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 24 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
24 Apr 2024
Same period 2023 Same period 2022
Rank 484 619 597
Rank change year-on-year +135 -22 -76
Contract jobs citing Physical Data Model 98 93 266
As % of all contract jobs advertised in the UK 0.22% 0.15% 0.30%
As % of the Processes & Methodologies category 0.26% 0.17% 0.33%
Number of daily rates quoted 75 58 189
10th Percentile £439 £464 £445
25th Percentile £500 £531 £525
Median daily rate (50th Percentile) £600 £650 £650
Median % change year-on-year -7.69% - +18.18%
75th Percentile £688 £759 £725
90th Percentile £745 £806 £763
UK excluding London median daily rate £575 £525 £575
% change year-on-year +9.52% -8.70% +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 37,651 54,096 80,844
As % of all contract IT jobs advertised in the UK 86.29% 89.91% 90.59%
Number of daily rates quoted 24,333 37,469 56,726
10th Percentile £300 £325 £340
25th Percentile £413 £438 £425
Median daily rate (50th Percentile) £525 £550 £525
Median % change year-on-year -4.55% +4.76% +8.25%
75th Percentile £638 £650 £638
90th Percentile £750 £750 £738
UK excluding London median daily rate £500 £500 £475
% change year-on-year - +5.26% +9.83%
Number of hourly rates quoted 2,430 1,787 1,945
10th Percentile £12.75 £11.00 £12.50
25th Percentile £16.00 £16.66 £15.25
Median hourly rate £35.00 £37.50 £25.00
Median % change year-on-year -6.67% +50.00% -
75th Percentile £58.75 £65.00 £49.25
90th Percentile £72.34 £75.00 £63.75
UK excluding London median hourly rate £35.65 £37.30 £20.00
% change year-on-year -4.42% +86.50% -8.09%

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 24 April 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 24 April 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 +135 91 £600 -7.69% 21
London +119 70 £600 -14.29% 13
Work from Home +149 65 £600 -7.69% 6
UK excluding London +45 18 £575 +9.52% 7
North of England +44 10 £613 +27.60% 1
North West +28 10 £613 - 1
East of England +15 3 £575 -4.17% 1
South West +15 2 £525 -29.77%
South East +6 2 £513 - 4
Midlands +37 1 £425 -24.44% 1
Scotland +28 1 £715 +66.28%
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 (6.12%) Apache Spark
2 5 (5.10%) Apache Airflow
3 3 (3.06%) Apache
4 2 (2.04%) SAS
Applications
1 1 (1.02%) Microsoft Excel
1 1 (1.02%) MS Visio
Business Applications
1 2 (2.04%) SAP S/4HANA
Cloud Services
1 21 (21.43%) Azure
2 10 (10.20%) Power Platform
3 6 (6.12%) AWS
4 5 (5.10%) Azure Data Factory
4 5 (5.10%) Azure Synapse Analytics
5 4 (4.08%) Azure Cosmos DB
5 4 (4.08%) dbt
6 3 (3.06%) Snowflake
7 2 (2.04%) GCP
7 2 (2.04%) WhatsApp
8 1 (1.02%) GitHub
8 1 (1.02%) GitHub Actions
Database & Business Intelligence
1 20 (20.41%) Data Warehouse
2 19 (19.39%) Big Data
2 19 (19.39%) SQL Server
3 17 (17.35%) Metadata
4 13 (13.27%) Data Lake
5 11 (11.22%) NoSQL
5 11 (11.22%) PostgreSQL
5 11 (11.22%) Relational Database
6 10 (10.20%) Power BI
6 10 (10.20%) RDBMS
6 10 (10.20%) Star Schema
7 7 (7.14%) Data Vault
8 4 (4.08%) Apache Cassandra
8 4 (4.08%) Hadoop
8 4 (4.08%) MySQL
8 4 (4.08%) Tableau
9 3 (3.06%) Flink
