Physical Data Model Contracts

Physical Data Model
UK

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

6 months to
2 Jun 2024
Same period 2023 Same period 2022
Rank 487 601 597
Rank change year-on-year +114 -4 -51
Contract jobs citing Physical Data Model 92 83 246
As % of all contract jobs advertised in the UK 0.21% 0.15% 0.28%
As % of the Processes & Methodologies category 0.25% 0.16% 0.31%
Number of daily rates quoted 76 50 181
10th Percentile £413 £436 £455
25th Percentile £463 £500 £550
Median daily rate (50th Percentile) £588 £650 £660
Median % change year-on-year -9.62% -1.52% +20.00%
75th Percentile £652 £743 £738
90th Percentile £788 £788 £775
UK excluding London median daily rate £523 £500 £575
% change year-on-year +4.50% -13.04% +21.05%
Number of hourly rates quoted 1 0 0
10th Percentile - - -
25th Percentile £66.25 - -
Median hourly rate £67.50 - -
75th Percentile £68.75 - -
90th Percentile - - -
UK excluding London median hourly rate £67.50 - -

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 contract job vacancies with a requirement for process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 36,816 50,571 79,556
As % of all contract IT jobs advertised in the UK 85.44% 89.70% 90.62%
Number of daily rates quoted 23,638 35,025 55,934
10th Percentile £300 £325 £348
25th Percentile £413 £438 £433
Median daily rate (50th Percentile) £525 £550 £538
Median % change year-on-year -4.55% +2.33% +7.50%
75th Percentile £638 £650 £644
90th Percentile £750 £750 £738
UK excluding London median daily rate £500 £500 £488
% change year-on-year - +2.56% +8.33%
Number of hourly rates quoted 2,533 1,671 1,865
10th Percentile £12.75 £10.63 £12.50
25th Percentile £16.00 £15.57 £15.63
Median hourly rate £36.50 £36.00 £25.68
Median % change year-on-year +1.39% +40.19% +9.70%
75th Percentile £60.75 £65.00 £50.00
90th Percentile £72.50 £75.00 £65.00
UK excluding London median hourly rate £38.12 £35.00 £20.00
% change year-on-year +8.91% +75.00% -4.88%

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
Contractor Daily Rate Trend

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

Daily rate trend for Physical Data Model in the UK

Physical Data Model
Daily Rate Histogram

Daily rate distribution for jobs citing Physical Data Model over the 6 months to 2 June 2024.

Daily rate histogram for Physical Data Model in the UK

Physical Data Model
Contractor Hourly Rate Trend

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

Hourly rate trend for Physical Data Model in the UK

Physical Data Model
Top 12 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Physical Data Model within the UK over the 6 months to 2 June 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +111 86 £575 -11.54% 25
London +123 68 £600 -7.69% 11
Work from Home +130 55 £600 -5.88% 13
UK excluding London +31 16 £523 +4.50% 13
North of England +31 8 £525 +9.38% 4
North West +23 8 £525 +16.67% 3
South East +3 4 £425 -17.07% 3
South West +8 3 £488 -34.78% 2
Scotland +36 1 £715 +66.28%
Midlands +24 1 £425 -24.44% 2
East of England +6 1 £575 +27.78% 2
East Midlands - 1 £425 -

