Period
to 27 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 27 October 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
27 Oct 2021
Same period 2020 Same period 2019
Rank 176 144 186
Rank change year-on-year -32 +42 -17
Permanent jobs citing Data Modelling 363 169 421
As % of all permanent jobs advertised in the South East 2.00% 2.08% 1.67%
As % of the Processes & Methodologies category 2.15% 2.26% 1.83%
Number of salaries quoted 222 132 332
10th Percentile £37,500 £33,200 £36,250
25th Percentile £47,500 £45,938 £45,000
Median annual salary (50th Percentile) £58,500 £55,000 £59,250
Median % change year-on-year +6.36% -7.17% +7.73%
75th Percentile £72,500 £65,000 £68,750
90th Percentile £85,000 £75,000 £84,875
England median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - -

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 South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 16,921 7,479 22,967
As % of all permanent IT jobs advertised in the South East 93.39% 92.00% 91.16%
Number of salaries quoted 11,370 6,206 18,760
10th Percentile £32,000 £31,500 £28,000
25th Percentile £40,500 £40,000 £36,250
Median annual salary (50th Percentile) £52,500 £52,500 £50,000
Median % change year-on-year - +5.00% +5.26%
75th Percentile £67,500 £65,000 £63,750
90th Percentile £80,000 £75,000 £75,000
England median annual salary £59,500 £55,000 £52,500
% change year-on-year +8.18% +4.76% -

Data Modelling
Job Vacancy Trend in the South East

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

Job vacancy trend for Data Modelling in the South East

Data Modelling
Salary Trend in the South East

3-month moving average salary quoted in jobs citing Data Modelling in the South East.

Salary trend for Data Modelling in the South East

Data Modelling
Salary Histogram in the South East

Salary distribution for jobs citing Data Modelling in the South East over the 6 months to 27 October 2021.

Salary histogram for Data Modelling in the South East

Data Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 27 October 2021. 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
Thames Valley -22 132 £60,000 +9.09% 41
Hampshire -74 87 £55,000 +10.00% 9
Berkshire -39 65 £63,750 +8.51% 21
Surrey -52 54 £57,500 -11.54% 12
Oxfordshire 0 38 £50,000 -9.09% 4
Kent -7 35 £50,000 +81.82%
Buckinghamshire -32 32 £62,500 +8.70% 16
West Sussex +9 25 £65,000 -13.33% 5
East Sussex -52 16 £41,000 -19.14% 4
Sussex - 2 £57,000 -
Middlesex +7 1 - -
Data Modelling
England

For the 6 months to 27 October 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 South East region with a requirement for Data Modelling.

1 182 (50.14%) SQL
2 162 (44.63%) Analytics
3 151 (41.60%) Agile Software Development
4 133 (36.64%) Business Intelligence
5 107 (29.48%) Python
5 107 (29.48%) Data Warehouse
5 107 (29.48%) Analytical Skills
6 98 (27.00%) Azure
7 90 (24.79%) Power BI
7 90 (24.79%) Problem-Solving
7 90 (24.79%) Power Platform
8 88 (24.24%) Social Skills
9 84 (23.14%) Degree
10 82 (22.59%) ETL
11 81 (22.31%) Finance
11 81 (22.31%) Visualisation
12 72 (19.83%) AWS
13 70 (19.28%) Data Quality
14 69 (19.01%) SQL Server
15 67 (18.46%) Data Management
16 65 (17.91%) C#
17 64 (17.63%) Big Data
18 63 (17.36%) JavaScript
18 63 (17.36%) Data Analysis
18 63 (17.36%) Scrum
19 62 (17.08%) Data Science
20 61 (16.80%) Data Architecture
21 60 (16.53%) Machine Learning
21 60 (16.53%) Microsoft
22 59 (16.25%) .NET

