Conceptual Models Contracts

Conceptual Modelling
UK

The following table provides summary statistics for contract job vacancies with a requirement for Conceptual Models skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Conceptual Models over the 6 months to 27 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
27 Apr 2024
Same period 2023 Same period 2022
Rank 561 603 697
Rank change year-on-year +42 +94 -116
Contract jobs citing Conceptual Models 37 116 152
As % of all contract jobs advertised in the UK 0.085% 0.19% 0.17%
As % of the Processes & Methodologies category 0.099% 0.22% 0.19%
Number of daily rates quoted 27 85 107
10th Percentile £428 £490 £450
25th Percentile £493 £550 £540
Median daily rate (50th Percentile) £563 £675 £650
Median % change year-on-year -16.67% +3.85% +18.18%
75th Percentile £631 £738 £725
90th Percentile £700 £830 £785
UK excluding London median daily rate £550 £600 £650
% change year-on-year -8.33% -7.69% +13.04%
Number of hourly rates quoted 0 1 2
10th Percentile - - £16.67
25th Percentile - £62.09 £17.31
Median hourly rate - £66.69 £19.00
Median % change year-on-year - +251.07% -
75th Percentile - £71.28 £20.06
90th Percentile - - £20.32
UK excluding London median hourly rate - £66.69 £19.00
% change year-on-year - +251.07% -

All Process and Methodology Skills
UK

Conceptual Models 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 37,374 53,774 80,482
As % of all contract IT jobs advertised in the UK 86.31% 89.91% 90.60%
Number of daily rates quoted 24,095 37,304 56,474
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% +9.20%
Number of hourly rates quoted 2,422 1,763 1,928
10th Percentile £12.75 £11.00 £12.50
25th Percentile £16.00 £16.25 £15.25
Median hourly rate £35.00 £37.34 £25.00
Median % change year-on-year -6.27% +49.36% -
75th Percentile £59.44 £65.00 £49.25
90th Percentile £72.50 £75.00 £63.75
UK excluding London median hourly rate £36.00 £36.00 £20.00
% change year-on-year - +80.00% -8.17%

Conceptual Models
Job Vacancy Trend

Job postings citing Conceptual Models as a proportion of all IT jobs advertised.

Job vacancy trend for Conceptual Models in the UK

Conceptual Models
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Conceptual Models.

Daily rate trend for Conceptual Models in the UK

Conceptual Models
Daily Rate Histogram

Daily rate distribution for jobs citing Conceptual Models over the 6 months to 27 April 2024.

Daily rate histogram for Conceptual Models in the UK

Conceptual Models
Contractor Hourly Rate Trend

3-month moving average hourly rates quoted in jobs citing Conceptual Models.

Hourly rate trend for Conceptual Models in the UK

Conceptual Models
Top 14 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Conceptual Models within the UK over the 6 months to 27 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 +62 31 £525 -19.23% 17
UK excluding London +70 18 £550 -8.33% 10
Work from Home +102 17 £600 -12.73% 6
London +32 14 £525 -22.22% 6
Midlands - 8 £573 - 2
North of England +33 6 £525 - 5
North West +18 5 £525 +16.67% 4
East Midlands - 5 £600 - 1
West Midlands - 3 £570 - 1
South West - 3 £508 -
South East +23 1 £425 -19.05%
Yorkshire +19 1 £500 - 1
East of England +16 1 - - 3
Scotland - 1 £715 -

