (32.70%) Business Intelligence
4 41 (25.79%) Agile Software Development
5 31 (19.50%) Data Analysis
6 25 (15.72%) SDLC
7 24 (15.09%) Data Science
7 24 (15.09%) Visualisation
8 23 (14.47%) Data Management
9 22 (13.84%) Data Strategy
10 20 (12.58%) Data Pipeline
10 20 (12.58%) Fintech
11 17 (10.69%) Data Architecture
11 17 (10.69%) DevOps
11 17 (10.69%) Problem-Solving
12 16 (10.06%) Computer Science
12 16 (10.06%) Translating Business Requirements
13 15 (9.43%) Data Analytics
14 14 (8.81%) CRM
14 14 (8.81%) Enterprise Architecture
Programming Languages
1 99 (62.26%) SQL
2 57 (35.85%) Python
3 19 (11.95%) Java
4 14 (8.81%) R
5 12 (7.55%) JavaScript
6 11 (6.92%) T-SQL
7 9 (5.66%) Apex Code
7 9 (5.66%) C#
7 9 (5.66%) Scala
7 9 (5.66%) SOQL
8 4 (2.52%) Data Analysis Expressions (DAX)
9 2 (1.26%) PHP
9 2 (1.26%) PL/SQL
9 2 (1.26%) PowerShell
9 2 (1.26%) Shell Script
9 2 (1.26%) VBA
10 1 (0.63%) Kotlin
10 1 (0.63%) MATLAB
10 1 (0.63%) Ruby
10 1 (0.63%) VB
Qualifications
1 25 (15.72%) Degree
2 4 (2.52%) Computer Science Degree
2 4 (2.52%) SC Cleared
2 4 (2.52%) Security Cleared
3 3 (1.89%) DV Cleared
3 3 (1.89%) Numerate Degree
4 2 (1.26%) Master's Degree
4 2 (1.26%) PhD
5 1 (0.63%) PMI Certification
Quality Assurance & Compliance
1 26 (16.35%) Data Quality
2 10 (6.29%) QA
3 3 (1.89%) GDPR
4 1 (0.63%) COBIT
System Software
1 20 (12.58%) Docker
2 4 (2.52%) Apache Flume
3 1 (0.63%) Apache ZooKeeper
Systems Management
1 9 (5.66%) Kubernetes
2 3 (1.89%) Ansible
3 1 (0.63%) Puppet
3 1 (0.63%) SCCM
Vendors
1 18 (11.32%) Oracle
2 17 (10.69%) Databricks
2 17 (10.69%) Google
2 17 (10.69%) Microsoft
3 14 (8.81%) Salesforce.com
4 12 (7.55%) SAP
5 9 (5.66%) Informatica
6 7 (4.40%) IBM
7 6 (3.77%) Talend
8 5 (3.14%) PeopleSoft
9 3 (1.89%) Alteryx
10 2 (1.26%) Facebook
10 2 (1.26%) MicroStrategy
11 1 (0.63%) Ab Initio
11 1 (0.63%) Adobe
11 1 (0.63%) CA
11 1 (0.63%) Foundry
11 1 (0.63%) Siebel
11 1 (0.63%) SnapLogic
11 1 (0.63%) Teradata