Physical Data Model
UK

The following table provides summary statistics for permanent job vacancies with a requirement for Physical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Physical Data Model over the 6 months to 8 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
8 May 2024
Same period 2023 Same period 2022
Rank 761 910 957
Rank change year-on-year +149 +47 -102
Permanent jobs citing Physical Data Model 127 85 282
As % of all permanent jobs advertised in the UK 0.13% 0.084% 0.18%
As % of the Processes & Methodologies category 0.15% 0.088% 0.19%
Number of salaries quoted 97 69 193
10th Percentile £55,350 £51,000 £52,500
25th Percentile £63,750 £57,500 £66,250
Median annual salary (50th Percentile) £80,000 £70,000 £75,000
Median % change year-on-year +14.29% -6.67% -3.23%
75th Percentile £93,750 £97,500 £86,250
90th Percentile £99,000 £106,500 £102,500
UK excluding London median annual salary £80,000 £75,000 £70,000
% change year-on-year +6.67% +7.14% +12.00%

All Process and Methodology Skills
UK

Physical Data Model 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 with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 84,937 97,101 150,579
As % of all permanent jobs advertised in the UK 85.64% 95.61% 95.65%
Number of salaries quoted 59,853 57,006 82,680
10th Percentile £29,000 £34,000 £33,515
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,180 £60,000
Median % change year-on-year -10.10% +1.97% +9.09%
75th Percentile £72,500 £81,250 £80,000
90th Percentile £92,500 £100,000 £96,750
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +9.38%

Physical Data Model
Job Vacancy Trend

Job postings citing Physical Data Model as a proportion of all IT jobs advertised.

Job vacancy trend for Physical Data Model in the UK

Physical Data Model
Salary Trend

3-month moving average salary quoted in jobs citing Physical Data Model.

Salary trend for Physical Data Model in the UK

Physical Data Model
Salary Histogram

Salary distribution for jobs citing Physical Data Model over the 6 months to 8 May 2024.

Salary histogram for Physical Data Model in the UK

Physical Data Model
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Physical Data Model within the UK over the 6 months to 8 May 2024. 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
England +121 122 £80,000 +14.29% 21
UK excluding London +33 61 £80,000 +6.67% 5
London +126 60 £90,000 +20.00% 15
Work from Home +85 43 £69,000 -13.75% 8
North of England +73 35 £80,000 -14.67% 1
North West +28 24 £80,000 -8.57% 1
Midlands +11 12 £67,900 +115.56% 1
West Midlands - 12 £67,900 - 1
Yorkshire +87 8 £80,000 -20.00%
South East +18 5 £70,000 -30.86% 2
South West -25 4 £87,500 -10.26% 1
North East - 3 £55,000 -
East of England - 3 £110,000 -
Scotland - 2 £69,783 -

