Period
to 17 October 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 17 October 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
17 Oct 2021
Same period 2020 Same period 2019
Rank 73 107 168
Rank change year-on-year +34 +61 -25
Permanent jobs citing Data Modelling 234 50 131
As % of all permanent jobs advertised in Yorkshire 3.52% 1.87% 1.86%
As % of the Processes & Methodologies category 3.74% 1.99% 2.03%
Number of salaries quoted 191 41 92
10th Percentile £37,500 £36,792 £37,500
25th Percentile £42,500 £42,500 £41,250
Median annual salary (50th Percentile) £55,000 £47,500 £47,500
Median % change year-on-year +15.79% - -5.00%
75th Percentile £75,000 £57,500 £53,750
90th Percentile £80,001 £65,000 £56,250
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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6,255 2,513 6,443
As % of all permanent IT jobs advertised in Yorkshire 94.10% 93.87% 91.65%
Number of salaries quoted 4,751 2,204 5,200
10th Percentile £31,250 £31,250 £25,995
25th Percentile £37,500 £37,500 £33,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +4.65%
75th Percentile £63,750 £57,500 £55,000
90th Percentile £75,000 £65,000 £65,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% -

Data Modelling
Job Vacancy Trend in Yorkshire

Job postings citing Data Modelling as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Data Modelling in Yorkshire.

Salary trend for Data Modelling in Yorkshire

Data Modelling
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Modelling in Yorkshire over the 6 months to 17 October 2021.

Salary histogram for Data Modelling in Yorkshire

Data Modelling
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Yorkshire region over the 6 months to 17 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
West Yorkshire +12 140 £57,500 +4.55% 19
North Yorkshire +50 65 £65,000 +26.83% 2
South Yorkshire -34 21 £42,500 -8.11% 2
East Yorkshire -16 4 £62,500 +38.89%
Data Modelling
England

For the 6 months to 17 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 Yorkshire region with a requirement for Data Modelling.

1 150 (64.10%) SQL
2 115 (49.15%) Agile Software Development
3 112 (47.86%) Business Intelligence
4 93 (39.74%) Azure
5 75 (32.05%) Analytics
6 73 (31.20%) Data Warehouse
7 65 (27.78%) Power BI
7 65 (27.78%) Power Platform
8 61 (26.07%) Microsoft
9 59 (25.21%) SQL Server
10 58 (24.79%) Visualisation
11 54 (23.08%) Social Skills
12 51 (21.79%) SQL Server Integration Services
13 46 (19.66%) Finance
13 46 (19.66%) ETL
14 44 (18.80%) Data Governance
15 43 (18.38%) DevOps
16 39 (16.67%) Data Quality
16 39 (16.67%) Data Visualisation
17 38 (16.24%) Microservices
18 37 (15.81%) Tableau
19 36 (15.38%) Data Engineering
20 34 (14.53%) Metadata
20 34 (14.53%) Data Architecture
20 34 (14.53%) Data Analysis
20 34 (14.53%) .NET
21 33 (14.10%) T-SQL
22 32 (13.68%) Data Management
22 32 (13.68%) Degree
23 30 (12.82%) Java