Conceptual Models
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 3 (8.11%) Apache Airflow
2 1 (2.70%) Apache
2 1 (2.70%) Apache Spark
Applications
1 1 (2.70%) MS Visio
Business Applications
1 2 (5.41%) Sparx Enterprise Architect
2 1 (2.70%) SAP MDG
2 1 (2.70%) SAP S/4HANA
Cloud Services
1 8 (21.62%) Azure
2 7 (18.92%) Google Analytics
3 4 (10.81%) AWS
3 4 (10.81%) Snowflake
4 3 (8.11%) dbt
5 2 (5.41%) GitHub
5 2 (5.41%) Power Platform
5 2 (5.41%) Serverless
6 1 (2.70%) Dynamics 365
6 1 (2.70%) Fivetran
6 1 (2.70%) GCP
6 1 (2.70%) GitHub Actions
Database & Business Intelligence
1 13 (35.14%) Data Warehouse
2 10 (27.03%) Metadata
3 8 (21.62%) Big Data
4 5 (13.51%) Relational Database
5 4 (10.81%) Data Lake
5 4 (10.81%) RDBMS
5 4 (10.81%) Star Schema
6 3 (8.11%) Enterprise Data Warehouse
6 3 (8.11%) NoSQL
6 3 (8.11%) OLAP
6 3 (8.11%) OLTP
6 3 (8.11%) SQL Server
6 3 (8.11%) Tableau
7 2 (5.41%) Power BI
7 2 (5.41%) SQL Server Analysis Services
7 2 (5.41%) SQL Server Integration Services
8 1 (2.70%) Data Mining
8 1 (2.70%) Looker
8 1 (2.70%) PostgreSQL
8 1 (2.70%) Snowflake Schema
Development Applications
1 3 (8.11%) ERwin
2 2 (5.41%) kappa
3 1 (2.70%) Jenkins
3 1 (2.70%) Selenium
General
1 9 (24.32%) Social Skills
2 8 (21.62%) Public Sector
3 5 (13.51%) Publishing
4 4 (10.81%) Finance
4 4 (10.81%) Pharmaceutical
5 2 (5.41%) Analytical Skills
6 1 (2.70%) Banking
6 1 (2.70%) Front Office
6 1 (2.70%) General Ledger
Job Titles
1 15 (40.54%) Architect
2 11 (29.73%) Data Architect
3 6 (16.22%) Data Modeller
4 4 (10.81%) Enterprise Architect
4 4 (10.81%) Senior
5 3 (8.11%) Analyst
5 3 (8.11%) Analytics Consultant
5 3 (8.11%) Consultant
5 3 (8.11%) Data Analyst
5 3 (8.11%) Enterprise Data Architect
5 3 (8.11%) Senior Architect
5 3 (8.11%) Senior Data Architect
6 2 (5.41%) Azure Consultant
6 2 (5.41%) Data Analytics Architect
6 2 (5.41%) Data Consultant
6 2 (5.41%) Data Engineer
6 2 (5.41%) Pricing Analyst
6 2 (5.41%) Reinsurance Data Analyst
6 2 (5.41%) Risk Analyst
6 2 (5.41%) Risk Data Analyst
Libraries, Frameworks & Software Standards
1 1 (2.70%) .NET
1 1 (2.70%) OpenFin
1 1 (2.70%) Playwright
1 1 (2.70%) React
1 1 (2.70%) Reactive Extensions
1 1 (2.70%) RxJS
Miscellaneous
1 4 (10.81%) Data Centre
1 4 (10.81%) Reference Data
1 4 (10.81%) Taxonomies
2 3 (8.11%) Data Protection Act
2 3 (8.11%) Freedom of Information
2 3 (8.11%) Freedom of Information Act
2 3 (8.11%) Management Information System
2 3 (8.11%) Product Ownership
2 3 (8.11%) Virtual Team
3 2 (5.41%) Data Structures
3 2 (5.41%) Reinsurance
4 1 (2.70%) Data Fabric
4 1 (2.70%) Hybrid Cloud
4 1 (2.70%) Legacy Systems
4 1 (2.70%) Life Science
4 1 (2.70%) Private Cloud
Operating Systems
1 1 (2.70%) Unix
Processes & Methodologies
1 35 (94.59%) Data Modelling
2 21 (56.76%) Logical Data Model
3 17 (45.95%) Analytics
4 12 (32.43%) Business Intelligence
5 11 (29.73%) Data Architecture
6 10 (27.03%) Data Governance
6 10 (27.03%) Physical Data Model
7 9 (24.32%) Data Engineering
7 9 (24.32%) Use Case
8 8 (21.62%) Change Management
8 8 (21.62%) Data Strategy
8 8 (21.62%) Data Transformation
9 7 (18.92%) ETL
9 7 (18.92%) Master Data Management
9 7 (18.92%) Migration
9 7 (18.92%) Thought Leadership
9 7 (18.92%) User Acceptance Testing
10 6 (16.22%) Agile
10 6 (16.22%) Metadata Management
10 6 (16.22%) Roadmaps
Programming Languages
1 12 (32.43%) SQL
2 2 (5.41%) Python
3 1 (2.70%) C#
Qualifications
1 10 (27.03%) Degree
2 4 (10.81%) Master's Degree
3 2 (5.41%) Security Cleared
4 1 (2.70%) PhD
4 1 (2.70%) TOGAF Certification
Quality Assurance & Compliance
1 10 (27.03%) Data Quality
2 2 (5.41%) IFRS
2 2 (5.41%) IFRS 17
2 2 (5.41%) Solvency II
3 1 (2.70%) GDPR
Vendors
1 8 (21.62%) Google
2 5 (13.51%) Databricks
3 4 (10.81%) Microsoft
3 4 (10.81%) Sparx
4 2 (5.41%) SAP
5 1 (2.70%) Finsemble
5 1 (2.70%) Oracle