Period
to

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 21 May 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
Central London > City of London
6 months to
21 May 2022
Same period 2021 Same period 2020
Rank 45 86 73
Rank change year-on-year +41 -13 +37
Permanent jobs citing Data Modelling 405 166 247
As % of all permanent jobs advertised in the City of London 5.48% 3.29% 3.48%
As % of the Processes & Methodologies category 5.78% 3.45% 3.68%
Number of salaries quoted 354 156 209
10th Percentile £51,250 £46,003 £46,250
25th Percentile £57,500 £52,500 £53,750
Median annual salary (50th Percentile) £72,500 £66,250 £72,500
Median % change year-on-year +9.43% -8.62% +11.54%
75th Percentile £86,250 £83,750 £83,750
90th Percentile £94,625 £105,000 £105,500
Central London median annual salary £71,250 £70,000 £72,500
% change year-on-year +1.79% -3.45% +11.54%

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 7,010 4,817 6,721
As % of all permanent IT jobs advertised in the City of London 94.87% 95.48% 94.78%
Number of salaries quoted 5,619 4,313 5,889
10th Percentile £46,250 £43,750 £41,250
25th Percentile £57,500 £55,000 £52,000
Median annual salary (50th Percentile) £72,500 £72,500 £67,500
Median % change year-on-year - +7.41% +3.85%
75th Percentile £95,000 £90,000 £85,000
90th Percentile £110,000 £107,500 £100,000
Central London median annual salary £72,500 £70,000 £67,500
% change year-on-year +3.57% +3.70% +3.85%

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 21 May 2022.

Salary histogram for Data Modelling in the City of London

Data Modelling
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 Data Modelling within the City of London region over the 6 months to 21 May 2022. 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
Jobs
Moorgate - 2 £97,500 -
London Bridge - 1 £84,000 -
Data Modelling
Central London

For the 6 months to 21 May 2022, 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.

1 202 (49.88%) SQL
2 175 (43.21%) Agile
3 174 (42.96%) Business Intelligence
4 159 (39.26%) Finance
5 153 (37.78%) Analytics
6 146 (36.05%) Data Warehouse
7 142 (35.06%) Azure
8 123 (30.37%) Python
9 118 (29.14%) ETL
10 102 (25.19%) Social Skills
11 99 (24.44%) Power Platform
12 96 (23.70%) Power BI
13 83 (20.49%) SQL Server
13 83 (20.49%) Data Management
13 83 (20.49%) Visualisation
14 82 (20.25%) Microsoft
15 80 (19.75%) DevOps
16 76 (18.77%) Degree
17 71 (17.53%) Big Data
18 67 (16.54%) Data Quality
18 67 (16.54%) Analytical Skills
19 66 (16.30%) Data Integration
20 63 (15.56%) AWS
20 63 (15.56%) Data Analysis
20 63 (15.56%) Stakeholder Management
20 63 (15.56%) Data Lake
21 62 (15.31%) Advertising
21 62 (15.31%) Change Management
21 62 (15.31%) Data Architecture
22 61 (15.06%) Data Governance