Data Modelling
Co-occurring IT Skills in Yorkshire 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 10 (4.27%) Apache Spark
2 9 (3.85%) Apache
2 9 (3.85%) Confluence
3 6 (2.56%) SAS
4 4 (1.71%) Apache Synapse
5 1 (0.43%) Apache Airflow
5 1 (0.43%) Luigi
5 1 (0.43%) SharePoint
5 1 (0.43%) Tomcat
Applications
1 14 (5.98%) Microsoft Excel
2 13 (5.56%) Microsoft Office
3 8 (3.42%) MS Visio
4 6 (2.56%) Microsoft PowerPoint
Business Applications
1 1 (0.43%) Cognos Business Intelligence
1 1 (0.43%) IBM Planning Analytics
1 1 (0.43%) SAP ERP
1 1 (0.43%) SAP MDG
Cloud Services
1 93 (39.74%) Azure
2 65 (27.78%) Power Platform
3 19 (8.12%) AWS
3 19 (8.12%) Serverless
4 17 (7.26%) PaaS
5 16 (6.84%) Azure Synapse Analytics
6 15 (6.41%) Azure Stack
7 13 (5.56%) Azure Data Factory
8 8 (3.42%) GCP
9 7 (2.99%) PowerApps
10 6 (2.56%) SaaS
11 5 (2.14%) Amazon Kinesis
12 3 (1.28%) AWS Lambda
12 3 (1.28%) Boomi
12 3 (1.28%) Snowflake
13 2 (0.85%) Azure Cosmos DB
13 2 (0.85%) Azure Machine Learning
14 1 (0.43%) Amazon EMR
14 1 (0.43%) Azure Functions
14 1 (0.43%) Power Automate
Communications & Networking
1 12 (5.13%) Broadband
2 3 (1.28%) Firewall
3 1 (0.43%) DNS
3 1 (0.43%) HTTP
3 1 (0.43%) Reverse Proxy
Database & Business Intelligence
1 73 (31.20%) Data Warehouse
2 65 (27.78%) Power BI
3 59 (25.21%) SQL Server
4 51 (21.79%) SQL Server Integration Services
5 37 (15.81%) Tableau
6 34 (14.53%) Metadata
7 25 (10.68%) SQL Server Analysis Services
8 24 (10.26%) Relational Database
9 16 (6.84%) Data Lake
9 16 (6.84%) SQL Server Reporting Services
10 13 (5.56%) NoSQL
11 11 (4.70%) Azure SQL Data Warehouse
12 10 (4.27%) BusinessObjects
13 9 (3.85%) Amazon Redshift
13 9 (3.85%) Big Data
13 9 (3.85%) Hadoop
13 9 (3.85%) MySQL
13 9 (3.85%) OLAP
14 8 (3.42%) Amazon Athena
15 7 (2.99%) SAP Data Services
Development Applications
1 19 (8.12%) JIRA
2 5 (2.14%) Team Foundation Server
3 3 (1.28%) Jenkins
4 2 (0.85%) JUnit
4 2 (0.85%) Subversion
5 1 (0.43%) Atlassian Bamboo
5 1 (0.43%) Visual Studio
General
1 54 (23.08%) Social Skills
2 46 (19.66%) Finance
3 28 (11.97%) Retail
4 24 (10.26%) Analytical Skills
5 16 (6.84%) Billing
6 13 (5.56%) Marketing
7 10 (4.27%) Public Sector
8 6 (2.56%) Manufacturing
8 6 (2.56%) Organisational Skills
9 4 (1.71%) Presentation Skills
10 3 (1.28%) Electronics
10 3 (1.28%) Publishing
11 2 (0.85%) Banking
11 2 (0.85%) Inclusion and Diversity
11 2 (0.85%) Legal
12 1 (0.43%) Games
12 1 (0.43%) Influencing Skills
12 1 (0.43%) Law
Job Titles
1 77 (32.91%) Architect
2 53 (22.65%) Analyst
3 34 (14.53%) Data Architect
4 33 (14.10%) Developer
5 28 (11.97%) Data Engineer
6 24 (10.26%) Solutions Architect
7 23 (9.83%) Business Analyst
8 15 (6.41%) Applications Architect
9 14 (5.98%) Business Intelligence Developer
10 11 (4.70%) Business Intelligence Analyst
10 11 (4.70%) Data Analyst
10 11 (4.70%) Senior Data Engineer
11 10 (4.27%) Azure Architect
12 8 (3.42%) Power BI Developer
13 7 (2.99%) Data Manager