Data Modelling
Co-occurring IT Skills in the South East 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 26 (7.16%) Apache Spark
2 14 (3.86%) Apache
3 12 (3.31%) Jupyter
4 6 (1.65%) SharePoint
5 5 (1.38%) Oracle SOA Suite
6 3 (0.83%) Confluence
7 2 (0.55%) Apache Solr
7 2 (0.55%) Elasticsearch
7 2 (0.55%) GemFire
7 2 (0.55%) Oracle Workflow
7 2 (0.55%) SAS
Applications
1 26 (7.16%) Microsoft Excel
2 8 (2.20%) Microsoft Office
3 5 (1.38%) MS Visio
4 4 (1.10%) Microsoft PowerPoint
5 2 (0.55%) Microsoft Project
6 1 (0.28%) Adobe XD
6 1 (0.28%) Photoshop
6 1 (0.28%) SPSS
Business Applications
1 13 (3.58%) Oracle EBS
2 7 (1.93%) SAP S/4HANA
3 2 (0.55%) Dynamics CRM
3 2 (0.55%) NetSuite
3 2 (0.55%) Oracle Applications
3 2 (0.55%) Oracle Cash Management
3 2 (0.55%) Oracle EBS R12
3 2 (0.55%) Oracle General Ledger
3 2 (0.55%) Oracle Payables
3 2 (0.55%) Oracle Procure-to-Pay
3 2 (0.55%) Oracle Receivables
3 2 (0.55%) Oracle Retail
3 2 (0.55%) SAP BRIM
3 2 (0.55%) SAP Forecasting and Replenishment
4 1 (0.28%) BASE24
4 1 (0.28%) Remedy ITSM
4 1 (0.28%) SAP CO
4 1 (0.28%) SAP ERP
4 1 (0.28%) SAP FI-AA
4 1 (0.28%) SAP QM
Cloud Services
1 98 (27.00%) Azure
2 90 (24.79%) Power Platform
3 72 (19.83%) AWS
4 44 (12.12%) Serverless
5 34 (9.37%) GCP
6 19 (5.23%) OpenShift
7 18 (4.96%) Azure Synapse Analytics
8 17 (4.68%) Cloud Computing
9 16 (4.41%) Azure Data Factory
9 16 (4.41%) Snowflake
10 15 (4.13%) SaaS
11 13 (3.58%) GitHub
12 12 (3.31%) PaaS
13 11 (3.03%) Azure Cosmos DB
14 10 (2.75%) Azure Functions
15 8 (2.20%) Amazon SQS
16 7 (1.93%) Amazon EKS
16 7 (1.93%) Amazon S3
17 6 (1.65%) Amazon Kinesis
18 5 (1.38%) Dynamics 365
Communications & Networking
1 4 (1.10%) 3G
1 4 (1.10%) 4G
1 4 (1.10%) Bluetooth
1 4 (1.10%) Wi-Fi
1 4 (1.10%) Wireless
2 2 (0.55%) FTP
2 2 (0.55%) SSH
3 1 (0.28%) Internet
3 1 (0.28%) LAN
Database & Business Intelligence
1 107 (29.48%) Data Warehouse
2 90 (24.79%) Power BI
3 69 (19.01%) SQL Server
4 64 (17.63%) Big Data
5 51 (14.05%) Tableau
6 49 (13.50%) PostgreSQL
7 44 (12.12%) Data Lake
8 42 (11.57%) SQL Server Integration Services
9 40 (11.02%) NoSQL
10 36 (9.92%) SQL Server Reporting Services
11 33 (9.09%) MySQL
12 32 (8.82%) Relational Database
13 20 (5.51%) OLAP
14 18 (4.96%) Data Mining
14 18 (4.96%) Redis
15 16 (4.41%) BusinessObjects
15 16 (4.41%) Hadoop
15 16 (4.41%) SQL Server Analysis Services
16 13 (3.58%) Apache Hive
16 13 (3.58%) Azure SQL Database
Development Applications
1 30 (8.26%) Jenkins
2 19 (5.23%) JIRA
3 18 (4.96%) ERwin
4 14 (3.86%) GitLab
5 11 (3.03%) Git (software)
5 11 (3.03%) Octopus Deploy
