Period
to 28 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 28 October 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
28 Oct 2021
Same period 2020 Same period 2019
Rank 88 119 109
Rank change year-on-year +31 -10 +63
Permanent jobs citing Data Modelling 163 13 185
As % of all permanent jobs advertised in the East of England 2.92% 0.71% 2.69%
As % of the Processes & Methodologies category 3.20% 0.79% 2.95%
Number of salaries quoted 92 11 132
10th Percentile £41,250 £40,000 £37,500
25th Percentile £45,750 £50,625 £41,250
Median annual salary (50th Percentile) £60,000 £65,000 £47,500
Median % change year-on-year -7.69% +36.84% -20.83%
75th Percentile £71,563 £70,625 £67,500
90th Percentile £79,500 £72,500 £77,500
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 East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 5,089 1,640 6,266
As % of all permanent IT jobs advertised in the East of England 91.17% 90.11% 91.10%
Number of salaries quoted 2,678 1,333 4,579
10th Percentile £27,500 £30,000 £27,281
25th Percentile £35,000 £38,000 £36,250
Median annual salary (50th Percentile) £50,000 £50,000 £50,000
75th Percentile £62,500 £65,000 £61,250
90th Percentile £75,000 £82,500 £74,400
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Modelling
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Modelling in the East of England

Data Modelling
Salary Trend in the East of England

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

Salary trend for Data Modelling in the East of England

Data Modelling
Salary Histogram in the East of England

Salary distribution for jobs citing Data Modelling in the East of England over the 6 months to 28 October 2021.

Salary histogram for Data Modelling in the East of England

Data Modelling
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the East of England region over the 6 months to 28 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
Hertfordshire +6 91 £55,000 -16.98% 9
Essex - 33 £75,000 - 2
Cambridgeshire -34 30 £67,500 -20.59% 2
Bedfordshire -22 5 £42,500 +6.25% 1
Suffolk -17 2 - - 1
Norfolk - 1 £37,500 - 1
Data Modelling
England

For the 6 months to 28 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 East of England region with a requirement for Data Modelling.

1 77 (47.24%) SQL
2 73 (44.79%) Agile Software Development
3 69 (42.33%) Analytics
4 64 (39.26%) Azure
5 53 (32.52%) Data Warehouse
6 51 (31.29%) Business Intelligence
7 50 (30.67%) Power BI
7 50 (30.67%) Power Platform
8 45 (27.61%) Microsoft
8 45 (27.61%) Computer Science
9 44 (26.99%) Visualisation
10 40 (24.54%) Degree
11 39 (23.93%) ETL
12 37 (22.70%) SQL Server
12 37 (22.70%) Management Information System
12 37 (22.70%) Finance
12 37 (22.70%) Analytical Skills
13 35 (21.47%) Social Skills
14 34 (20.86%) DevOps
14 34 (20.86%) Oracle
14 34 (20.86%) AWS
15 33 (20.25%) Data Management
16 31 (19.02%) MySQL
17 30 (18.40%) Pharmaceutical
17 30 (18.40%) SQL Server Reporting Services
18 29 (17.79%) Java
19 25 (15.34%) Information Architecture
19 25 (15.34%) Python
19 25 (15.34%) Software Engineering
19 25 (15.34%) Data Engineering