13 7 (2.99%) Data Modeller
13 7 (2.99%) Enterprise Architect
14 6 (2.56%) Business Architect
14 6 (2.56%) Customer Analyst
14 6 (2.56%) Senior Analyst
Libraries, Frameworks & Software Standards
1 34 (14.53%) .NET
2 7 (2.99%) PySpark
3 6 (2.56%) Kafka
3 6 (2.56%) RESTful
3 6 (2.56%) Web Services
4 5 (2.14%) JSON
4 5 (2.14%) XML
5 4 (1.71%) AngularJS
6 3 (1.28%) .NET Framework
6 3 (1.28%) ASP.NET
6 3 (1.28%) ASP.NET MVC
6 3 (1.28%) NumPy
7 2 (0.85%) .NET Core
7 2 (0.85%) ASP.NET Web API
7 2 (0.85%) D3.js
7 2 (0.85%) React
7 2 (0.85%) REST
7 2 (0.85%) WPF
8 1 (0.43%) Spark Streaming
8 1 (0.43%) Spring Boot
Miscellaneous
1 20 (8.55%) Taxonomies
2 18 (7.69%) Self-Motivation
3 17 (7.26%) Reference Data
4 14 (5.98%) Management Information System
5 8 (3.42%) Data Protection Act
6 7 (2.99%) Data Structures
7 6 (2.56%) NHS
8 3 (1.28%) Blog
8 3 (1.28%) Greenfield Project
8 3 (1.28%) Legacy Systems
8 3 (1.28%) Tandem
9 2 (0.85%) Cloud Native
9 2 (0.85%) Reinsurance
9 2 (0.85%) User Experience
10 1 (0.43%) Algorithms
10 1 (0.43%) Data Centre
10 1 (0.43%) Industry 4.0
10 1 (0.43%) Legacy Applications
10 1 (0.43%) Marketing Technology
10 1 (0.43%) Social Media
Operating Systems
1 3 (1.28%) Windows
2 1 (0.43%) Linux
Processes & Methodologies
1 115 (49.15%) Agile Software Development
2 112 (47.86%) Business Intelligence
3 75 (32.05%) Analytics
4 58 (24.79%) Visualisation
5 46 (19.66%) ETL
6 44 (18.80%) Data Governance
7 43 (18.38%) DevOps
8 39 (16.67%) Data Visualisation
9 38 (16.24%) Microservices
10 36 (15.38%) Data Engineering
11 34 (14.53%) Data Analysis
11 34 (14.53%) Data Architecture
12 32 (13.68%) Data Management
13 29 (12.39%) API Design
13 29 (12.39%) SOA
14 26 (11.11%) Architecture Roadmap
15 22 (9.40%) Problem-Solving
15 22 (9.40%) Stakeholder Management
16 21 (8.97%) Computer Science
17 20 (8.55%) Mathematics
Programming Languages
1 150 (64.10%) SQL
2 33 (14.10%) T-SQL
3 30 (12.82%) Java
4 22 (9.40%) Python
5 8 (3.42%) C#
5 8 (3.42%) Data Analysis Expressions (DAX)
6 6 (2.56%) PL/SQL
7 4 (1.71%) JavaScript
8 2 (0.85%) PowerShell
8 2 (0.85%) R
9 1 (0.43%) Scala
Qualifications
1 32 (13.68%) Degree
2 6 (2.56%) Six Sigma Black Belt
3 3 (1.28%) ISEB
4 2 (0.85%) Computer Science Degree
5 1 (0.43%) Master's Degree
5 1 (0.43%) Numerate Degree
5 1 (0.43%) PhD
Quality Assurance & Compliance
1 39 (16.67%) Data Quality
2 3 (1.28%) GDPR
2 3 (1.28%) QA
3 1 (0.43%) GMP
3 1 (0.43%) ISO 9001
System Software
1 1 (0.43%) Docker
Systems Management
1 16 (6.84%) Kubernetes
2 1 (0.43%) Terraform
Vendors
1 61 (26.07%) Microsoft
2 26 (11.11%) Alteryx
3 24 (10.26%) Databricks
4 20 (8.55%) Oracle
4 20 (8.55%) SAP
5 15 (6.41%) Informatica
6 5 (2.14%) Ab Initio
6 5 (2.14%) IBM
6 5 (2.14%) Remedy
7 4 (1.71%) Teradata
8 3 (1.28%) Dell
8 3 (1.28%) Google
8 3 (1.28%) NVIDIA
9 2 (0.85%) Cadence
9 2 (0.85%) Cognos
9 2 (0.85%) ServiceNow
9 2 (0.85%) SnapLogic
9 2 (0.85%) Vertica
10 1 (0.43%) Adobe
10 1 (0.43%) Cognizant