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 6 (6.52%) Apache Spark
2 5 (5.43%) Apache Airflow
3 3 (3.26%) Apache
4 2 (2.17%) SAS
Applications
1 2 (2.17%) MS Visio
2 1 (1.09%) Microsoft Excel
Business Applications
1 3 (3.26%) SAP S/4HANA
Cloud Services
1 21 (22.83%) Azure
2 8 (8.70%) Power Platform
3 6 (6.52%) dbt
4 5 (5.43%) Azure Data Factory
4 5 (5.43%) Azure Synapse Analytics
5 4 (4.35%) Azure Cosmos DB
6 3 (3.26%) Snowflake
7 2 (2.17%) AWS
7 2 (2.17%) GCP
7 2 (2.17%) WhatsApp
8 1 (1.09%) GitHub
8 1 (1.09%) GitHub Actions
Database & Business Intelligence
1 23 (25.00%) Data Warehouse
2 17 (18.48%) Big Data
2 17 (18.48%) Data Lake
3 14 (15.22%) SQL Server
4 13 (14.13%) Relational Database
5 12 (13.04%) Metadata
5 12 (13.04%) RDBMS
6 11 (11.96%) NoSQL
7 10 (10.87%) Star Schema
8 8 (8.70%) PostgreSQL
8 8 (8.70%) Power BI
9 7 (7.61%) Data Vault
10 4 (4.35%) Apache Cassandra
10 4 (4.35%) Hadoop
10 4 (4.35%) MySQL
10 4 (4.35%) Tableau
11 3 (3.26%) Airbyte
11 3 (3.26%) Flink
11 3 (3.26%) HBase
11 3 (3.26%) Snowflake Schema
Development Applications
1 12 (13.04%) ERwin
2 4 (4.35%) JIRA
3 1 (1.09%) PowerDesigner
General
1 35 (38.04%) Finance
2 25 (27.17%) Social Skills
3 10 (10.87%) Analytical Skills
3 10 (10.87%) Marketing
3 10 (10.87%) Public Sector
4 8 (8.70%) Retail
5 6 (6.52%) Presentation Skills
6 5 (5.43%) Electronics
6 5 (5.43%) Manufacturing
6 5 (5.43%) Telecoms
7 4 (4.35%) Inclusion and Diversity
7 4 (4.35%) Pharmaceutical
7 4 (4.35%) Publishing
8 2 (2.17%) Banking
Job Titles
1 35 (38.04%) Data Modeller
2 32 (34.78%) Architect
2 32 (34.78%) Data Architect
3 14 (15.22%) Developer
4 13 (14.13%) SQL Developer
5 12 (13.04%) Senior
6 8 (8.70%) Data Engineer
6 8 (8.70%) Senior Architect
6 8 (8.70%) Senior Data Architect
7 7 (7.61%) Data Analytics Architect
8 5 (5.43%) Enterprise Architect
8 5 (5.43%) Enterprise Data Architect
9 4 (4.35%) Azure Architect
9 4 (4.35%) Azure Data Architect
10 3 (3.26%) Analyst
10 3 (3.26%) Data Analyst
10 3 (3.26%) Senior Data Engineer
11 2 (2.17%) Lead
11 2 (2.17%) Platform Architect
12 1 (1.09%) Python Data Engineer
Libraries, Frameworks & Software Standards
1 8 (8.70%) JSON
1 8 (8.70%) JSON Schema
2 4 (4.35%) PySpark
3 3 (3.26%) Apache Avro
3 3 (3.26%) Kafka
3 3 (3.26%) Snowpark
3 3 (3.26%) XML
3 3 (3.26%) YAML
4 1 (1.09%) .NET
4 1 (1.09%) Middleware
Miscellaneous
1 11 (11.96%) Data Structures
2 10 (10.87%) Data Protection Act
3 8 (8.70%) Management Information System
4 6 (6.52%) Data Centre
4 6 (6.52%) Wiki
5 5 (5.43%) Onboarding
6 4 (4.35%) Freedom of Information
6 4 (4.35%) Freedom of Information Act
7 3 (3.26%) Legacy Systems
7 3 (3.26%) Product Ownership
7 3 (3.26%) Virtual Team
8 2 (2.17%) Distributed Computing
8 2 (2.17%) Reference Data
9 1 (1.09%) FMCG
9 1 (1.09%) Team-Oriented Environment
Operating Systems
1 7 (7.61%) Unix
Processes & Methodologies
1 92 (100.00%) Data Modelling
2 61 (66.30%) Logical Data Model
3 27 (29.35%) Data Architecture
4 26 (28.26%) Business Intelligence
5 24 (26.09%) Data Governance
5 24 (26.09%) Data Strategy
6 23 (25.00%) ETL
7 20 (21.74%) Analytics
8 15 (16.30%) Master Data Management
8 15 (16.30%) Problem-Solving
9 14 (15.22%) Data Lineage
9 14 (15.22%) Data Mapping
10 13 (14.13%) Conceptual Models
11 12 (13.04%) Stakeholder Management
12 11 (11.96%) Agile
12 11 (11.96%) Data Flow Diagram
12 11 (11.96%) Data Protection
12 11 (11.96%) Visualisation
13 10 (10.87%) Data Management
13 10 (10.87%) Migration
Programming Languages
1 46 (50.00%) SQL
2 12 (13.04%) Python
3 9 (9.78%) Perl
4 8 (8.70%) PL/SQL
5 3 (3.26%) Java
5 3 (3.26%) Scala
6 1 (1.09%) T-SQL
Qualifications
1 11 (11.96%) Degree
2 6 (6.52%) BPSS Clearance
3 5 (5.43%) SC Cleared
3 5 (5.43%) Security Cleared
4 3 (3.26%) Master's Degree
5 1 (1.09%) Computer Science Degree
5 1 (1.09%) DV Cleared
Quality Assurance & Compliance
1 35 (38.04%) Data Quality
2 12 (13.04%) GDPR
3 3 (3.26%) QA
4 1 (1.09%) ISO/IEC 27001
4 1 (1.09%) Sarbanes-Oxley
Vendors
1 23 (25.00%) Sparx
2 19 (20.65%) Microsoft
3 12 (13.04%) Databricks
4 8 (8.70%) SAP
5 4 (4.35%) Oracle
6 1 (1.09%) Google
6 1 (1.09%) Mercator
6 1 (1.09%) Virgin Media