Data Modelling
Co-occurring IT Skills in the East of England 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 8 (4.91%) Apache Spark
2 6 (3.68%) Jupyter
3 5 (3.07%) SAS
4 3 (1.84%) Apache
4 3 (1.84%) Apache Synapse
5 2 (1.23%) Confluence
6 1 (0.61%) Apache Airflow
Applications
1 11 (6.75%) Microsoft Excel
2 3 (1.84%) SPSS
3 2 (1.23%) Microsoft Office
Business Applications
1 3 (1.84%) Cognos Business Intelligence
1 3 (1.84%) IBM Planning Analytics
2 1 (0.61%) Remedy ITSM
Cloud Services
1 64 (39.26%) Azure
2 50 (30.67%) Power Platform
3 34 (20.86%) AWS
4 19 (11.66%) Serverless
5 14 (8.59%) Azure Synapse Analytics
6 12 (7.36%) Azure Stack
6 12 (7.36%) PaaS
7 11 (6.75%) Azure Data Factory
8 8 (4.91%) Amazon EMR
8 8 (4.91%) Cloud Computing
8 8 (4.91%) GCP
9 7 (4.29%) OpenShift
10 6 (3.68%) Azure Sentinel
11 5 (3.07%) Amazon CloudWatch
11 5 (3.07%) Amazon S3
11 5 (3.07%) Amazon SQS
11 5 (3.07%) PowerApps
12 4 (2.45%) SaaS
12 4 (2.45%) Snowflake
13 2 (1.23%) Azure Logic Apps
Communications & Networking
1 1 (0.61%) DNS
1 1 (0.61%) Firewall
Database & Business Intelligence
1 53 (32.52%) Data Warehouse
2 50 (30.67%) Power BI
3 37 (22.70%) SQL Server
4 31 (19.02%) MySQL
5 30 (18.40%) SQL Server Reporting Services
6 23 (14.11%) PostgreSQL
7 21 (12.88%) Tableau
8 19 (11.66%) Electronic Patient Records
9 18 (11.04%) BusinessObjects
9 18 (11.04%) SQL Server Integration Services
9 18 (11.04%) Star Schema
10 17 (10.43%) Data Lake
10 17 (10.43%) SQL Server Analysis Services
11 16 (9.82%) Data Mining
12 13 (7.98%) Relational Database
13 12 (7.36%) Amazon Redshift
14 11 (6.75%) Enterprise Data Warehouse
15 9 (5.52%) Apache Hive
15 9 (5.52%) Azure SQL Database
16 8 (4.91%) Big Data
Development Applications
1 18 (11.04%) Jenkins
2 10 (6.13%) Git (software)
3 8 (4.91%) JIRA
4 6 (3.68%) GitLab
4 6 (3.68%) Octopus Deploy
4 6 (3.68%) TestRail
5 5 (3.07%) Sonatype Nexus
6 1 (0.61%) SQL Server Management Studio (SSMS)
6 1 (0.61%) Team Foundation Server
6 1 (0.61%) Visual Studio
General
1 37 (22.70%) Analytical Skills
1 37 (22.70%) Finance
2 35 (21.47%) Social Skills
3 30 (18.40%) Pharmaceutical
4 17 (10.43%) Retail
5 11 (6.75%) Billing
6 9 (5.52%) Presentation Skills
7 8 (4.91%) Inclusion and Diversity
8 7 (4.29%) Law
9 6 (3.68%) Manufacturing
10 5 (3.07%) Games
10 5 (3.07%) Influencing Skills
10 5 (3.07%) Marketing
11 3 (1.84%) Banking
11 3 (1.84%) Electronics
11 3 (1.84%) Organisational Skills
11 3 (1.84%) Publishing
12 2 (1.23%) Legal
12 2 (1.23%) Public Sector
12 2 (1.23%) Telecoms
Job Titles
1 52 (31.90%) Developer
2 38 (23.31%) Architect
3 33 (20.25%) Analyst
4 27 (16.56%) Data Architect
5 26 (15.95%) Business Intelligence Developer
6 14 (8.59%) Domain Architect
7 11 (6.75%) Applications Architect
7 11 (6.75%) Business Analyst
8 10 (6.13%) Analyst Developer
9 9 (5.52%) Data Analyst
9 9 (5.52%) Power BI Developer
10 8 (4.91%) Report Developer
10 8 (4.91%) SAP BusinessObjects (BO) Developer
10 8 (4.91%) SSRS Developer
11 7 (4.29%) Pricing Analyst
11 7 (4.29%) Pricing Developer
12 6 (3.68%) Development Manager
12 6 (3.68%) Lead Developer
12 6 (3.68%) Lead Software Developer
12 6 (3.68%) Python Developer
