Period
to 22 October 2020

The following table provides summary statistics for permanent job vacancies advertised in 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 22 October 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
22 Oct 2020
Same period 2019 Same period 2018
Rank 107 112 166
Rank change year-on-year +5 +54 -27
Permanent jobs citing Data Modelling 612 1,587 1,504
As % of all permanent jobs advertised in London 3.10% 2.91% 2.21%
As % of the Processes & Methodologies category 3.33% 3.12% 2.38%
Number of salaries quoted 607 1,304 1,097
Median annual salary £65,000 £68,500 £62,500
Median salary % change year-on-year -5.11% +9.60% -3.85%
10th Percentile £46,250 £43,500 £42,500
90th Percentile £95,000 £100,000 £92,500
England median annual salary £60,000 £60,000 £58,000
% change year-on-year - +3.45% +5.45%

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 18,402 50,905 63,092
As % of all permanent IT jobs advertised in London 93.20% 93.25% 92.71%
Number of salaries quoted 15,349 41,000 50,747
Median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% +4.17%
10th Percentile £42,500 £36,250 £35,000
90th Percentile £107,500 £98,750 £95,000
England median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +5.00%

Data Modelling
Job Vacancy Trend in London

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

Job vacancy trend for Data Modelling in London

Data Modelling
Salary Trend in London

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

Salary trend for Data Modelling in London

Data Modelling
Salary Histogram in London

Salary distribution for jobs citing Data Modelling in London over the 6 months to 22 October 2020.

Salary histogram for Data Modelling in London

Data Modelling
Job Locations in 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 London region over the 6 months to 22 October 2020. 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
Central London +20 139 £72,500 +11.54% 37
West London +53 27 £47,500 -26.92% 9
South London +47 25 £56,250 +12.50% 2
Data Modelling
England

For the 6 months to 22 October 2020, 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 London region with a requirement for Data Modelling.

1 318 (51.96%) SQL
2 258 (42.16%) Business Intelligence
3 224 (36.60%) Finance
4 216 (35.29%) Agile Software Development
5 214 (34.97%) Azure
6 207 (33.82%) Analytics
7 189 (30.88%) ETL
8 185 (30.23%) Data Warehouse
9 183 (29.90%) Python
10 150 (24.51%) AWS
11 145 (23.69%) Power BI
11 145 (23.69%) Power Platform
12 137 (22.39%) Java
12 137 (22.39%) SQL Server
13 121 (19.77%) Microsoft
14 107 (17.48%) Analytical Skills
15 103 (16.83%) Big Data
15 103 (16.83%) Visualisation
16 96 (15.69%) Web Services
17 93 (15.20%) Data Integration
18 88 (14.38%) DevOps
19 87 (14.22%) Tableau
20 86 (14.05%) Snowflake Schema
21 85 (13.89%) GCP
22 78 (12.75%) Data Architecture
23 75 (12.25%) SQL Server Analysis Services
23 75 (12.25%) Data Analysis
23 75 (12.25%) Data Analytics
23 75 (12.25%) Data Lake
23 75 (12.25%) Data Science

