Period
to 18 January 2022

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 18 January 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
18 Jan 2022
Same period 2021 Same period 2020
Rank 82 126 135
Rank change year-on-year +44 +9 +2
Permanent jobs citing Data Modelling 229 72 113
As % of all permanent jobs advertised in Yorkshire 3.29% 1.94% 1.86%
As % of the Processes & Methodologies category 3.58% 2.08% 2.04%
Number of salaries quoted 179 62 80
10th Percentile £37,500 £31,250 £37,554
25th Percentile £42,500 £40,000 £45,000
Median annual salary (50th Percentile) £51,500 £51,250 £50,000
Median % change year-on-year +0.49% +2.50% -
75th Percentile £69,375 £57,500 £56,250
90th Percentile £77,500 £77,500 £57,717
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 6,389 3,463 5,552
As % of all permanent IT jobs advertised in Yorkshire 91.65% 93.19% 91.44%
Number of salaries quoted 4,576 2,934 4,638
10th Percentile £31,250 £31,055 £27,000
25th Percentile £39,250 £37,500 £34,851
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +3.45%
75th Percentile £65,000 £58,750 £57,500
90th Percentile £78,750 £66,250 £67,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +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 18 January 2022.

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 18 January 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
Job
Vacancies
West Yorkshire +18 130 £55,500 +0.91% 11
North Yorkshire +41 71 £55,000 +15.79% 1
South Yorkshire -27 20 £42,500 +13.33% 1
East Yorkshire -18 3 £62,500 +31.58%
Data Modelling
England

For the 6 months to 18 January 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 Yorkshire region with a requirement for Data Modelling.

1 145 (63.32%) SQL
2 115 (50.22%) Agile Software Development
3 93 (40.61%) Business Intelligence
4 77 (33.62%) Analytics
5 72 (31.44%) Azure
6 67 (29.26%) Social Skills
7 60 (26.20%) Visualisation
8 59 (25.76%) Power Platform
8 59 (25.76%) Power BI
9 57 (24.89%) Data Warehouse
10 55 (24.02%) SQL Server Integration Services
11 51 (22.27%) Data Governance
11 51 (22.27%) SQL Server
12 50 (21.83%) Data Quality
13 49 (21.40%) Metadata
14 44 (19.21%) Tableau
15 43 (18.78%) Data Visualisation
15 43 (18.78%) Microsoft
16 42 (18.34%) Degree
16 42 (18.34%) Data Engineering
17 41 (17.90%) Data Analysis
17 41 (17.90%) ETL
17 41 (17.90%) T-SQL
18 39 (17.03%) Mathematics
19 34 (14.85%) Data Pipeline
20 33 (14.41%) Finance
21 32 (13.97%) Computer Science
21 32 (13.97%) Metadata Management
22 30 (13.10%) DevOps
22 30 (13.10%) Microservices