5 11 (3.03%) TestRail
6 9 (2.48%) Visual Studio
7 8 (2.20%) SQL Server Management Studio (SSMS)
8 7 (1.93%) Team Foundation Server
9 6 (1.65%) RStudio
9 6 (1.65%) TeamCity
10 4 (1.10%) tSQLt
11 2 (0.55%) Artifactory
11 2 (0.55%) Cypress.io
11 2 (0.55%) Gradle
11 2 (0.55%) Protractor
11 2 (0.55%) SonarQube
11 2 (0.55%) Sonatype Nexus
11 2 (0.55%) Storybook
General
1 107 (29.48%) Analytical Skills
2 88 (24.24%) Social Skills
3 81 (22.31%) Finance
4 28 (7.71%) Retail
5 20 (5.51%) Inclusion and Diversity
6 17 (4.68%) Public Sector
7 13 (3.58%) Presentation Skills
8 12 (3.31%) Banking
8 12 (3.31%) Financial Institution
9 10 (2.75%) Automotive
9 10 (2.75%) Telecoms
10 9 (2.48%) Influencing Skills
10 9 (2.48%) Law
10 9 (2.48%) Pharmaceutical
11 6 (1.65%) Marketing
12 5 (1.38%) Manufacturing
13 4 (1.10%) Documentation Skills
13 4 (1.10%) Electronics
13 4 (1.10%) Legal
14 3 (0.83%) French Language
Job Titles
1 99 (27.27%) Developer
2 83 (22.87%) Analyst
3 53 (14.60%) Architect
4 48 (13.22%) Data Architect
5 36 (9.92%) Data Engineer
6 26 (7.16%) Business Analyst
6 26 (7.16%) Data Analyst
7 23 (6.34%) Backend Developer
8 19 (5.23%) Python Developer
9 18 (4.96%) Analyst Developer
10 17 (4.68%) Pricing Analyst
10 17 (4.68%) Pricing Developer
11 16 (4.41%) Software Developer
12 15 (4.13%) .NET Developer
12 15 (4.13%) Lead Developer
12 15 (4.13%) Senior Developer
12 15 (4.13%) Software Engineer
13 14 (3.86%) Consultant
14 12 (3.31%) Digital Product Manager
14 12 (3.31%) Product Manager
Libraries, Frameworks & Software Standards
1 59 (16.25%) .NET
2 46 (12.67%) REST
3 27 (7.44%) React
3 27 (7.44%) Spring
4 23 (6.34%) AngularJS
5 18 (4.96%) HTML
5 18 (4.96%) Kafka
6 17 (4.68%) Java EE
6 17 (4.68%) RESTful
6 17 (4.68%) Spring Boot
7 15 (4.13%) .NET Core
7 15 (4.13%) Symfony
7 15 (4.13%) Vuetify.js
7 15 (4.13%) Web Services
8 11 (3.03%) HTML5
8 11 (3.03%) NumPy
8 11 (3.03%) PostGIS
8 11 (3.03%) PyQt
8 11 (3.03%) Sphinx
8 11 (3.03%) XML
Miscellaneous
1 44 (12.12%) Management Information System
2 43 (11.85%) Algorithms
3 38 (10.47%) Life Science
3 38 (10.47%) User Experience
4 37 (10.19%) Self-Motivation
5 18 (4.96%) Virtual Team
6 16 (4.41%) Cloud Native
7 12 (3.31%) Mobile App
8 11 (3.03%) Data Structures
9 8 (2.20%) Legacy Systems
10 7 (1.93%) Renewable Energy
10 7 (1.93%) Robotics
10 7 (1.93%) Taxonomies
11 6 (1.65%) Greenfield Project
12 4 (1.10%) Device Driver
12 4 (1.10%) Linux Command Line
12 4 (1.10%) Reference Data
12 4 (1.10%) State Machine
13 2 (0.55%) CMDB
13 2 (0.55%) Hedge funds
Operating Systems
1 53 (14.60%) Linux
2 36 (9.92%) Unix
3 11 (3.03%) Mac OS
