Period
to 14 August 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 14 August 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
14 Aug 2020
Same period 2019 Same period 2018
Rank 103 109 152
Rank change year-on-year +6 +43 -10
Permanent jobs citing Data Modelling 817 1,641 1,635
As % of all permanent jobs advertised in London 3.18% 2.92% 2.36%
As % of the Processes & Methodologies category 3.40% 3.13% 2.54%
Number of salaries quoted 736 1,426 1,166
Median annual salary £66,750 £67,750 £64,250
Median salary % change year-on-year -1.48% +5.45% -1.15%
10th Percentile £46,250 £45,000 £42,500
90th Percentile £95,000 £95,000 £92,500
England median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +4.55%

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 24,033 52,404 64,324
As % of all permanent IT jobs advertised in London 93.48% 93.11% 92.71%
Number of salaries quoted 19,453 42,497 51,437
Median annual salary £70,000 £65,000 £60,500
Median salary % change year-on-year +7.69% +7.44% +0.83%
10th Percentile £41,250 £36,750 £35,000
90th Percentile £105,000 £97,500 £93,750
England median annual salary £55,000 £52,500 £50,000
% 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 14 August 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 14 August 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 +13 200 £72,500 +11.54% 27
South London +34 40 £55,000 +15.79% 3
West London +54 31 £55,000 -21.43% 1
East London +6 2 £53,024 +11.04% 4
Data Modelling
England

For the 6 months to 14 August 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.

1 424 (51.90%) SQL
2 314 (38.43%) Business Intelligence
3 313 (38.31%) Agile Software Development
4 289 (35.37%) Finance
5 249 (30.48%) Analytics
6 245 (29.99%) Azure
7 233 (28.52%) Data Warehouse
8 214 (26.19%) Python
9 206 (25.21%) ETL
10 205 (25.09%) SQL Server
11 194 (23.75%) Power BI
11 194 (23.75%) Power Platform
12 165 (20.20%) Java
13 159 (19.46%) AWS
14 158 (19.34%) Analytical Skills
15 157 (19.22%) Microsoft
16 126 (15.42%) Big Data
17 125 (15.30%) Visualisation
18 121 (14.81%) Data Analysis
19 116 (14.20%) SQL Server Integration Services
20 108 (13.22%) DevOps
21 106 (12.97%) Data Lake
22 104 (12.73%) Web Services
23 102 (12.48%) SQL Server Analysis Services
23 102 (12.48%) Data Science
24 101 (12.36%) Tableau
25 100 (12.24%) Problem-Solving
26 94 (11.51%) Data Integration
27 89 (10.89%) Data Analytics
28 88 (10.77%) Data Engineering

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 61 (7.47%) Apache Spark
2 29 (3.55%) CMS
3 23 (2.82%) SAS
4 14 (1.71%) EPiServer
5 13 (1.59%) Apache
6 12 (1.47%) Confluence
7 9 (1.10%) Apache Airflow
8 7 (0.86%) Elasticsearch
8 7 (0.86%) SharePoint
9 5 (0.61%) Jupyter
9 5 (0.61%) Luigi
9 5 (0.61%) Oracle SOA Suite
10 4 (0.49%) Tomcat