Data Modelling
Co-occurring IT Skills in 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 43 (7.03%) Apache Spark
2 17 (2.78%) CMS
3 14 (2.29%) Apache
4 12 (1.96%) Confluence
5 9 (1.47%) Apache Airflow
6 8 (1.31%) Elasticsearch
6 8 (1.31%) EPiServer
7 6 (0.98%) SAS
8 4 (0.65%) Oracle SOA Suite
8 4 (0.65%) Tomcat
9 3 (0.49%) Jupyter
10 2 (0.33%) Apache Pig
10 2 (0.33%) FileNet
10 2 (0.33%) IBM HTTP Server
10 2 (0.33%) SharePoint
11 1 (0.16%) Apache Solr
11 1 (0.16%) IIS
11 1 (0.16%) Red Hat Fuse
Applications
1 37 (6.05%) Microsoft Excel
2 5 (0.82%) MS Visio
3 4 (0.65%) Microsoft Office
3 4 (0.65%) SPSS
4 3 (0.49%) Adobe Illustrator
4 3 (0.49%) Photoshop
Business Applications
1 56 (9.15%) R3 Corda
2 50 (8.17%) Distributed Ledger
3 8 (1.31%) Markit EDM
4 4 (0.65%) Dynamics CRM
5 3 (0.49%) Actimize
6 2 (0.33%) Oracle General Ledger
6 2 (0.33%) Oracle Internet Expenses
6 2 (0.33%) Oracle iProcurement
6 2 (0.33%) Oracle Procure-to-Pay
6 2 (0.33%) PolarLake
6 2 (0.33%) SAP BPC
6 2 (0.33%) Sparx Enterprise Architect
7 1 (0.16%) Oracle BPM
7 1 (0.16%) Salesforce.com CRM
7 1 (0.16%) SAP S/4HANA
Cloud Services
1 214 (34.97%) Azure
2 150 (24.51%) AWS
3 145 (23.69%) Power Platform
4 85 (13.89%) GCP
5 39 (6.37%) Azure Data Factory
6 34 (5.56%) SaaS
7 18 (2.94%) Salesforce Sales Cloud
8 14 (2.29%) iPaaS
9 13 (2.12%) Trello
10 12 (1.96%) Amazon S3
11 11 (1.80%) PaaS
11 11 (1.80%) Serverless
12 9 (1.47%) Azure Active Directory
13 8 (1.31%) Dynamics 365
14 7 (1.14%) Office 365
14 7 (1.14%) PowerApps
15 6 (0.98%) Amazon EMR
15 6 (0.98%) Boomi
15 6 (0.98%) Salesforce Service Cloud
16 4 (0.65%) Google Tag Manager
Communications & Networking
1 2 (0.33%) DNS
2 1 (0.16%) Firewall
2 1 (0.16%) HTTP
2 1 (0.16%) Kerberos
2 1 (0.16%) PSTN
2 1 (0.16%) Wi-Fi
Database & Business Intelligence
1 185 (30.23%) Data Warehouse
2 145 (23.69%) Power BI
3 137 (22.39%) SQL Server
4 103 (16.83%) Big Data
5 87 (14.22%) Tableau
6 86 (14.05%) Snowflake Schema
7 75 (12.25%) Data Lake
7 75 (12.25%) SQL Server Analysis Services
8 69 (11.27%) SQL Server Integration Services
9 66 (10.78%) NoSQL
10 62 (10.13%) Relational Database
11 59 (9.64%) Looker
12 51 (8.33%) Azure SQL Database
13 48 (7.84%) BigQuery
14 47 (7.68%) Amazon Redshift
15 46 (7.52%) SQL Server Reporting Services
16 45 (7.35%) Blockchain
17 39 (6.37%) Hadoop
18 33 (5.39%) Azure SQL Data Warehouse
19 29 (4.74%) OLAP
Development Applications
1 24 (3.92%) JIRA
2 23 (3.76%) Git (software)
3 20 (3.27%) IntelliJ
4 8 (1.31%) Visual Studio
5 7 (1.14%) ERwin
6 6 (0.98%) PowerDesigner
7 5 (0.82%) GitLab
8 4 (0.65%) Gradle
8 4 (0.65%) Jenkins
8 4 (0.65%) Team Foundation Server
9 3 (0.49%) Atlassian Bamboo