9 3 (3.06%) HBase
9 3 (3.06%) Parquet
9 3 (3.06%) SQL Server Integration Services
Development Applications
1 16 (16.33%) ERwin
2 5 (5.10%) JIRA
3 2 (2.04%) SQL Server Management Studio (SSMS)
3 2 (2.04%) Visual Studio
4 1 (1.02%) PowerDesigner
General
1 37 (37.76%) Finance
2 20 (20.41%) Social Skills
3 16 (16.33%) Public Sector
4 15 (15.31%) Marketing
5 13 (13.27%) Retail
6 10 (10.20%) Analytical Skills
6 10 (10.20%) Electronics
6 10 (10.20%) Manufacturing
6 10 (10.20%) Telecoms
7 6 (6.12%) Presentation Skills
8 4 (4.08%) Inclusion and Diversity
8 4 (4.08%) Pharmaceutical
8 4 (4.08%) Publishing
9 2 (2.04%) Banking
Job Titles
1 38 (38.78%) Architect
1 38 (38.78%) Data Architect
2 26 (26.53%) Data Modeller
3 16 (16.33%) Developer
4 15 (15.31%) SQL Developer
5 12 (12.24%) Data Engineer
6 11 (11.22%) Senior
7 10 (10.20%) Enterprise Architect
7 10 (10.20%) Enterprise Data Architect
8 8 (8.16%) Senior Architect
8 8 (8.16%) Senior Data Architect
9 7 (7.14%) Data Analytics Architect
10 5 (5.10%) Analyst
10 5 (5.10%) Data Analyst
10 5 (5.10%) Lead
11 4 (4.08%) Azure Architect
11 4 (4.08%) Azure Data Architect
12 3 (3.06%) Lead Data Engineer
12 3 (3.06%) Senior Data Engineer
13 2 (2.04%) Power BI Analyst
Libraries, Frameworks & Software Standards
1 8 (8.16%) JSON
1 8 (8.16%) JSON Schema
2 4 (4.08%) PySpark
3 3 (3.06%) Apache Avro
3 3 (3.06%) Kafka
3 3 (3.06%) XML
3 3 (3.06%) YAML
4 1 (1.02%) .NET
4 1 (1.02%) Middleware
Miscellaneous
1 15 (15.31%) Data Protection Act
2 11 (11.22%) Data Structures
2 11 (11.22%) Wiki
3 8 (8.16%) Management Information System
4 5 (5.10%) Onboarding
5 4 (4.08%) Data Centre
5 4 (4.08%) Freedom of Information
5 4 (4.08%) Freedom of Information Act
6 3 (3.06%) Legacy Systems
6 3 (3.06%) Product Ownership
6 3 (3.06%) Virtual Team
7 2 (2.04%) Distributed Computing
7 2 (2.04%) Reference Data
Operating Systems
1 7 (7.14%) Unix
Processes & Methodologies
1 98 (100.00%) Data Modelling
2 64 (65.31%) Logical Data Model
3 33 (33.67%) Business Intelligence
4 32 (32.65%) Data Architecture
5 28 (28.57%) Data Strategy
6 27 (27.55%) Data Governance
7 24 (24.49%) ETL
8 21 (21.43%) Analytics
9 20 (20.41%) Master Data Management
10 16 (16.33%) Data Flow Diagram
10 16 (16.33%) Data Protection
11 15 (15.31%) Data Management
11 15 (15.31%) Visualisation
12 13 (13.27%) Migration
12 13 (13.27%) Problem-Solving
13 12 (12.24%) Agile
13 12 (12.24%) Continuous Improvement
13 12 (12.24%) Data Lineage
14 11 (11.22%) Domain Models
14 11 (11.22%) Stakeholder Management
Programming Languages
1 48 (48.98%) SQL
2 14 (14.29%) Python
3 9 (9.18%) Perl
4 8 (8.16%) PL/SQL
5 7 (7.14%) Java
6 3 (3.06%) Scala
7 1 (1.02%) T-SQL
Qualifications
1 10 (10.20%) Degree
1 10 (10.20%) SC Cleared
1 10 (10.20%) Security Cleared
2 6 (6.12%) BPSS Clearance
3 3 (3.06%) Master's Degree
4 1 (1.02%) Computer Science Degree
4 1 (1.02%) DV Cleared
Quality Assurance & Compliance
1 38 (38.78%) Data Quality
2 16 (16.33%) GDPR
3 6 (6.12%) QA
Vendors
1 28 (28.57%) Sparx
2 20 (20.41%) Microsoft
3 12 (12.24%) SAP
4 10 (10.20%) Databricks
5 7 (7.14%) Oracle
6 1 (1.02%) Google
6 1 (1.02%) Mercator
6 1 (1.02%) Virgin Media