Period
to 27 July 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 27 July 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
27 Jul 2021
Same period 2020 Same period 2019
Rank 121 112 144
Rank change year-on-year -9 +32 +55
Permanent jobs citing Data Modelling 99 67 153
As % of all permanent jobs advertised in the East of England 2.09% 2.11% 2.05%
As % of the Processes & Methodologies category 2.31% 2.33% 2.30%
Number of salaries quoted 43 56 107
10th Percentile £41,500 £39,375 £37,500
25th Percentile £45,625 £40,938 £41,250
Median annual salary (50th Percentile) £60,000 £65,000 £47,500
Median % change year-on-year -7.69% +36.84% -13.64%
75th Percentile £71,250 £77,500 £56,875
90th Percentile £79,000 £84,375 £71,500
England median annual salary £60,000 £62,302 £60,000
% change year-on-year -3.69% +3.84% +4.35%

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 4,295 2,874 6,651
As % of all permanent IT jobs advertised in the East of England 90.84% 90.41% 89.28%
Number of salaries quoted 2,487 2,212 5,110
10th Percentile £29,000 £29,000 £27,500
25th Percentile £36,750 £36,250 £36,250
Median annual salary (50th Percentile) £50,000 £47,500 £50,000
Median % change year-on-year +5.26% -5.00% +5.26%
75th Percentile £63,750 £62,500 £61,250
90th Percentile £77,500 £78,750 £73,750
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

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 27 July 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 27 July 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
Cambridgeshire -8 41 £55,000 -35.29% 3
Hertfordshire -10 39 £62,500 -9.09% 22
Essex +16 13 £55,000 +37.50% 7
Bedfordshire -28 3 £65,000 +52.94% 3
Suffolk -2 1 - - 4
Data Modelling
England

For the 6 months to 27 July 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 54 (54.55%) Agile Software Development
2 44 (44.44%) Computer Science
3 41 (41.41%) Analytics
3 41 (41.41%) SQL
4 31 (31.31%) Pharmaceutical
5 30 (30.30%) Visualisation
5 30 (30.30%) Power Platform
6 27 (27.27%) Power BI
6 27 (27.27%) Degree
7 26 (26.26%) Business Intelligence
8 25 (25.25%) Life Science
8 25 (25.25%) AWS
9 23 (23.23%) Data Management
10 22 (22.22%) Management Information System
10 22 (22.22%) Oracle
10 22 (22.22%) Mathematics
11 21 (21.21%) Microsoft
11 21 (21.21%) Finance
11 21 (21.21%) Data Analysis
11 21 (21.21%) Data Science
12 20 (20.20%) Social Skills
13 19 (19.19%) Co-Creation
13 19 (19.19%) Migration
13 19 (19.19%) ETL
13 19 (19.19%) MySQL
13 19 (19.19%) Python
13 19 (19.19%) Informatics
13 19 (19.19%) Azure
13 19 (19.19%) Tableau
14 18 (18.18%) Data Warehouse

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 (8.08%) Apache Spark
2 7 (7.07%) SAS
