Period
to 29 October 2020

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 29 October 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
29 Oct 2020
Same period 2019 Same period 2018
Rank 113 163 144
Rank change year-on-year +50 -19 -35
Permanent jobs citing Data Modelling 53 133 167
As % of all permanent jobs advertised in Yorkshire 1.86% 1.90% 1.97%
As % of the Processes & Methodologies category 1.99% 2.08% 2.14%
Number of salaries quoted 58 97 142
Median annual salary £47,500 £47,500 £50,000
Median salary % change year-on-year - -5.00% -
10th Percentile £36,250 £37,400 £32,500
90th Percentile £72,500 £58,750 £67,250
England median annual salary £60,000 £60,000 £59,000
% change year-on-year - +1.69% +7.27%

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 2,658 6,408 7,818
As % of all permanent IT jobs advertised in Yorkshire 93.17% 91.62% 92.37%
Number of salaries quoted 2,306 5,187 6,382
Median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% +1.18%
10th Percentile £31,250 £26,250 £26,250
90th Percentile £66,250 £65,000 £62,500
England median annual salary £55,122 £52,500 £52,500
% change year-on-year +4.99% - +5.00%

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 29 October 2020.

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 29 October 2020. 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 +11 29 £55,000 +15.79% 11
South Yorkshire +28 10 £45,000 +1.39% 1
East Yorkshire +28 8 £45,000 -
North Yorkshire +70 5 £49,500 -50.50% 2
Data Modelling
England

For the 6 months to 29 October 2020, 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 24 (45.28%) SQL
2 19 (35.85%) Business Intelligence
2 19 (35.85%) Agile Software Development
3 14 (26.42%) Data Quality
3 14 (26.42%) Analytical Skills
4 13 (24.53%) Problem-Solving
4 13 (24.53%) Data Warehouse
5 12 (22.64%) ETL
6 11 (20.75%) SQL Server Analysis Services
6 11 (20.75%) Azure
7 10 (18.87%) Analytics
7 10 (18.87%) Data Analysis
8 9 (16.98%) Microsoft
8 9 (16.98%) Validation
8 9 (16.98%) User Stories
8 9 (16.98%) SaaS
8 9 (16.98%) Data Architecture
8 9 (16.98%) Requirements Workshops
8 9 (16.98%) Translating Business Requirements
9 8 (15.09%) Power BI
9 8 (15.09%) Power Platform
9 8 (15.09%) Wireframes
9 8 (15.09%) Data Strategy
9 8 (15.09%) Retail
9 8 (15.09%) Stakeholder Management
9 8 (15.09%) SLA
10 7 (13.21%) T-SQL
10 7 (13.21%) SQL Server Integration Services
10 7 (13.21%) Conceptual Models
10 7 (13.21%) Requirements Gathering

