Period
to

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 28 June 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
28 Jun 2022
Same period 2021 Same period 2020
Rank 125 119 131
Rank change year-on-year -6 +12 +40
Permanent jobs citing Data Modelling 181 139 66
As % of all permanent jobs advertised in Yorkshire 2.36% 2.43% 1.62%
As % of the Processes & Methodologies category 2.53% 2.59% 1.75%
Number of salaries quoted 113 105 52
10th Percentile £41,301 £29,075 £37,625
25th Percentile £47,500 £39,000 £41,250
Median annual salary (50th Percentile) £52,500 £55,000 £44,500
Median % change year-on-year -4.55% +23.60% -1.11%
75th Percentile £70,000 £70,000 £54,750
90th Percentile £78,250 £80,000 £63,250
England median annual salary £67,500 £58,000 £61,000
% change year-on-year +16.38% -4.92% -2.40%

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 7,152 5,376 3,761
As % of all permanent IT jobs advertised in Yorkshire 93.44% 94.10% 92.54%
Number of salaries quoted 4,389 4,237 3,222
10th Percentile £30,000 £29,750 £28,500
25th Percentile £40,000 £37,250 £35,000
Median annual salary (50th Percentile) £52,500 £47,500 £46,000
Median % change year-on-year +10.53% +3.26% +8.24%
75th Percentile £67,500 £62,500 £57,500
90th Percentile £81,250 £71,250 £68,750
England median annual salary £60,000 £56,000 £55,000
% change year-on-year +7.14% +1.82% +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 28 June 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 28 June 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
West Yorkshire +6 144 £52,500 -8.70% 14
North Yorkshire -14 22 £53,000 -19.08% 4
South Yorkshire -8 14 £51,500 +21.18% 1
Data Modelling
England

For the 6 months to 28 June 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 94 (51.93%) SQL
2 62 (34.25%) Azure
3 60 (33.15%) ETL
4 58 (32.04%) Analytics
5 54 (29.83%) SQL Server
6 53 (29.28%) Data Warehouse
7 52 (28.73%) Business Intelligence
8 46 (25.41%) Oracle
9 43 (23.76%) Microsoft
9 43 (23.76%) Finance
10 42 (23.20%) Agile
10 42 (23.20%) Visualisation
10 42 (23.20%) Social Skills
11 37 (20.44%) Data Architecture
12 36 (19.89%) Data Governance
13 35 (19.34%) Python
14 34 (18.78%) SQL Server Integration Services
15 30 (16.57%) Data Analytics
15 30 (16.57%) T-SQL
16 29 (16.02%) Power Platform
16 29 (16.02%) Power BI
17 28 (15.47%) Requirements Gathering
17 28 (15.47%) Data Quality
17 28 (15.47%) AWS
18 27 (14.92%) Data Lake
19 26 (14.36%) Data Strategy
19 26 (14.36%) PL/SQL
20 23 (12.71%) Metadata
21 22 (12.15%) Coaching
21 22 (12.15%) Logical Data Model

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 9 (4.97%) Confluence
1 9 (4.97%) SAS
2 6 (3.31%) Apache
2 6 (3.31%) Apache Spark
3 4 (2.21%) Apache Airflow
3 4 (2.21%) Luigi
4 2 (1.10%) Apache Pig
4 2 (1.10%) Red Hat Fuse
5 1 (0.55%) Oracle Workflow
Applications