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 33 (8.15%) Apache Spark
2 30 (7.41%) Confluence
3 22 (5.43%) SAS
4 14 (3.46%) IIS
4 14 (3.46%) Tomcat
5 8 (1.98%) SugarCRM
6 6 (1.48%) Apache Airflow
7 5 (1.23%) Elasticsearch
7 5 (1.23%) SharePoint
8 4 (0.99%) Apache
9 3 (0.74%) Apache Pig
9 3 (0.74%) Appian
Applications
1 13 (3.21%) Microsoft Excel
2 12 (2.96%) Microsoft Office
3 5 (1.23%) MS Visio
4 2 (0.49%) Microsoft Project
5 1 (0.25%) Microsoft PowerPoint
Business Applications
1 3 (0.74%) SAP S/4HANA
2 2 (0.49%) Elite 3E
2 2 (0.49%) Relativity
2 2 (0.49%) SAP MDG
2 2 (0.49%) SAP MDM
3 1 (0.25%) SAP ERP
3 1 (0.25%) Shopify
Cloud Services
1 142 (35.06%) Azure
2 99 (24.44%) Power Platform
3 63 (15.56%) AWS
4 53 (13.09%) Snowflake
5 29 (7.16%) Azure Data Factory
6 23 (5.68%) GCP
7 18 (4.44%) Salesforce Sales Cloud
7 18 (4.44%) Salesforce Service Cloud
8 13 (3.21%) Azure Cosmos DB
8 13 (3.21%) PaaS
8 13 (3.21%) PowerApps
9 11 (2.72%) Amazon S3
9 11 (2.72%) Azure Synapse Analytics
9 11 (2.72%) Collibra
10 5 (1.23%) Amazon EC2
10 5 (1.23%) Azure Machine Learning
10 5 (1.23%) Google Analytics
11 4 (0.99%) Matillion
11 4 (0.99%) Serverless
11 4 (0.99%) Slack
Communications & Networking
1 4 (0.99%) Network Security
2 3 (0.74%) WebEx
3 2 (0.49%) Broadband
3 2 (0.49%) Mobile Broadband
4 1 (0.25%) FTP
Database & Business Intelligence
1 146 (36.05%) Data Warehouse
2 96 (23.70%) Power BI
3 83 (20.49%) SQL Server
4 71 (17.53%) Big Data
5 63 (15.56%) Data Lake
6 60 (14.81%) Tableau
7 40 (9.88%) NoSQL
8 39 (9.63%) Hadoop
9 38 (9.38%) Metadata
10 37 (9.14%) Amazon Redshift
11 35 (8.64%) SQL Server Integration Services
12 34 (8.40%) Relational Database
13 32 (7.90%) PostgreSQL
14 28 (6.91%) MySQL
14 28 (6.91%) SQL Server Reporting Services
15 23 (5.68%) Apache Hive
15 23 (5.68%) Looker
15 23 (5.68%) SQL Server Analysis Services
16 19 (4.69%) Power Query
17 15 (3.70%) OLTP
Development Applications
1 52 (12.84%) JIRA
2 32 (7.90%) Git (software)
3 16 (3.95%) Atlassian Bamboo
4 14 (3.46%) ERwin
4 14 (3.46%) PowerDesigner
5 13 (3.21%) ER Studio
6 9 (2.22%) Bitbucket
7 8 (1.98%) Visual Studio Team System
8 6 (1.48%) NUnit
9 5 (1.23%) Visual Studio
10 4 (0.99%) GitLab
11 3 (0.74%) Jenkins
11 3 (0.74%) SQL Server Management Studio (SSMS)
11 3 (0.74%) Team Foundation Server
12 1 (0.25%) kappa
12 1 (0.25%) Oracle APEX
General
1 159 (39.26%) Finance
2 102 (25.19%) Social Skills
3 67 (16.54%) Analytical Skills
4 62 (15.31%) Advertising
5 48 (11.85%) Banking
6 27 (6.67%) Presentation Skills
7 26 (6.42%) Marketing
8 23 (5.68%) Influencing Skills
8 23 (5.68%) Retail
9 15 (3.70%) Law
10 10 (2.47%) Public Sector
11 7 (1.73%) Front Office
11 7 (1.73%) Legal
12 6 (1.48%) Publishing
13 5 (1.23%) Investment Banking
14 3 (0.74%) International Banking
15 2 (0.49%) Fire and Rescue
15 2 (0.49%) Inclusion and Diversity
15 2 (0.49%) Organisational Skills
15 2 (0.49%) Police
Job Titles
1 95 (23.46%) Analyst
2 92 (22.72%) Developer
3 59 (14.57%) Architect
4 58 (14.32%) Data Engineer
5 50 (12.35%) Business Analyst
6 42 (10.37%) Business Intelligence Developer
7 40 (9.88%) Data Architect
8 25 (6.17%) Data Analyst
8 25 (6.17%) Data Manager
9 24 (5.93%) Insurance Business Analyst
10 23 (5.68%) Business Intelligence Analyst
11 22 (5.43%) Consultant
12 20 (4.94%) Analyst Developer
12 20 (4.94%) Solutions Architect
12 20 (4.94%) SQL Developer
13 16 (3.95%) Report Manager
14 15 (3.70%) Senior Architect
14 15 (3.70%) Senior Data Engineer