Physical Data Model
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 7 (5.51%) SAS
2 5 (3.94%) Confluence
3 2 (1.57%) Apache
3 2 (1.57%) Apache Solr
3 2 (1.57%) Apache Spark
Applications
1 2 (1.57%) Microsoft Excel
1 2 (1.57%) Microsoft Office
1 2 (1.57%) Microsoft PowerPoint
1 2 (1.57%) MS Visio
Business Applications
1 2 (1.57%) SAP S/4HANA
2 1 (0.79%) Oracle EBS
2 1 (0.79%) Oracle Subledger Accounting
Cloud Services
1 54 (42.52%) AWS
2 42 (33.07%) Azure
3 27 (21.26%) Amazon Kinesis
4 25 (19.69%) Amazon EC2
4 25 (19.69%) Amazon S3
5 20 (15.75%) GCP
6 9 (7.09%) Azure Data Factory
7 8 (6.30%) GitHub
8 5 (3.94%) Microsoft Purview
8 5 (3.94%) Power Platform
8 5 (3.94%) Snowflake
9 4 (3.15%) Azure Synapse Analytics
10 3 (2.36%) IaaS
10 3 (2.36%) PaaS
10 3 (2.36%) SaaS
11 2 (1.57%) AWS Lambda
11 2 (1.57%) Azure DevOps
11 2 (1.57%) dbt
11 2 (1.57%) Figma
11 2 (1.57%) Serverless
Database & Business Intelligence
1 43 (33.86%) Data Warehouse
2 40 (31.50%) Metadata
3 38 (29.92%) Relational Database
4 33 (25.98%) RDBMS
5 30 (23.62%) Amazon Redshift
6 25 (19.69%) Amazon RDS
6 25 (19.69%) MySQL
7 23 (18.11%) Data Lake
8 12 (9.45%) NoSQL
9 8 (6.30%) Ataccama
10 5 (3.94%) Azure SQL Data Warehouse
10 5 (3.94%) Oracle Database
10 5 (3.94%) Power BI
11 4 (3.15%) BigQuery
11 4 (3.15%) Semantic Layer
11 4 (3.15%) Snowflake Schema
11 4 (3.15%) SQL Server
11 4 (3.15%) Star Schema
12 3 (2.36%) Big Data
12 3 (2.36%) MongoDB
Development Applications
1 33 (25.98%) Git
2 25 (19.69%) Postman
3 8 (6.30%) GitLab
4 7 (5.51%) ERwin
5 5 (3.94%) JIRA
6 2 (1.57%) Balsamiq
6 2 (1.57%) ER Studio
General
1 39 (30.71%) Analytical Skills
2 25 (19.69%) Finance
3 24 (18.90%) Social Skills
4 23 (18.11%) Banking
4 23 (18.11%) Inclusion and Diversity
5 15 (11.81%) Retail Banking
6 13 (10.24%) Financial Institution
7 6 (4.72%) Retail
8 2 (1.57%) Legal
8 2 (1.57%) Presentation Skills
9 1 (0.79%) Investment Banking
9 1 (0.79%) Local Government
9 1 (0.79%) Organisational Skills
9 1 (0.79%) Pharmaceutical
9 1 (0.79%) Publishing
Job Titles
1 53 (41.73%) Architect
2 49 (38.58%) Data Architect
3 45 (35.43%) Senior
4 30 (23.62%) Lead
5 25 (19.69%) Technical Leader
6 23 (18.11%) Senior Architect
6 23 (18.11%) Senior Data Architect
7 17 (13.39%) Analyst
8 13 (10.24%) Data Analyst
9 11 (8.66%) Data Engineer
10 10 (7.87%) Data Modeller
11 9 (7.09%) Senior Analyst
12 8 (6.30%) Senior Data Modeller
13 6 (4.72%) Banking Analyst
13 6 (4.72%) Domain Architect
13 6 (4.72%) Governance Analyst
13 6 (4.72%) Solutions Architect
14 5 (3.94%) Head of Business Intelligence
14 5 (3.94%) Senior Data Engineer
15 4 (3.15%) Technical Analyst
Libraries, Frameworks & Software Standards
1 29 (22.83%) JSON
2 25 (19.69%) Spring
2 25 (19.69%) Spring Boot
3 4 (3.15%) PySpark
3 4 (3.15%) XML
4 3 (2.36%) REST
5 2 (1.57%) ActiveMQ
5 2 (1.57%) Apache Camel
5 2 (1.57%) Lucene
5 2 (1.57%) Regular Expression
6 1 (0.79%) Kafka
6 1 (0.79%) Oracle Fusion
Miscellaneous
1 37 (29.13%) Management Information System
2 29 (22.83%) Cloud Native
3 15 (11.81%) Reference Data
4 11 (8.66%) Onboarding
5 8 (6.30%) Product Ownership
5 8 (6.30%) Self-Motivation
5 8 (6.30%) Taxonomies
6 6 (4.72%) Public Cloud
7 5 (3.94%) Blog
7 5 (3.94%) Data Structures
7 5 (3.94%) Greenfield Project
8 2 (1.57%) FMCG
8 2 (1.57%) Legacy Systems
9 1 (0.79%) Analytical Mindset
9 1 (0.79%) Enterprise Cloud
9 1 (0.79%) Life Science
9 1 (0.79%) Reinsurance
9 1 (0.79%) SWIFT Messaging Network
9 1 (0.79%) Virtual Team
Processes & Methodologies
1 127 (100.00%) Data Modelling
2 102 (80.31%) Logical Data Model
3 50 (39.37%) Data Architecture
4 49 (38.58%) Data Management
5 46 (36.22%) Agile
6 44 (34.65%) Data Strategy
7 39 (30.71%) Problem-Solving
8 36 (28.35%) Metadata Management
9 33 (25.98%) Design Patterns
10 31 (24.41%) Computer Science
11 30 (23.62%) SDLC
12 29 (22.83%) Roadmaps
13 28 (22.05%) CI/CD
13 28 (22.05%) Technical Leadership
14 27 (21.26%) DevOps
15 25 (19.69%) Agile Project Management
15 25 (19.69%) Infrastructure as Code
15 25 (19.69%) Product Strategy
15 25 (19.69%) Project Management
15 25 (19.69%) Software Engineering
Programming Languages
1 35 (27.56%) SQL
2 27 (21.26%) Java
3 25 (19.69%) PHP
4 6 (4.72%) PL/SQL
5 5 (3.94%) T-SQL
6 3 (2.36%) Python
7 2 (1.57%) Scala
7 2 (1.57%) XPath
Qualifications
1 33 (25.98%) Degree
2 28 (22.05%) Computer Science Degree
3 13 (10.24%) AWS Certification
3 13 (10.24%) Azure Certification
4 3 (2.36%) Security Cleared
5 2 (1.57%) CBAP
5 2 (1.57%) IIBA
6 1 (0.79%) BPSS Clearance
6 1 (0.79%) Master's Degree
6 1 (0.79%) SC Cleared
6 1 (0.79%) TOGAF Certification
Quality Assurance & Compliance
1 33 (25.98%) Data Quality
2 5 (3.94%) Accessibility
2 5 (3.94%) QA
3 2 (1.57%) GDPR
4 1 (0.79%) GxP
Systems Management
1 26 (20.47%) Terraform
Vendors
1 24 (18.90%) Microsoft
2 9 (7.09%) Databricks
2 9 (7.09%) Oracle
3 7 (5.51%) SAP
4 5 (3.94%) IBM
4 5 (3.94%) Teradata
5 2 (1.57%) Google
5 2 (1.57%) Informatica
5 2 (1.57%) Talend
6 1 (0.79%) Alteryx
6 1 (0.79%) GoldenSource