3 3 (3.03%) Jupyter
4 2 (2.02%) Apache
5 1 (1.01%) Apache Airflow
5 1 (1.01%) Apache Synapse
5 1 (1.01%) CMS
5 1 (1.01%) Confluence
Applications
1 6 (6.06%) Microsoft Excel
2 3 (3.03%) SPSS
3 2 (2.02%) Spreadsheet
4 1 (1.01%) Microsoft Office
4 1 (1.01%) Microsoft PowerPoint
4 1 (1.01%) MS Visio
Business Applications
1 3 (3.03%) Cognos Business Intelligence
1 3 (3.03%) Cognos TM1
2 1 (1.01%) Oracle Applications
2 1 (1.01%) Oracle Payroll
2 1 (1.01%) Remedy ITSM
Cloud Services
1 30 (30.30%) Power Platform
2 25 (25.25%) AWS
3 19 (19.19%) Azure
4 8 (8.08%) Amazon EMR
5 6 (6.06%) Serverless
6 5 (5.05%) Azure Stack
7 4 (4.04%) Azure Data Factory
7 4 (4.04%) Cloud Computing
7 4 (4.04%) SaaS
8 3 (3.03%) Amazon SageMaker
8 3 (3.03%) AWS Lambda
8 3 (3.03%) Azure Synapse Analytics
8 3 (3.03%) GCP
8 3 (3.03%) PaaS
8 3 (3.03%) Snowflake
9 2 (2.02%) Amazon CloudWatch
9 2 (2.02%) Amazon S3
9 2 (2.02%) Amazon SQS
9 2 (2.02%) PowerApps
9 2 (2.02%) Taleo
Database & Business Intelligence
1 27 (27.27%) Power BI
2 19 (19.19%) MySQL
2 19 (19.19%) Tableau
3 18 (18.18%) Data Warehouse
4 17 (17.17%) Electronic Patient Records
4 17 (17.17%) PostgreSQL
4 17 (17.17%) SQL Server
5 14 (14.14%) Data Mining
6 13 (13.13%) BusinessObjects
6 13 (13.13%) SQL Server Reporting Services
7 12 (12.12%) NoSQL
8 11 (11.11%) SQL Server Integration Services
9 10 (10.10%) Big Data
9 10 (10.10%) SQL Server Analysis Services
10 9 (9.09%) Amazon Redshift
10 9 (9.09%) Relational Database
11 7 (7.07%) Apache Hive
12 6 (6.06%) Metadata
13 5 (5.05%) Amazon Aurora
13 5 (5.05%) MongoDB
Development Applications
1 6 (6.06%) Git (software)
2 2 (2.02%) Jenkins
2 2 (2.02%) Sonatype Nexus
2 2 (2.02%) SQL Server Management Studio (SSMS)
3 1 (1.01%) JIRA
3 1 (1.01%) Postman
3 1 (1.01%) Visual Studio
General
1 31 (31.31%) Pharmaceutical
2 21 (21.21%) Finance
3 20 (20.20%) Social Skills
4 15 (15.15%) Analytical Skills
5 14 (14.14%) Marketing
6 9 (9.09%) Inclusion and Diversity
6 9 (9.09%) Manufacturing
7 7 (7.07%) Law
8 5 (5.05%) Retail
9 3 (3.03%) Billing
9 3 (3.03%) Publishing
10 2 (2.02%) Banking
10 2 (2.02%) Games
10 2 (2.02%) Legal
10 2 (2.02%) Telecoms
11 1 (1.01%) Electronics
Job Titles
1 30 (30.30%) Architect
2 27 (27.27%) Data Architect
3 14 (14.14%) Developer
4 12 (12.12%) Domain Architect
5 11 (11.11%) Analyst
6 10 (10.10%) Programmer
7 7 (7.07%) Business Analyst
7 7 (7.07%) Data Analytics Specialist
7 7 (7.07%) Enterprise Architect
7 7 (7.07%) Enterprise Data Architect
8 6 (6.06%) Administrator
8 6 (6.06%) ETL Developer
9 5 (5.05%) DBA
9 5 (5.05%) Digital Product Manager
9 5 (5.05%) Product Manager
10 4 (4.04%) Business Intelligence Developer
10 4 (4.04%) Data Analyst
10 4 (4.04%) Statistical Programmer