1 20 (11.05%) Microsoft Excel
2 4 (2.21%) MS Visio
3 1 (0.55%) Microsoft Office
Business Applications
1 4 (2.21%) SAP MDM
Cloud Services
1 62 (34.25%) Azure
2 29 (16.02%) Power Platform
3 28 (15.47%) AWS
4 20 (11.05%) Azure Data Factory
5 11 (6.08%) Azure Synapse Analytics
6 8 (4.42%) PaaS
7 6 (3.31%) Azure DevOps
7 6 (3.31%) GCP
8 4 (2.21%) Amazon S3
8 4 (2.21%) SaaS
8 4 (2.21%) Serverless
9 3 (1.66%) Azure Cosmos DB
9 3 (1.66%) Azure Stack
9 3 (1.66%) OpenShift
9 3 (1.66%) Snowflake
10 2 (1.10%) Amazon GuardDuty
10 2 (1.10%) AWS Lambda
10 2 (1.10%) Matillion
10 2 (1.10%) PowerApps
10 2 (1.10%) Salesforce Service Cloud
Communications & Networking
1 2 (1.10%) AMQP
1 2 (1.10%) HTTP
1 2 (1.10%) Internet
2 1 (0.55%) Firewall
Database & Business Intelligence
1 54 (29.83%) SQL Server
2 53 (29.28%) Data Warehouse
3 34 (18.78%) SQL Server Integration Services
4 29 (16.02%) Power BI
5 27 (14.92%) Data Lake
6 23 (12.71%) Metadata
7 22 (12.15%) SQL Server Reporting Services
8 18 (9.94%) Tableau
9 16 (8.84%) MS Access
10 14 (7.73%) Essbase
11 13 (7.18%) Big Data
12 9 (4.97%) Data Mart
13 6 (3.31%) PostgreSQL
13 6 (3.31%) SQL Server Analysis Services
14 5 (2.76%) Data Mining
14 5 (2.76%) NoSQL
15 4 (2.21%) Enterprise Data Warehouse
15 4 (2.21%) Star Schema
16 3 (1.66%) Relational Database
16 3 (1.66%) SAP Data Services
Development Applications
1 14 (7.73%) Visual Studio
2 13 (7.18%) JIRA
3 12 (6.63%) Jenkins
4 4 (2.21%) Spinnaker
4 4 (2.21%) TeamCity
5 3 (1.66%) GitLab
5 3 (1.66%) SonarQube
6 2 (1.10%) Atlassian Bamboo
7 1 (0.55%) Oracle Forms
7 1 (0.55%) SQL Server Management Studio (SSMS)
General
1 43 (23.76%) Finance
2 42 (23.20%) Social Skills
3 21 (11.60%) Analytical Skills
4 17 (9.39%) Legal
5 13 (7.18%) Law
6 12 (6.63%) Banking
6 12 (6.63%) Retail
7 9 (4.97%) Presentation Skills
8 8 (4.42%) Marketing
9 6 (3.31%) Inclusion and Diversity
10 2 (1.10%) Games
10 2 (1.10%) Organisational Skills
11 1 (0.55%) Advertising
11 1 (0.55%) Billing
11 1 (0.55%) Influencing Skills
11 1 (0.55%) Publishing
11 1 (0.55%) Telecoms
Job Titles
1 35 (19.34%) Analyst
2 26 (14.36%) Data Engineer
3 25 (13.81%) Business Analyst
4 18 (9.94%) Architect
5 15 (8.29%) Analytics Manager
5 15 (8.29%) Data Manager
6 14 (7.73%) Data Analytics Manager
7 13 (7.18%) Developer
8 12 (6.63%) Data Modeller
9 11 (6.08%) Data Analyst
9 11 (6.08%) Data Architect
10 10 (5.52%) Data Scientist
11 9 (4.97%) Administrator
11 9 (4.97%) Senior Data Modeller
11 9 (4.97%) Senior Data Scientist
11 9 (4.97%) Statistical Modeller
12 8 (4.42%) Business Intelligence Developer
12 8 (4.42%) DBA
12 8 (4.42%) Principal Engineer
13 7 (3.87%) IT Business Analyst
Libraries, Frameworks & Software Standards
1 21 (11.60%) XML
2 19 (10.50%) HTML
3 12 (6.63%) Kafka
4 9 (4.97%) .NET
4 9 (4.97%) PySpark
4 9 (4.97%) REST
5 5 (2.76%) SOAP
6 4 (2.21%) AngularJS
6 4 (2.21%) Apache NiFi