15 14 (3.46%) Power BI Developer
15 14 (3.46%) Senior Developer
Libraries, Frameworks & Software Standards
1 33 (8.15%) Web Services
2 30 (7.41%) XML
3 23 (5.68%) EDI
4 20 (4.94%) .NET
5 16 (3.95%) JSON
6 15 (3.70%) REST
6 15 (3.70%) SOAP
7 14 (3.46%) Kafka
8 13 (3.21%) Lightning Web Components
8 13 (3.21%) Visualforce
9 12 (2.96%) PySpark
10 11 (2.72%) ASP.NET
11 10 (2.47%) RESTful
12 9 (2.22%) ASP.NET Core
13 8 (1.98%) .NET Framework
13 8 (1.98%) AngularJS
13 8 (1.98%) CSS
13 8 (1.98%) HTML
14 7 (1.73%) .NET Core
15 6 (1.48%) HTML5
Miscellaneous
1 33 (8.15%) User Experience
2 16 (3.95%) Data Structures
2 16 (3.95%) Marketing Technology
3 14 (3.46%) Reference Data
4 13 (3.21%) Legacy Systems
4 13 (3.21%) SWIFT
5 12 (2.96%) Mainframe
5 12 (2.96%) Reinsurance
5 12 (2.96%) Virtual Team
6 11 (2.72%) Algorithms
7 8 (1.98%) Derivative
7 8 (1.98%) Management Information System
8 6 (1.48%) Fixed Income
9 5 (1.23%) Hybrid Cloud
9 5 (1.23%) Private Cloud
9 5 (1.23%) Replication
10 4 (0.99%) Greenfield Project
10 4 (0.99%) Public Cloud
10 4 (0.99%) Self-Motivation
11 3 (0.74%) Cloud Native
Operating Systems
1 23 (5.68%) Unix
2 17 (4.20%) Windows
3 14 (3.46%) Linux
Processes & Methodologies
1 175 (43.21%) Agile
2 174 (42.96%) Business Intelligence
3 153 (37.78%) Analytics
4 118 (29.14%) ETL
5 83 (20.49%) Data Management
5 83 (20.49%) Visualisation
6 80 (19.75%) DevOps
7 66 (16.30%) Data Integration
8 63 (15.56%) Data Analysis
8 63 (15.56%) Stakeholder Management
9 62 (15.31%) Change Management
9 62 (15.31%) Data Architecture
10 61 (15.06%) Business Analysis
10 61 (15.06%) Data Governance
11 57 (14.07%) Data Science
12 52 (12.84%) Physical Data Model
12 52 (12.84%) User Stories
13 51 (12.59%) Machine Learning
13 51 (12.59%) Problem-Solving
14 49 (12.10%) Data Engineering
Programming Languages
1 202 (49.88%) SQL
2 123 (30.37%) Python
3 50 (12.35%) T-SQL
4 39 (9.63%) JavaScript
5 37 (9.14%) Java
6 26 (6.42%) PL/SQL
7 19 (4.69%) C#
8 15 (3.70%) Scala
9 14 (3.46%) ANSI SQL
10 13 (3.21%) Apex Code
11 11 (2.72%) R
12 10 (2.47%) Shell Script
13 8 (1.98%) HiveQL
13 8 (1.98%) PHP
13 8 (1.98%) XMLA
14 7 (1.73%) Perl
15 6 (1.48%) C++
15 6 (1.48%) VBA
16 5 (1.23%) Ruby
17 4 (0.99%) MATLAB
Qualifications
1 76 (18.77%) Degree
2 19 (4.69%) Computer Science Degree
3 14 (3.46%) TOGAF Certification
4 13 (3.21%) SC Cleared
4 13 (3.21%) Security Cleared
5 9 (2.22%) PhD
6 6 (1.48%) Master's Degree
6 6 (1.48%) Microsoft Certification
7 3 (0.74%) DV Cleared
8 2 (0.49%) MCSD
8 2 (0.49%) MCSE
8 2 (0.49%) Numerate Degree
9 1 (0.25%) ISEB
Quality Assurance & Compliance
1 67 (16.54%) Data Quality
2 44 (10.86%) QA
3 10 (2.47%) GDPR
4 7 (1.73%) SLA
5 2 (0.49%) Sarbanes-Oxley
6 1 (0.25%) Accessibility
6 1 (0.25%) IFRS
6 1 (0.25%) MiFID
System Software
1 8 (1.98%) HDFS
2 4 (0.99%) Docker
3 3 (0.74%) Apache Flume
4 2 (0.49%) Active Directory
Systems Management
1 10 (2.47%) Ansible
2 5 (1.23%) Kubernetes
3 2 (0.49%) Puppet
4 1 (0.25%) Opscode Chef
4 1 (0.25%) Terraform
Vendors
1 82 (20.25%) Microsoft
2 50 (12.35%) Oracle
3 40 (9.88%) Informatica
4 33 (8.15%) Databricks
5 29 (7.16%) Salesforce.com
6 23 (5.68%) Atlassian
7 22 (5.43%) Google
7 22 (5.43%) Talend
8 14 (3.46%) IBM
8 14 (3.46%) SAP
9 13 (3.21%) DocuSign
10 10 (2.47%) Alteryx
11 6 (1.48%) Cloudera
12 4 (0.99%) Cognizant
12 4 (0.99%) Hortonworks
13 3 (0.74%) MicroStrategy
14 2 (0.49%) iManage
15 1 (0.25%) FactSet
15 1 (0.25%) Guidewire
15 1 (0.25%) Workday