11 3 (0.37%) Oracle Workflow
11 3 (0.37%) Red Hat Fuse
12 2 (0.24%) Apache Pig
12 2 (0.24%) Apache Solr
12 2 (0.24%) BizTalk Server
12 2 (0.24%) IBM HTTP Server
12 2 (0.24%) Sitecore CMS
Applications
1 45 (5.51%) Microsoft Excel
2 9 (1.10%) Microsoft Office
3 8 (0.98%) SPSS
4 6 (0.73%) MS Visio
5 3 (0.37%) Adobe Illustrator
5 3 (0.37%) Microsoft PowerPoint
5 3 (0.37%) Photoshop
6 2 (0.24%) Microsoft Project
Business Applications
1 52 (6.36%) R3 Corda
2 49 (6.00%) Distributed Ledger
3 4 (0.49%) FastStats
3 4 (0.49%) Markit EDM
3 4 (0.49%) Oracle General Ledger
3 4 (0.49%) Oracle Internet Expenses
3 4 (0.49%) Oracle iProcurement
3 4 (0.49%) Sparx Enterprise Architect
4 3 (0.37%) Actimize
4 3 (0.37%) Oracle EBS
4 3 (0.37%) Oracle EBS R12
4 3 (0.37%) Oracle Procure-to-Pay
4 3 (0.37%) SAP BPC
5 2 (0.24%) PolarLake
6 1 (0.12%) Dynamics CRM
6 1 (0.12%) Oracle BPM
6 1 (0.12%) Oracle Cash Management
6 1 (0.12%) Oracle Receivables
6 1 (0.12%) SAP FI
6 1 (0.12%) thinkFolio
Cloud Services
1 245 (29.99%) Azure
2 194 (23.75%) Power Platform
3 159 (19.46%) AWS
4 81 (9.91%) GCP
5 53 (6.49%) Azure Data Factory
6 46 (5.63%) SaaS
7 19 (2.33%) Serverless
8 17 (2.08%) iPaaS
8 17 (2.08%) Salesforce Sales Cloud
9 15 (1.84%) Amazon S3
10 14 (1.71%) Cloud Computing
11 12 (1.47%) Amazon EMR
12 10 (1.22%) Office 365
13 9 (1.10%) Azure Active Directory
13 9 (1.10%) Logic Apps
14 8 (0.98%) Azure Machine Learning
14 8 (0.98%) Google Analytics
15 7 (0.86%) Dynamics 365
15 7 (0.86%) PowerApps
16 6 (0.73%) Azure Functions
Communications & Networking
1 3 (0.37%) HTTP
1 3 (0.37%) Intranet
2 2 (0.24%) Internet
3 1 (0.12%) Extranet
3 1 (0.12%) Firewall
3 1 (0.12%) Kerberos
3 1 (0.12%) PSTN
3 1 (0.12%) Software-Defined Networking
3 1 (0.12%) Wi-Fi
Database & Business Intelligence
1 233 (28.52%) Data Warehouse
2 205 (25.09%) SQL Server
3 194 (23.75%) Power BI
4 126 (15.42%) Big Data
5 116 (14.20%) SQL Server Integration Services
6 106 (12.97%) Data Lake
7 102 (12.48%) SQL Server Analysis Services
8 88 (10.77%) Snowflake Schema
9 75 (9.18%) Hadoop
10 74 (9.06%) NoSQL
10 74 (9.06%) SQL Server Reporting Services
11 70 (8.57%) Relational Database
12 55 (6.73%) Azure SQL Database
13 47 (5.75%) Blockchain
14 46 (5.63%) BigQuery
15 45 (5.51%) Azure SQL Data Warehouse
16 41 (5.02%) Amazon Redshift
17 38 (4.65%) Looker
18 36 (4.41%) Apache Hive
18 36 (4.41%) OLAP
Development Applications
1 32 (3.92%) Git (software)
2 30 (3.67%) JIRA
3 20 (2.45%) IntelliJ
4 15 (1.84%) ERwin
5 14 (1.71%) Visual Studio
6 12 (1.47%) Team Foundation Server
7 11 (1.35%) PowerDesigner
8 9 (1.10%) Oracle Forms
9 8 (0.98%) SQL Server Management Studio (SSMS)
10 7 (0.86%) Jenkins
11 5 (0.61%) ER Studio
11 5 (0.61%) GDB
11 5 (0.61%) Sourcetree
12 4 (0.49%) Bitbucket
12 4 (0.49%) GitLab