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 16 (6.99%) Confluence
2 9 (3.93%) Apache
2 9 (3.93%) Apache Airflow
2 9 (3.93%) Luigi
3 7 (3.06%) SAS
4 6 (2.62%) Apache Spark
5 2 (0.87%) Apache Synapse
5 2 (0.87%) Tomcat
6 1 (0.44%) Apache Pig
6 1 (0.44%) MQSeries
Applications
1 15 (6.55%) Microsoft Excel
1 15 (6.55%) MS Visio
2 12 (5.24%) Microsoft Office
3 6 (2.62%) Microsoft PowerPoint
Business Applications
1 1 (0.44%) IBM Planning Analytics
1 1 (0.44%) NetSuite
1 1 (0.44%) SAP ERP
1 1 (0.44%) SAP MDG
Cloud Services
1 72 (31.44%) Azure
2 59 (25.76%) Power Platform
3 13 (5.68%) Azure Stack
4 11 (4.80%) AWS
4 11 (4.80%) PaaS
4 11 (4.80%) Serverless
5 10 (4.37%) GCP
6 7 (3.06%) PowerApps
7 5 (2.18%) Azure Data Factory
8 4 (1.75%) Azure Synapse Analytics
9 3 (1.31%) Amazon EC2
9 3 (1.31%) Amazon EMR
9 3 (1.31%) Snowflake
10 2 (0.87%) Boomi
11 1 (0.44%) Amazon S3
11 1 (0.44%) GitHub
11 1 (0.44%) Microsoft 365
11 1 (0.44%) Tricentis Tosca
Communications & Networking
1 11 (4.80%) Broadband
2 1 (0.44%) DNS
2 1 (0.44%) Firewall
2 1 (0.44%) HTTP
2 1 (0.44%) Reverse Proxy
Database & Business Intelligence
1 59 (25.76%) Power BI
2 57 (24.89%) Data Warehouse
3 55 (24.02%) SQL Server Integration Services
4 51 (22.27%) SQL Server
5 49 (21.40%) Metadata
6 44 (19.21%) Tableau
7 18 (7.86%) SQL Server Analysis Services
8 15 (6.55%) Relational Database
9 13 (5.68%) Data Lake
10 12 (5.24%) NoSQL
10 12 (5.24%) PostgreSQL
11 11 (4.80%) MySQL
11 11 (4.80%) SQL Server Reporting Services
12 10 (4.37%) BusinessObjects
13 8 (3.49%) Big Data
14 6 (2.62%) Hadoop
14 6 (2.62%) OLAP
15 5 (2.18%) MongoDB
15 5 (2.18%) Redis
15 5 (2.18%) SAP Data Services
Development Applications
1 23 (10.04%) JIRA
2 16 (6.99%) Jenkins
3 7 (3.06%) Spinnaker
3 7 (3.06%) TeamCity
4 5 (2.18%) Atlassian Bamboo
4 5 (2.18%) Team Foundation Server
5 2 (0.87%) GitLab
5 2 (0.87%) Subversion
6 1 (0.44%) Bitbucket
6 1 (0.44%) Cactus
General
1 67 (29.26%) Social Skills
2 33 (14.41%) Finance
3 24 (10.48%) Retail
4 20 (8.73%) Analytical Skills
5 12 (5.24%) Billing
6 11 (4.80%) Organisational Skills
7 10 (4.37%) Marketing
8 3 (1.31%) Public Sector
9 2 (0.87%) Electronics
9 2 (0.87%) Legal
10 1 (0.44%) General Ledger
10 1 (0.44%) Influencing Skills
10 1 (0.44%) Law
10 1 (0.44%) Manufacturing
10 1 (0.44%) Military
10 1 (0.44%) Police
10 1 (0.44%) Publishing
Job Titles
1 56 (24.45%) Analyst
1 56 (24.45%) Architect
2 29 (12.66%) Business Analyst
2 29 (12.66%) Developer
3 25 (10.92%) Data Engineer
4 23 (10.04%) Data Architect
5 19 (8.30%) Data Modeller
6 17 (7.42%) Solutions Architect
7 13 (5.68%) Azure Architect
7 13 (5.68%) Business Intelligence Developer
8 11 (4.80%) Applications Architect
8 11 (4.80%) Data Analyst
9 10 (4.37%) Business Intelligence Analyst
10 9 (3.93%) Power BI Developer
11 8 (3.49%) Senior Data Engineer
12 7 (3.06%) DBA
13 6 (2.62%) .NET Developer