11 3 (3.03%) Data Scientist
11 3 (3.03%) Talend Developer
Libraries, Frameworks & Software Standards
1 10 (10.10%) .NET
2 4 (4.04%) REST
2 4 (4.04%) SOAP
3 3 (3.03%) Apache Camel
3 3 (3.03%) Kafka
3 3 (3.03%) NLTK
3 3 (3.03%) NumPy
3 3 (3.03%) Pandas
3 3 (3.03%) SciPy
3 3 (3.03%) Shiny
3 3 (3.03%) TensorFlow
3 3 (3.03%) Web Services
3 3 (3.03%) XML
4 2 (2.02%) Elastic Stack
4 2 (2.02%) Oracle Fusion
5 1 (1.01%) .NET Core
5 1 (1.01%) CSS
5 1 (1.01%) HTML
5 1 (1.01%) RESTful
Miscellaneous
1 25 (25.25%) Life Science
2 22 (22.22%) Management Information System
3 12 (12.12%) Reference Data
4 9 (9.09%) Legacy Systems
4 9 (9.09%) Social Media
5 7 (7.07%) Biotechnology
6 4 (4.04%) Self-Motivation
7 3 (3.03%) Algorithms
7 3 (3.03%) Data Structures
8 2 (2.02%) CMDB
8 2 (2.02%) Greenfield Project
9 1 (1.01%) Blog
9 1 (1.01%) Tandem
9 1 (1.01%) User Experience
Operating Systems
1 4 (4.04%) Unix
2 1 (1.01%) Windows
Processes & Methodologies
1 54 (54.55%) Agile Software Development
2 44 (44.44%) Computer Science
3 41 (41.41%) Analytics
4 30 (30.30%) Visualisation
5 26 (26.26%) Business Intelligence
6 23 (23.23%) Data Management
7 22 (22.22%) Mathematics
8 21 (21.21%) Data Analysis
8 21 (21.21%) Data Science
9 19 (19.19%) Co-Creation
9 19 (19.19%) ETL
9 19 (19.19%) Informatics
9 19 (19.19%) Migration
10 17 (17.17%) Data Governance
10 17 (17.17%) Data Strategy
10 17 (17.17%) Problem-Solving
11 16 (16.16%) Information Architecture
12 14 (14.14%) Data Engineering
12 14 (14.14%) Software Engineering
13 13 (13.13%) Data Visualisation
Programming Languages
1 41 (41.41%) SQL
2 19 (19.19%) Python
3 16 (16.16%) R
4 6 (6.06%) Java
5 5 (5.05%) T-SQL
6 4 (4.04%) PowerShell
7 2 (2.02%) Groovy
8 1 (1.01%) C#
8 1 (1.01%) JavaScript
8 1 (1.01%) Scala
Qualifications
1 27 (27.27%) Degree
2 7 (7.07%) Computer Science Degree
2 7 (7.07%) Master's Degree
3 4 (4.04%) Microsoft Certification
3 4 (4.04%) Numerate Degree
4 1 (1.01%) ISEB
4 1 (1.01%) MBCS
4 1 (1.01%) SC Cleared
4 1 (1.01%) Security Cleared
Quality Assurance & Compliance
1 16 (16.16%) CDISC
2 7 (7.07%) Data Quality
3 6 (6.06%) GDPR
4 1 (1.01%) ISO/IEC 27001
4 1 (1.01%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
4 1 (1.01%) NIST
Systems Management
1 3 (3.03%) Kubernetes
2 1 (1.01%) Ansible
Vendors
1 22 (22.22%) Oracle
2 21 (21.21%) Microsoft
3 12 (12.12%) CA Agile Central
4 11 (11.11%) Facebook
4 11 (11.11%) Instagram
5 8 (8.08%) Google
6 7 (7.07%) Informatica
6 7 (7.07%) Talend
7 4 (4.04%) Cognos
7 4 (4.04%) IBM
7 4 (4.04%) SAP
8 3 (3.03%) Databricks
8 3 (3.03%) Hyperion
8 3 (3.03%) Saba
9 2 (2.02%) Alibaba
9 2 (2.02%) MicroStrategy
9 2 (2.02%) ServiceNow
9 2 (2.02%) Splunk
10 1 (1.01%) BMC
10 1 (1.01%) Remedy