6 4 (2.21%) RabbitMQ
6 4 (2.21%) React
7 3 (1.66%) CSS
7 3 (1.66%) Ember.js
7 3 (1.66%) jQuery
7 3 (1.66%) JSON
7 3 (1.66%) Spring
7 3 (1.66%) Spring Boot
7 3 (1.66%) Twitter Bootstrap
8 2 (1.10%) .NET Framework
8 2 (1.10%) TensorFlow
Miscellaneous
1 11 (6.08%) Management Information System
2 8 (4.42%) Data Structures
3 7 (3.87%) Reference Data
4 5 (2.76%) Cyber Defence
4 5 (2.76%) Data Centre
4 5 (2.76%) Data Fabric
5 4 (2.21%) NHS
6 3 (1.66%) Cloud Native
6 3 (1.66%) Enterprise Software
6 3 (1.66%) Public Cloud
6 3 (1.66%) Self-Motivation
7 2 (1.10%) Algorithms
7 2 (1.10%) Hybrid Cloud
7 2 (1.10%) Private Cloud
7 2 (1.10%) Renewable Energy
8 1 (0.55%) AS400
8 1 (0.55%) iSeries
8 1 (0.55%) Mainframe
8 1 (0.55%) Taxonomies
8 1 (0.55%) Virtual Team
Operating Systems
1 6 (3.31%) Linux
2 3 (1.66%) Unix
3 2 (1.10%) Ubuntu
4 1 (0.55%) HPUX
4 1 (0.55%) Solaris
4 1 (0.55%) Windows
Processes & Methodologies
1 60 (33.15%) ETL
2 58 (32.04%) Analytics
3 52 (28.73%) Business Intelligence
4 42 (23.20%) Agile
4 42 (23.20%) Visualisation
5 37 (20.44%) Data Architecture
6 36 (19.89%) Data Governance
7 30 (16.57%) Data Analytics
8 28 (15.47%) Requirements Gathering
9 26 (14.36%) Data Strategy
10 22 (12.15%) Coaching
10 22 (12.15%) Logical Data Model
11 21 (11.60%) Decision-Making
12 20 (11.05%) Problem-Solving
13 19 (10.50%) CI/CD
13 19 (10.50%) Data Science
14 18 (9.94%) Data Visualisation
14 18 (9.94%) Physical Data Model
14 18 (9.94%) Translating Business Requirements
14 18 (9.94%) Use Case
Programming Languages
1 94 (51.93%) SQL
2 35 (19.34%) Python
3 30 (16.57%) T-SQL
4 26 (14.36%) PL/SQL
5 16 (8.84%) VBA
6 14 (7.73%) Java
7 11 (6.08%) R
8 6 (3.31%) JavaScript
9 4 (2.21%) C
10 3 (1.66%) Scala
11 2 (1.10%) C#
11 2 (1.10%) Data Analysis Expressions (DAX)
12 1 (0.55%) C++
12 1 (0.55%) Perl
12 1 (0.55%) Shell Script
12 1 (0.55%) VB
Qualifications
1 6 (3.31%) Degree
2 3 (1.66%) ISEB
3 2 (1.10%) Microsoft Certification
4 1 (0.55%) Computer Science Degree
4 1 (0.55%) Master's Degree
4 1 (0.55%) TOGAF Certification
Quality Assurance & Compliance
1 28 (15.47%) Data Quality
2 7 (3.87%) QA
3 2 (1.10%) Government Security Classifications
3 2 (1.10%) NCSC
System Software
1 8 (4.42%) Docker
2 2 (1.10%) Apache Flume
2 2 (1.10%) Apache ZooKeeper
Systems Management
1 8 (4.42%) Kubernetes
2 2 (1.10%) ZABBIX
3 1 (0.55%) Ansible
3 1 (0.55%) Grafana
3 1 (0.55%) Hadoop YARN
3 1 (0.55%) Prometheus
Vendors
1 46 (25.41%) Oracle
2 43 (23.76%) Microsoft
3 16 (8.84%) Databricks
3 16 (8.84%) Teradata
4 15 (8.29%) Alteryx
5 13 (7.18%) SAP
6 10 (5.52%) Informatica
7 5 (2.76%) Ab Initio
8 4 (2.21%) Cadence
8 4 (2.21%) Google
9 3 (1.66%) Red Hat
9 3 (1.66%) Salesforce.com
10 2 (1.10%) Hortonworks
11 1 (0.55%) AppDynamics
11 1 (0.55%) Dataiku
11 1 (0.55%) IBM
11 1 (0.55%) Refinitiv
11 1 (0.55%) Reuters
11 1 (0.55%) SnapLogic
11 1 (0.55%) Unisys