12 4 (0.49%) Selenium
12 4 (0.49%) TeamCity
12 4 (0.49%) Visual Studio Code
12 4 (0.49%) Visual Studio Team System
13 3 (0.37%) Atlassian Bamboo
General
1 289 (35.37%) Finance
2 88 (10.77%) Marketing
3 45 (5.51%) Banking
4 31 (3.79%) Retail
5 16 (1.96%) Telecoms
6 14 (1.71%) Advertising
7 12 (1.47%) Pharmaceutical
8 11 (1.35%) Financial Institution
8 11 (1.35%) Games
9 10 (1.22%) Back Office
9 10 (1.22%) Investment Banking
10 8 (0.98%) Law
11 7 (0.86%) Front Office
11 7 (0.86%) Manufacturing
12 5 (0.61%) Public Sector
13 4 (0.49%) General Ledger
13 4 (0.49%) Legal
14 2 (0.24%) Local Government
14 2 (0.24%) Military
14 2 (0.24%) Police
Job Titles
1 236 (28.89%) Developer
2 157 (19.22%) Analyst
3 118 (14.44%) Architect
4 107 (13.10%) Data Engineer
5 87 (10.65%) Business Intelligence Developer
6 64 (7.83%) Data Architect
7 62 (7.59%) Data Analyst
8 57 (6.98%) Business Analyst
8 57 (6.98%) SQL Developer
9 48 (5.88%) Data Warehouse Developer
10 46 (5.63%) SQL BI Developer
11 43 (5.26%) Senior Developer
12 39 (4.77%) Power BI Developer
13 38 (4.65%) Consultant
13 38 (4.65%) SSIS Developer
14 34 (4.16%) SQL Analyst
15 33 (4.04%) Technical Analyst
16 31 (3.79%) Data Scientist
17 28 (3.43%) Business Intelligence Analyst
17 28 (3.43%) Software Engineer
Libraries, Frameworks & Software Standards
1 104 (12.73%) Web Services
2 56 (6.85%) .NET
2 56 (6.85%) REST
3 53 (6.49%) OAuth
3 53 (6.49%) XML
4 44 (5.39%) Kafka
4 44 (5.39%) OAuth2
5 43 (5.26%) MDX
6 41 (5.02%) SOAP
7 40 (4.90%) HTML
8 38 (4.65%) JSON
9 29 (3.55%) Spring Boot
10 26 (3.18%) CSS
11 22 (2.69%) React
12 19 (2.33%) PySpark
13 18 (2.20%) AngularJS
14 17 (2.08%) J2EE
15 16 (1.96%) FIX Protocol
16 14 (1.71%) Natural Language Processing
17 12 (1.47%) D3.js
Miscellaneous
1 158 (19.34%) Analytical Skills
2 50 (6.12%) Data Structures
3 46 (5.63%) Management Information System
4 34 (4.16%) Algorithms
5 33 (4.04%) Greenfield Project
5 33 (4.04%) Self-Motivation
6 27 (3.30%) Reference Data
7 22 (2.69%) Marketing Technology
8 19 (2.33%) User Experience
9 17 (2.08%) Enterprise Software
10 16 (1.96%) Reinsurance
11 12 (1.47%) Foreign Exchange (FX)
12 11 (1.35%) Analytical Mindset
12 11 (1.35%) Derivative
12 11 (1.35%) Hedge funds
13 10 (1.22%) Equities
14 8 (0.98%) Cloud Native
14 8 (0.98%) Fixed Income
15 6 (0.73%) Linux Command Line
15 6 (0.73%) Public Cloud
Operating Systems
1 52 (6.36%) Linux
2 35 (4.28%) Unix
3 6 (0.73%) Windows
4 3 (0.37%) Red Hat Enterprise Linux
4 3 (0.37%) Ubuntu
5 1 (0.12%) CentOS
5 1 (0.12%) Windows Server
Processes & Methodologies
1 314 (38.43%) Business Intelligence
2 313 (38.31%) Agile Software Development
3 249 (30.48%) Analytics
4 206 (25.21%) ETL
5 125 (15.30%) Visualisation
6 121 (14.81%) Data Analysis
7 108 (13.22%) DevOps
8 102 (12.48%) Data Science