9 3 (0.49%) Bitbucket
9 3 (0.49%) ER Studio
9 3 (0.49%) Selenium
10 2 (0.33%) GDB
10 2 (0.33%) Sourcetree
11 1 (0.16%) Cypress.io
11 1 (0.16%) LSMW
11 1 (0.16%) SoapUI
11 1 (0.16%) webpack
General
1 224 (36.60%) Finance
2 55 (8.99%) Marketing
3 23 (3.76%) Banking
4 22 (3.59%) Retail
5 13 (2.12%) Games
6 12 (1.96%) Advertising
6 12 (1.96%) Front Office
7 7 (1.14%) Pharmaceutical
8 5 (0.82%) Investment Banking
9 4 (0.65%) Public Sector
10 3 (0.49%) Digital Economy
10 3 (0.49%) Law
10 3 (0.49%) Telecoms
11 2 (0.33%) General Ledger
11 2 (0.33%) Legal
11 2 (0.33%) Manufacturing
11 2 (0.33%) Military
12 1 (0.16%) Back Office
12 1 (0.16%) Corporate Banking
12 1 (0.16%) Private Banking
Job Titles
1 171 (27.94%) Developer
2 100 (16.34%) Analyst
3 98 (16.01%) Data Engineer
4 78 (12.75%) Architect
5 71 (11.60%) Business Intelligence Developer
6 54 (8.82%) Data Analyst
7 45 (7.35%) Data Architect
8 43 (7.03%) SQL Developer
9 42 (6.86%) Consultant
10 37 (6.05%) Business Analyst
11 35 (5.72%) SQL BI Developer
12 33 (5.39%) Senior Developer
13 31 (5.07%) Data Warehouse Developer
14 30 (4.90%) Azure Developer
15 29 (4.74%) SSIS Developer
16 27 (4.41%) Software Engineer
17 25 (4.08%) Power BI Developer
17 25 (4.08%) SQL Analyst
18 24 (3.92%) SQL Server Developer
18 24 (3.92%) SSAS Developer
Libraries, Frameworks & Software Standards
1 96 (15.69%) Web Services
2 57 (9.31%) OAuth
3 55 (8.99%) REST
4 48 (7.84%) OAuth2
5 42 (6.86%) SOAP
6 41 (6.70%) HTML
6 41 (6.70%) XML
7 40 (6.54%) Spring Boot
8 38 (6.21%) MDX
9 32 (5.23%) JSON
10 28 (4.58%) Kafka
11 19 (3.10%) CSS
12 18 (2.94%) .NET
12 18 (2.94%) Natural Language Processing
13 14 (2.29%) Node.js
14 12 (1.96%) Spring
15 11 (1.80%) PySpark
15 11 (1.80%) React
16 10 (1.63%) J2EE
17 9 (1.47%) Middleware
Miscellaneous
1 107 (17.48%) Analytical Skills
2 34 (5.56%) Management Information System
3 25 (4.08%) Data Structures
4 19 (3.10%) Algorithms
5 18 (2.94%) Greenfield Project
5 18 (2.94%) Self-Motivation
6 16 (2.61%) Marketing Technology
6 16 (2.61%) Reinsurance
7 15 (2.45%) User Experience
8 9 (1.47%) CMDB
8 9 (1.47%) Reference Data
8 9 (1.47%) Social Media
9 8 (1.31%) Clustering
10 7 (1.14%) Cloud Native
10 7 (1.14%) Enterprise Software
11 6 (0.98%) Hedge funds
11 6 (0.98%) Public Cloud
12 5 (0.82%) Foreign Exchange (FX)
12 5 (0.82%) Market Risk
12 5 (0.82%) Taxonomies
Operating Systems
1 39 (6.37%) Linux
2 17 (2.78%) Unix
3 3 (0.49%) Red Hat Enterprise Linux
3 3 (0.49%) Windows
4 1 (0.16%) CentOS
4 1 (0.16%) Ubuntu
Processes & Methodologies
1 258 (42.16%) Business Intelligence
2 216 (35.29%) Agile Software Development
3 207 (33.82%) Analytics
4 189 (30.88%) ETL
