Period
to

The following table provides summary statistics for permanent job vacancies advertised in the North 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 18 August 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
England > North East
6 months to
18 Aug 2022
Same period 2021 Same period 2020
Rank 60 86 66
Rank change year-on-year +26 -20 +7
Permanent jobs citing Data Modelling 48 21 8
As % of all permanent jobs advertised in the North East 3.44% 1.77% 1.07%
As % of the Processes & Methodologies category 3.71% 1.87% 1.15%
Number of salaries quoted 28 18 8
10th Percentile £44,375 £29,125 £37,350
25th Percentile £48,891 £36,813 £39,750
Median annual salary (50th Percentile) £73,750 £45,000 £42,250
Median % change year-on-year +63.89% +6.51% -26.23%
75th Percentile £85,000 £49,000 £50,313
90th Percentile - £63,249 £60,625
England median annual salary £67,000 £60,000 £60,000
% change year-on-year +11.67% - -

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 North East with a requirement for process or methodology skills.

All Process and Methodology Skills
North East
Permanent vacancies with a requirement for process or methodology skills 1,293 1,121 696
As % of all permanent IT jobs advertised in the North East 92.69% 94.28% 92.80%
Number of salaries quoted 934 823 588
10th Percentile £28,825 £26,250 £25,350
25th Percentile £37,125 £32,500 £32,000
Median annual salary (50th Percentile) £47,500 £45,000 £41,250
Median % change year-on-year +5.56% +9.09% +1.85%
75th Percentile £63,750 £56,500 £52,250
90th Percentile £82,500 £65,000 £62,150
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Data Modelling
Job Vacancy Trend in the North East

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

Job vacancy trend for Data Modelling in the North East

Data Modelling
Salary Trend in the North East

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

Salary trend for Data Modelling in the North East

Data Modelling
Salary Histogram in the North East

Salary distribution for jobs citing Data Modelling in the North East over the 6 months to 18 August 2022.

Salary histogram for Data Modelling in the North East

Data Modelling
Job Locations in the North 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 North East region over the 6 months to 18 August 2022. 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
Jobs
Tyne and Wear +32 46 £78,750 +81.03% 1
Durham -5 2 £52,000 +15.56% 1
Data Modelling
England

For the 6 months to 18 August 2022, 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 North East region with a requirement for Data Modelling.

1 31 (64.58%) Business Intelligence
2 25 (52.08%) Analytics
3 24 (50.00%) Metadata
4 23 (47.92%) Data Quality
5 22 (45.83%) SQL
6 20 (41.67%) Data Integration
7 19 (39.58%) SaaS
7 19 (39.58%) Data Warehouse
7 19 (39.58%) Sage
7 19 (39.58%) Data Science
8 18 (37.50%) Data Structures
9 17 (35.42%) Finance
10 15 (31.25%) Data Management
11 14 (29.17%) Analytical Skills
11 14 (29.17%) Azure
11 14 (29.17%) Power BI
11 14 (29.17%) Power Platform
11 14 (29.17%) Data Pipeline
12 13 (27.08%) Azure Data Factory
12 13 (27.08%) Tableau
12 13 (27.08%) Data Governance
12 13 (27.08%) Data Transformation
13 12 (25.00%) Metadata Management
13 12 (25.00%) Data Lake
13 12 (25.00%) Databricks
13 12 (25.00%) Azure Synapse Analytics
13 12 (25.00%) Analytical Modelling
14 11 (22.92%) Data Hub
14 11 (22.92%) Data Centre
14 11 (22.92%) Data Engineering