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 4 (7.55%) Elasticsearch
2 2 (3.77%) Anypoint
3 1 (1.89%) Apache Solr
3 1 (1.89%) Confluence
3 1 (1.89%) SAS
3 1 (1.89%) WebSphere
3 1 (1.89%) WebSphere Application Server
Applications
1 4 (7.55%) MS Visio
2 3 (5.66%) Microsoft Excel
3 1 (1.89%) Microsoft PowerPoint
Business Applications
1 2 (3.77%) Salesforce.com CRM
Cloud Services
1 11 (20.75%) Azure
2 9 (16.98%) SaaS
3 8 (15.09%) Power Platform
4 6 (11.32%) AWS
5 2 (3.77%) Amazon Kinesis
5 2 (3.77%) Cloud Computing
5 2 (3.77%) Force.com
5 2 (3.77%) Salesforce Sales Cloud
5 2 (3.77%) Salesforce Service Cloud
6 1 (1.89%) Amazon S3
6 1 (1.89%) IaaS
6 1 (1.89%) PaaS
Database & Business Intelligence
1 13 (24.53%) Data Warehouse
2 11 (20.75%) SQL Server Analysis Services
3 8 (15.09%) Power BI
4 7 (13.21%) SQL Server Integration Services
5 5 (9.43%) SQL Server
5 5 (9.43%) SQL Server Reporting Services
6 4 (7.55%) Data Mart
6 4 (7.55%) NoSQL
7 3 (5.66%) Big Data
7 3 (5.66%) Cosmos DB
7 3 (5.66%) Data Lake
7 3 (5.66%) QlikView
8 2 (3.77%) MongoDB
8 2 (3.77%) MySQL
8 2 (3.77%) Relational Database
9 1 (1.89%) CouchDB
9 1 (1.89%) DB2
9 1 (1.89%) Hadoop
9 1 (1.89%) OLAP
9 1 (1.89%) Oracle Reports
Development Applications
1 3 (5.66%) Visual Studio
2 2 (3.77%) Git (software)
2 2 (3.77%) JIRA
3 1 (1.89%) Appium
3 1 (1.89%) Jenkins
3 1 (1.89%) Selenium
General
1 8 (15.09%) Retail
2 6 (11.32%) Finance
2 6 (11.32%) Marketing
3 4 (7.55%) Law
3 4 (7.55%) Public Sector
4 1 (1.89%) Digital Economy
4 1 (1.89%) Housing Association
4 1 (1.89%) Manufacturing
Job Titles
1 16 (30.19%) Architect
1 16 (30.19%) Data Architect
2 14 (26.42%) Analyst
3 11 (20.75%) Developer
4 10 (18.87%) Business Analyst
5 8 (15.09%) Data Modeller
6 5 (9.43%) Business Intelligence Developer
7 4 (7.55%) Data Engineer
8 3 (5.66%) Business Developer
8 3 (5.66%) Business Intelligence Analyst
8 3 (5.66%) Business Intelligence Architect
8 3 (5.66%) Business Intelligence Specialist
8 3 (5.66%) Capacity Manager
8 3 (5.66%) Integration Developer
8 3 (5.66%) Integration Specialist
8 3 (5.66%) IT Manager
8 3 (5.66%) Microsoft BI Architect
8 3 (5.66%) Senior Analyst
8 3 (5.66%) Senior Business Analyst
9 2 (3.77%) Lead Developer
Libraries, Frameworks & Software Standards
1 5 (9.43%) JSON
1 5 (9.43%) XML
2 3 (5.66%) Web Services
3 2 (3.77%) SOAP
3 2 (3.77%) Visualforce
4 1 (1.89%) EJB
4 1 (1.89%) HTML
4 1 (1.89%) J2EE
4 1 (1.89%) JPA
4 1 (1.89%) JSP
4 1 (1.89%) Kafka
4 1 (1.89%) Pandas
4 1 (1.89%) REST
4 1 (1.89%) Spring
4 1 (1.89%) Struts
Miscellaneous
1 14 (26.42%) Analytical Skills
2 5 (9.43%) Data Structures
3 3 (5.66%) Management Information System
3 3 (5.66%) Reference Data
4 1 (1.89%) Mobile App
4 1 (1.89%) Self-Motivation
Operating Systems
1 1 (1.89%) Linux
1 1 (1.89%) Windows
Processes & Methodologies
1 19 (35.85%) Agile Software Development
1 19 (35.85%) Business Intelligence
2 13 (24.53%) Problem-Solving
3 12 (22.64%) ETL
4 10 (18.87%) Analytics
4 10 (18.87%) Data Analysis
5 9 (16.98%) Data Architecture
5 9 (16.98%) Requirements Workshops
5 9 (16.98%) Translating Business Requirements
5 9 (16.98%) User Stories
5 9 (16.98%) Validation
6 8 (15.09%) Data Strategy
6 8 (15.09%) Stakeholder Management
6 8 (15.09%) Wireframes
7 7 (13.21%) Conceptual Models
7 7 (13.21%) Data Analytics
7 7 (13.21%) Logical Data Model
7 7 (13.21%) Physical Data Model
7 7 (13.21%) Requirements Gathering
7 7 (13.21%) Reverse Engineering
Programming Languages
1 24 (45.28%) SQL
2 7 (13.21%) T-SQL
3 4 (7.55%) Python
4 3 (5.66%) JavaScript
5 2 (3.77%) Apex Code
5 2 (3.77%) R
6 1 (1.89%) Data Analysis Expressions (DAX)
6 1 (1.89%) Go
6 1 (1.89%) Java
6 1 (1.89%) MATLAB
6 1 (1.89%) Scala
6 1 (1.89%) VB
Qualifications
1 3 (5.66%) ITIL Certification
2 2 (3.77%) Degree
2 2 (3.77%) Security Cleared
3 1 (1.89%) SC Cleared
Quality Assurance & Compliance
1 14 (26.42%) Data Quality
2 8 (15.09%) SLA
System Software
1 1 (1.89%) Docker
Systems Management
1 1 (1.89%) Kubernetes
Vendors
1 9 (16.98%) Microsoft
2 3 (5.66%) Salesforce.com
3 2 (3.77%) MuleSoft
3 2 (3.77%) Oracle
3 2 (3.77%) Pardot
4 1 (1.89%) Atlassian
4 1 (1.89%) Databricks
4 1 (1.89%) IBM
4 1 (1.89%) SAP
4 1 (1.89%) Talend