5 103 (16.83%) Visualisation
6 93 (15.20%) Data Integration
7 88 (14.38%) DevOps
8 78 (12.75%) Data Architecture
9 75 (12.25%) Data Analysis
9 75 (12.25%) Data Analytics
9 75 (12.25%) Data Science
10 72 (11.76%) Data Engineering
10 72 (11.76%) Data Transformation
11 71 (11.60%) Microservices
12 70 (11.44%) Problem-Solving
13 63 (10.29%) Data Management
13 63 (10.29%) Performance Tuning
14 56 (9.15%) Stakeholder Management
15 54 (8.82%) Data Visualisation
16 50 (8.17%) B2B
Programming Languages
1 318 (51.96%) SQL
2 183 (29.90%) Python
3 137 (22.39%) Java
4 59 (9.64%) Kotlin
5 48 (7.84%) R
6 44 (7.19%) JavaScript
7 36 (5.88%) Scala
8 29 (4.74%) Data Analysis Expressions (DAX)
8 29 (4.74%) T-SQL
9 18 (2.94%) Apex Code
10 15 (2.45%) Bash Shell
10 15 (2.45%) C#
11 11 (1.80%) C++
12 8 (1.31%) C
13 7 (1.14%) PowerShell
14 6 (0.98%) VB.NET
15 5 (0.82%) Shell Script
16 4 (0.65%) VBA
17 3 (0.49%) PHP
17 3 (0.49%) Ruby
Qualifications
1 52 (8.50%) Degree
2 21 (3.43%) Security Cleared
3 17 (2.78%) SC Cleared
4 10 (1.63%) Computer Science Degree
5 6 (0.98%) Master's Degree
5 6 (0.98%) PhD
6 5 (0.82%) AWS Certification
7 2 (0.33%) BPSS Clearance
7 2 (0.33%) DBS Check
7 2 (0.33%) Postgraduate
8 1 (0.16%) CBAP
8 1 (0.16%) IIBA
8 1 (0.16%) ISEB
8 1 (0.16%) Linux+ Certification
8 1 (0.16%) Microsoft Certification
8 1 (0.16%) RHCSA
8 1 (0.16%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 46 (7.52%) Data Quality
2 40 (6.54%) GDPR
3 19 (3.10%) QA
4 9 (1.47%) NIST
5 4 (0.65%) MiFID
6 3 (0.49%) IFRS
7 2 (0.33%) PMO
8 1 (0.16%) Basel III
8 1 (0.16%) Government Security Classifications
8 1 (0.16%) NCSC
System Software
1 32 (5.23%) Docker
2 9 (1.47%) Active Directory
3 8 (1.31%) HDFS
4 1 (0.16%) Apache Flume
4 1 (0.16%) Apache ZooKeeper
4 1 (0.16%) Virtual Machines
4 1 (0.16%) Virtual Servers
4 1 (0.16%) VMware ESXi
4 1 (0.16%) VMware Infrastructure
Systems Management
1 36 (5.88%) Kubernetes
2 28 (4.58%) Terraform
3 10 (1.63%) Hadoop YARN
4 6 (0.98%) Ansible
5 5 (0.82%) Puppet
6 4 (0.65%) Control-M
7 3 (0.49%) Opscode Chef
8 2 (0.33%) Ambari
8 2 (0.33%) Single Sign-On
9 1 (0.16%) Kibana
9 1 (0.16%) Marathon
9 1 (0.16%) Mesos
9 1 (0.16%) PowerCLI
9 1 (0.16%) vCenter Server
9 1 (0.16%) ZABBIX
Vendors
1 121 (19.77%) Microsoft
2 38 (6.21%) Oracle
3 36 (5.88%) Salesforce.com
4 31 (5.07%) Informatica
5 29 (4.74%) Databricks
6 25 (4.08%) Google
7 17 (2.78%) Pardot
8 16 (2.61%) Talend
9 15 (2.45%) IBM
9 15 (2.45%) SAP
10 14 (2.29%) Alteryx
11 12 (1.96%) Cognos
12 9 (1.47%) Teradata
13 8 (1.31%) Tealium
14 6 (0.98%) Hortonworks
14 6 (0.98%) Jitterbit
15 5 (0.82%) Bloomberg
15 5 (0.82%) Blue Prism
16 4 (0.65%) Cloudera
16 4 (0.65%) FactSet