9 100 (12.24%) Problem-Solving
10 94 (11.51%) Data Integration
11 89 (10.89%) Data Analytics
12 88 (10.77%) Data Engineering
13 86 (10.53%) Data Architecture
14 79 (9.67%) Machine Learning
15 74 (9.06%) Stakeholder Management
16 73 (8.94%) Data Visualisation
16 73 (8.94%) Fintech
17 70 (8.57%) Data Management
17 70 (8.57%) Microservices
17 70 (8.57%) Software Engineering
Programming Languages
1 424 (51.90%) SQL
2 214 (26.19%) Python
3 165 (20.20%) Java
4 79 (9.67%) R
5 63 (7.71%) C#
6 55 (6.73%) T-SQL
7 54 (6.61%) Kotlin
8 49 (6.00%) JavaScript
9 43 (5.26%) Scala
10 38 (4.65%) Data Analysis Expressions (DAX)
11 26 (3.18%) Apex Code
12 19 (2.33%) PowerShell
13 17 (2.08%) PL/SQL
14 12 (1.47%) Shell Script
15 11 (1.35%) VB
15 11 (1.35%) VB.NET
16 8 (0.98%) C++
16 8 (0.98%) Java 8
16 8 (0.98%) MATLAB
17 6 (0.73%) C
Qualifications
1 74 (9.06%) Degree
2 29 (3.55%) Security Cleared
3 21 (2.57%) SC Cleared
4 19 (2.33%) Computer Science Degree
5 14 (1.71%) Master's Degree
6 10 (1.22%) AWS Certification
7 8 (0.98%) PhD
8 5 (0.61%) Microsoft Certification
9 3 (0.37%) DV Cleared
10 2 (0.24%) BPSS Clearance
10 2 (0.24%) DBS Check
10 2 (0.24%) Numerate Degree
11 1 (0.12%) Linux+ Certification
11 1 (0.12%) RHCSA
11 1 (0.12%) SAP Certification
11 1 (0.12%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 83 (10.16%) Data Quality
2 42 (5.14%) GDPR
3 39 (4.77%) QA
4 10 (1.22%) NIST
5 6 (0.73%) Actionable Recommendations
6 5 (0.61%) PMO
7 4 (0.49%) MiFID
8 3 (0.37%) Government Security Classifications
8 3 (0.37%) ISO/IEC 27001
8 3 (0.37%) NCSC
8 3 (0.37%) SLA
9 2 (0.24%) IFRS
9 2 (0.24%) Solvency II
10 1 (0.12%) Basel III
10 1 (0.12%) COBIT
System Software
1 35 (4.28%) Docker
2 10 (1.22%) HDFS
3 9 (1.10%) Active Directory
4 7 (0.86%) Apache ZooKeeper
5 1 (0.12%) Virtual Machines
5 1 (0.12%) Virtual Servers
5 1 (0.12%) VMware ESXi
5 1 (0.12%) VMware Infrastructure
Systems Management
1 40 (4.90%) Kubernetes
2 31 (3.79%) Terraform
3 14 (1.71%) Hadoop YARN
4 9 (1.10%) Marathon
4 9 (1.10%) Mesos
5 6 (0.73%) Opscode Chef
5 6 (0.73%) Puppet
6 5 (0.61%) Ansible
6 5 (0.61%) CA Single Sign-On
7 4 (0.49%) Ambari
7 4 (0.49%) Control-M
8 3 (0.37%) Argo
8 3 (0.37%) Kibana
8 3 (0.37%) Oozie
8 3 (0.37%) ZABBIX
9 2 (0.24%) Grafana
9 2 (0.24%) Salt
10 1 (0.12%) Oracle RMAN
10 1 (0.12%) PowerCLI
10 1 (0.12%) vCenter Server
Vendors
1 157 (19.22%) Microsoft
2 101 (12.36%) Tableau
3 75 (9.18%) Oracle
4 54 (6.61%) Salesforce.com
5 41 (5.02%) Databricks
6 34 (4.16%) Google
7 32 (3.92%) Informatica
8 23 (2.82%) Pardot
9 21 (2.57%) Talend
10 17 (2.08%) SAP
11 14 (1.71%) IBM
11 14 (1.71%) Tealium
12 13 (1.59%) Cognos
13 12 (1.47%) Teradata
14 11 (1.35%) Hortonworks
15 10 (1.22%) Alteryx
16 9 (1.10%) Cloudera
17 8 (0.98%) ServiceNow
18 7 (0.86%) Cognizant
18 7 (0.86%) Netezza