4 4 (1.10%) Embedded Linux
5 2 (0.55%) Apple iOS
6 1 (0.28%) Android
6 1 (0.28%) Windows
Processes & Methodologies
1 162 (44.63%) Analytics
2 151 (41.60%) Agile Software Development
3 133 (36.64%) Business Intelligence
4 90 (24.79%) Problem-Solving
5 82 (22.59%) ETL
6 81 (22.31%) Visualisation
7 67 (18.46%) Data Management
8 63 (17.36%) Data Analysis
8 63 (17.36%) Scrum
9 62 (17.08%) Data Science
10 61 (16.80%) Data Architecture
11 60 (16.53%) Machine Learning
12 59 (16.25%) Computer Science
13 57 (15.70%) Microservices
14 52 (14.33%) DevOps
15 49 (13.50%) Data Visualisation
16 48 (13.22%) Artificial Intelligence
17 45 (12.40%) Data Governance
18 43 (11.85%) Migration
19 42 (11.57%) Mathematics
Programming Languages
1 182 (50.14%) SQL
2 107 (29.48%) Python
3 65 (17.91%) C#
4 63 (17.36%) JavaScript
5 54 (14.88%) Java
6 40 (11.02%) T-SQL
7 28 (7.71%) R
8 21 (5.79%) C++
8 21 (5.79%) Perl
8 21 (5.79%) Shell Script
9 17 (4.68%) C
10 15 (4.13%) PHP
11 11 (3.03%) Bash Shell
11 11 (3.03%) Data Analysis Expressions (DAX)
11 11 (3.03%) Go
12 10 (2.75%) PL/SQL
13 9 (2.48%) Scala
13 9 (2.48%) TypeScript
14 8 (2.20%) PowerShell
15 7 (1.93%) VBA
Qualifications
1 84 (23.14%) Degree
2 14 (3.86%) Computer Science Degree
3 9 (2.48%) Master's Degree
4 8 (2.20%) ISEB
4 8 (2.20%) Numerate Degree
5 7 (1.93%) SC Cleared
5 7 (1.93%) Security Cleared
6 5 (1.38%) CBAP
6 5 (1.38%) IIBA
7 2 (0.55%) CIPD
7 2 (0.55%) HND
7 2 (0.55%) OCP
7 2 (0.55%) Oracle Certification
8 1 (0.28%) MCSA
8 1 (0.28%) Microsoft Certification
8 1 (0.28%) PMI Certification
8 1 (0.28%) PRINCE2 Certification
Quality Assurance & Compliance
1 70 (19.28%) Data Quality
2 20 (5.51%) QA
3 14 (3.86%) GDPR
4 12 (3.31%) GRC
5 7 (1.93%) PMO
6 3 (0.83%) ISO/IEC 27001
7 2 (0.55%) IFRS
8 1 (0.28%) Actionable Recommendations
8 1 (0.28%) COBIT
8 1 (0.28%) HL7
System Software
1 51 (14.05%) Docker
2 4 (1.10%) Firmware
3 2 (0.55%) Active Directory
3 2 (0.55%) Apache ZooKeeper
3 2 (0.55%) HDFS
3 2 (0.55%) VMware Infrastructure
Systems Management
1 55 (15.15%) Kubernetes
2 30 (8.26%) Ansible
3 6 (1.65%) Terraform
4 2 (0.55%) Hadoop YARN
4 2 (0.55%) HP Quality Center
5 1 (0.28%) linkerd
Vendors
1 60 (16.53%) Microsoft
2 52 (14.33%) Oracle
3 19 (5.23%) Red Hat
4 17 (4.68%) Databricks
5 12 (3.31%) Informatica
5 12 (3.31%) SAP
5 12 (3.31%) Splunk
6 11 (3.03%) BiZZdesign
6 11 (3.03%) YouTube
7 8 (2.20%) Google
8 6 (1.65%) StreamSets
9 5 (1.38%) Cognos
10 4 (1.10%) ServiceNow
11 3 (0.83%) Salesforce.com
11 3 (0.83%) VMware
12 2 (0.55%) Adobe
12 2 (0.55%) LexisNexis
12 2 (0.55%) Okta
12 2 (0.55%) Remedy
13 1 (0.28%) Citrix