Libraries, Frameworks & Software Standards
1 21 (12.88%) .NET
2 17 (10.43%) REST
3 16 (9.82%) Web Services
4 10 (6.13%) SOAP
5 8 (4.91%) RESTful
6 7 (4.29%) AngularJS
6 7 (4.29%) Java EE
6 7 (4.29%) Pandas
6 7 (4.29%) React
6 7 (4.29%) Spring
6 7 (4.29%) Spring Boot
7 6 (3.68%) Dask
7 6 (3.68%) NumPy
7 6 (3.68%) PyQt
7 6 (3.68%) pytest
7 6 (3.68%) Software Packaging
7 6 (3.68%) Sphinx
7 6 (3.68%) Tkinter
7 6 (3.68%) XML
8 5 (3.07%) UDDI
Miscellaneous
1 37 (22.70%) Management Information System
2 19 (11.66%) Life Science
3 12 (7.36%) Social Media
4 11 (6.75%) Self-Motivation
5 9 (5.52%) FMCG
5 9 (5.52%) User Experience
6 8 (4.91%) Data Structures
7 7 (4.29%) Algorithms
7 7 (4.29%) Virtual Team
8 4 (2.45%) Legacy Systems
9 3 (1.84%) Blog
9 3 (1.84%) Housing Association
9 3 (1.84%) Legacy Applications
9 3 (1.84%) NHS
9 3 (1.84%) Tandem
10 2 (1.23%) Biotechnology
10 2 (1.23%) CMDB
10 2 (1.23%) Greenfield Project
10 2 (1.23%) Reference Data
11 1 (0.61%) Analytical Mindset
Operating Systems
1 17 (10.43%) Unix
2 13 (7.98%) Linux
3 6 (3.68%) Mac OS
4 1 (0.61%) Windows
Processes & Methodologies
1 73 (44.79%) Agile Software Development
2 69 (42.33%) Analytics
3 51 (31.29%) Business Intelligence
4 45 (27.61%) Computer Science
5 44 (26.99%) Visualisation
6 39 (23.93%) ETL
7 34 (20.86%) DevOps
8 33 (20.25%) Data Management
9 25 (15.34%) Data Engineering
9 25 (15.34%) Information Architecture
9 25 (15.34%) Software Engineering
10 24 (14.72%) Data Analysis
10 24 (14.72%) Data Science
11 22 (13.50%) Mathematics
11 22 (13.50%) Scrum
12 19 (11.66%) Co-Creation
12 19 (11.66%) Data Governance
12 19 (11.66%) Data Visualisation
12 19 (11.66%) Requirements Gathering
13 18 (11.04%) Problem-Solving
Programming Languages
1 77 (47.24%) SQL
2 29 (17.79%) Java
3 25 (15.34%) Python
4 12 (7.36%) C#
5 8 (4.91%) C
5 8 (4.91%) JavaScript
5 8 (4.91%) T-SQL
6 7 (4.29%) C++
6 7 (4.29%) Perl
6 7 (4.29%) Shell Script
7 6 (3.68%) Bash Shell
8 5 (3.07%) Groovy
8 5 (3.07%) PowerShell
9 4 (2.45%) R
10 3 (1.84%) Data Analysis Expressions (DAX)
11 1 (0.61%) Formula Language
11 1 (0.61%) Go
11 1 (0.61%) Scala
11 1 (0.61%) TypeScript
11 1 (0.61%) VBA
Qualifications
1 40 (24.54%) Degree
2 8 (4.91%) Microsoft Certification
3 5 (3.07%) Numerate Degree
4 4 (2.45%) Computer Science Degree
5 3 (1.84%) ISEB
5 3 (1.84%) MBCS
6 2 (1.23%) SC Cleared
6 2 (1.23%) Security Cleared
Quality Assurance & Compliance
1 19 (11.66%) CDISC
2 14 (8.59%) Data Quality
3 7 (4.29%) Accessibility
3 7 (4.29%) QA
4 3 (1.84%) GRC
5 1 (0.61%) GDPR
5 1 (0.61%) ISO/IEC 27001
5 1 (0.61%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 1 (0.61%) NIST
System Software
1 7 (4.29%) Docker
Systems Management
1 17 (10.43%) Kubernetes
2 13 (7.98%) Ansible
Vendors
1 45 (27.61%) Microsoft
2 34 (20.86%) Oracle
3 14 (8.59%) CA Agile Central
4 12 (7.36%) Facebook
5 10 (6.13%) SAP
5 10 (6.13%) Talend
6 8 (4.91%) Splunk
7 7 (4.29%) Red Hat
8 6 (3.68%) Databricks
8 6 (3.68%) YouTube
9 5 (3.07%) Alibaba
9 5 (3.07%) MicroStrategy
10 4 (2.45%) Google
10 4 (2.45%) IBM
11 3 (1.84%) Alteryx
11 3 (1.84%) Cognos
11 3 (1.84%) Hyperion
11 3 (1.84%) NVIDIA
11 3 (1.84%) Saba
11 3 (1.84%) Workday