13 6 (2.62%) Administrator
13 6 (2.62%) Business Architect
13 6 (2.62%) Senior Analyst
Libraries, Frameworks & Software Standards
1 28 (12.23%) .NET
2 11 (4.80%) Kafka
3 9 (3.93%) RESTful
4 7 (3.06%) Apache NiFi
4 7 (3.06%) RabbitMQ
4 7 (3.06%) Web Services
5 6 (2.62%) ASP.NET
5 6 (2.62%) ASP.NET MVC
6 5 (2.18%) AngularJS
6 5 (2.18%) HTML
6 5 (2.18%) React
7 4 (1.75%) .NET Framework
7 4 (1.75%) jQuery
7 4 (1.75%) WCF
7 4 (1.75%) XML
8 3 (1.31%) JSON
9 2 (0.87%) ASP.NET Web API
9 2 (0.87%) PySpark
9 2 (0.87%) REST
9 2 (0.87%) Spark Streaming
Miscellaneous
1 24 (10.48%) Management Information System
2 22 (9.61%) Reference Data
3 16 (6.99%) Self-Motivation
4 13 (5.68%) Taxonomies
5 12 (5.24%) Data Structures
6 8 (3.49%) Data Protection Act
7 4 (1.75%) Greenfield Project
8 3 (1.31%) Virtual Team
9 2 (0.87%) Blog
9 2 (0.87%) Tandem
9 2 (0.87%) User Experience
10 1 (0.44%) Algorithms
10 1 (0.44%) Cloud Native
10 1 (0.44%) Data Centre
10 1 (0.44%) Mainframe
10 1 (0.44%) Renewable Energy
Operating Systems
1 4 (1.75%) Linux
2 1 (0.44%) Unix
Processes & Methodologies
1 115 (50.22%) Agile Software Development
2 93 (40.61%) Business Intelligence
3 77 (33.62%) Analytics
4 60 (26.20%) Visualisation
5 51 (22.27%) Data Governance
6 43 (18.78%) Data Visualisation
7 42 (18.34%) Data Engineering
8 41 (17.90%) Data Analysis
8 41 (17.90%) ETL
9 39 (17.03%) Mathematics
10 34 (14.85%) Data Pipeline
11 32 (13.97%) Computer Science
11 32 (13.97%) Metadata Management
12 30 (13.10%) DevOps
12 30 (13.10%) Microservices
13 28 (12.23%) Data Architecture
14 24 (10.48%) Data Management
14 24 (10.48%) Information Management
15 23 (10.04%) Mentoring
16 22 (9.61%) API Design
Programming Languages
1 145 (63.32%) SQL
2 41 (17.90%) T-SQL
3 28 (12.23%) Java
4 15 (6.55%) Python
5 9 (3.93%) Data Analysis Expressions (DAX)
6 6 (2.62%) C#
6 6 (2.62%) JavaScript
7 4 (1.75%) PL/SQL
8 1 (0.44%) HiveQL
8 1 (0.44%) R
8 1 (0.44%) Scala
Qualifications
1 42 (18.34%) Degree
2 6 (2.62%) Six Sigma Black Belt
3 3 (1.31%) Computer Science Degree
3 3 (1.31%) ISEB
4 1 (0.44%) Master's Degree
Quality Assurance & Compliance
1 50 (21.83%) Data Quality
2 12 (5.24%) QA
3 5 (2.18%) Accessibility
4 2 (0.87%) GMP
4 2 (0.87%) ISO 9001
System Software
1 9 (3.93%) Docker
2 1 (0.44%) Apache Flume
2 1 (0.44%) Apache ZooKeeper
2 1 (0.44%) HDFS
Systems Management
1 19 (8.30%) Kubernetes
2 1 (0.44%) Ansible
2 1 (0.44%) Grafana
2 1 (0.44%) Prometheus
Vendors
1 43 (18.78%) Microsoft
2 29 (12.66%) Alteryx
3 21 (9.17%) Databricks
4 20 (8.73%) Informatica
5 18 (7.86%) Oracle
6 14 (6.11%) SAP
7 8 (3.49%) Google
8 5 (2.18%) RedGate
9 4 (1.75%) Cognizant
9 4 (1.75%) IBM
9 4 (1.75%) Teradata
10 3 (1.31%) Ab Initio
11 2 (0.87%) Dell
11 2 (0.87%) NVIDIA
11 2 (0.87%) Vertica
12 1 (0.44%) Cognos
12 1 (0.44%) Hortonworks
12 1 (0.44%) Remedy
12 1 (0.44%) SnapLogic
12 1 (0.44%) Talend