Data Modelling
Co-occurring IT Skills in the North 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 2 (4.17%) Apache
1 2 (4.17%) Apache Spark
Applications
1 1 (2.08%) Microsoft Excel
Cloud Services
1 19 (39.58%) SaaS
2 14 (29.17%) Azure
2 14 (29.17%) Power Platform
3 13 (27.08%) Azure Data Factory
4 12 (25.00%) Azure Synapse Analytics
5 3 (6.25%) AWS
6 2 (4.17%) Amazon Kinesis
6 2 (4.17%) Azure Cosmos DB
6 2 (4.17%) Azure DevOps
6 2 (4.17%) Azure Service Bus
7 1 (2.08%) dbt
7 1 (2.08%) PaaS
7 1 (2.08%) Salesforce Sales Cloud
7 1 (2.08%) Salesforce Service Cloud
7 1 (2.08%) Snowflake
Database & Business Intelligence
1 24 (50.00%) Metadata
2 19 (39.58%) Data Warehouse
3 14 (29.17%) Power BI
4 13 (27.08%) Tableau
5 12 (25.00%) Data Lake
6 11 (22.92%) Apache Hive
6 11 (22.92%) Azure SQL Data Warehouse
6 11 (22.92%) Data Hub
6 11 (22.92%) Hadoop
6 11 (22.92%) Presto
6 11 (22.92%) Semantic Layer
7 6 (12.50%) SQL Server Integration Services
8 5 (10.42%) Relational Database
9 4 (8.33%) SQL Server
10 2 (4.17%) Big Data
10 2 (4.17%) KNIME
10 2 (4.17%) NoSQL
10 2 (4.17%) PostgreSQL
10 2 (4.17%) SQL Server Analysis Services
10 2 (4.17%) SQL Server Reporting Services
Development Applications
1 2 (4.17%) Git (software)
1 2 (4.17%) Jenkins
2 1 (2.08%) JIRA
General
1 17 (35.42%) Finance
2 14 (29.17%) Analytical Skills
3 5 (10.42%) Social Skills
4 3 (6.25%) Retail
5 1 (2.08%) Automotive
5 1 (2.08%) Back Office
5 1 (2.08%) Financial Institution
5 1 (2.08%) Public Sector
Job Titles
1 16 (33.33%) Data Engineer
2 10 (20.83%) Developer
3 5 (10.42%) Analyst
4 4 (8.33%) Business Intelligence Developer
4 4 (8.33%) Data Modeller
4 4 (8.33%) Designer
5 3 (6.25%) Data Manager
5 3 (6.25%) Information Manager
6 2 (4.17%) Architect
6 2 (4.17%) Migration Analyst
7 1 (2.08%) Azure Data Engineer
7 1 (2.08%) Azure Engineer
7 1 (2.08%) Business Analyst
7 1 (2.08%) Consultant
7 1 (2.08%) Data Architect
7 1 (2.08%) ETL Developer
7 1 (2.08%) Salesforce Functional Consultant
7 1 (2.08%) Senior Data Engineer
7 1 (2.08%) Technical Architect
7 1 (2.08%) Tester
Libraries, Frameworks & Software Standards
1 2 (4.17%) Apache Beam
1 2 (4.17%) Apache NiFi
1 2 (4.17%) JMS
1 2 (4.17%) Kafka
1 2 (4.17%) Samza
1 2 (4.17%) Spark Streaming
1 2 (4.17%) XML
2 1 (2.08%) .NET
2 1 (2.08%) Pandas
2 1 (2.08%) PySpark
2 1 (2.08%) SQLAlchemy
2 1 (2.08%) Web Services
Miscellaneous
1 18 (37.50%) Data Structures
2 11 (22.92%) Data Centre
3 7 (14.58%) Social Media
4 3 (6.25%) Management Information System
5 2 (4.17%) Algorithms
6 1 (2.08%) Data Protection Act
6 1 (2.08%) Hybrid Cloud
6 1 (2.08%) Self-Motivation
6 1 (2.08%) Wiki
Processes & Methodologies
1 31 (64.58%) Business Intelligence
2 25 (52.08%) Analytics
3 20 (41.67%) Data Integration
4 19 (39.58%) Data Science
5 15 (31.25%) Data Management
6 14 (29.17%) Data Pipeline
7 13 (27.08%) Data Governance
7 13 (27.08%) Data Transformation
8 12 (25.00%) Analytical Modelling
8 12 (25.00%) Metadata Management
9 11 (22.92%) Data Analytics
9 11 (22.92%) Data Engineering
9 11 (22.92%) Open Source
9 11 (22.92%) Workload Management
10 10 (20.83%) ETL
11 8 (16.67%) Agile
11 8 (16.67%) Data Development
11 8 (16.67%) IT Strategy
11 8 (16.67%) Technology Strategy
12 7 (14.58%) Artificial Intelligence
Programming Languages
1 22 (45.83%) SQL
2 6 (12.50%) Python
3 3 (6.25%) T-SQL
4 2 (4.17%) C++
4 2 (4.17%) Java
4 2 (4.17%) R
4 2 (4.17%) Scala
5 1 (2.08%) C#
5 1 (2.08%) Data Analysis Expressions (DAX)
5 1 (2.08%) PL/SQL
5 1 (2.08%) Shell Script
Qualifications
1 3 (6.25%) Degree
1 3 (6.25%) HND
2 1 (2.08%) ISTQB
2 1 (2.08%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 23 (47.92%) Data Quality
2 1 (2.08%) GDPR
2 1 (2.08%) QA
System Software
1 2 (4.17%) Docker
Systems Management
1 2 (4.17%) Ansible
1 2 (4.17%) Kubernetes
1 2 (4.17%) Puppet
2 1 (2.08%) HP ALM
Vendors
1 19 (39.58%) Sage
2 12 (25.00%) Databricks
3 2 (4.17%) Alteryx
3 2 (4.17%) Microsoft
3 2 (4.17%) Oracle
4 1 (2.08%) HP
4 1 (2.08%) Informatica
4 1 (2.08%) Salesforce.com