Data Modelling Contracts with Work from Home Options

Data Modelling
UK > Work from Home

The table below provides summary statistics for remote or hybrid contract work requiring Data Modelling skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Data Modelling over the 6 months leading up to 12 June 2024, comparing them to the same period in the previous two years.

6 months to
12 Jun 2024
Same period 2023 Same period 2022
Rank 48 70 67
Rank change year-on-year +22 -3 -4
Contract jobs citing Data Modelling 567 760 1,646
As % of all contract jobs with a WFH option 3.84% 3.18% 3.75%
As % of the Processes & Methodologies category 4.41% 3.55% 4.12%
Number of daily rates quoted 422 539 1,181
10th Percentile £400 £406 £413
25th Percentile £463 £475 £475
Median daily rate (50th Percentile) £550 £553 £575
Median % change year-on-year -0.54% -3.83% +15.00%
75th Percentile £650 £675 £688
90th Percentile £750 £788 £788
UK median daily rate £550 £575 £575
% change year-on-year -4.35% - +11.92%
Number of hourly rates quoted 5 12 3
10th Percentile - - £28.93
25th Percentile - £19.00 £42.46
Median hourly rate £35.00 £19.98 £65.52
Median % change year-on-year +75.18% -69.51% +111.35%
75th Percentile £50.25 £59.63 £70.39
90th Percentile £61.35 £66.00 £73.15
UK median hourly rate £42.50 £35.00 £60.50
% change year-on-year +21.43% -42.15% +124.07%

All Process and Methodology Skills
Work from Home

Data Modelling falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies with remote or hybrid options requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 12,871 21,399 39,942
As % of all contract jobs with a WFH option 87.23% 89.63% 91.07%
Number of daily rates quoted 8,673 15,206 29,099
10th Percentile £325 £363 £363
25th Percentile £425 £450 £438
Median daily rate (50th Percentile) £525 £540 £525
Median % change year-on-year -2.78% +2.86% +5.42%
75th Percentile £638 £650 £638
90th Percentile £750 £750 £738
UK median daily rate £525 £550 £538
% change year-on-year -4.55% +2.33% +7.50%
Number of hourly rates quoted 572 495 518
10th Percentile £15.02 £18.49 £14.96
25th Percentile £24.00 £25.75 £20.75
Median hourly rate £43.00 £52.13 £40.00
Median % change year-on-year -17.51% +30.33% +66.67%
75th Percentile £60.00 £67.50 £60.00
90th Percentile £74.95 £78.45 £72.50
UK median hourly rate £37.00 £35.65 £26.00
% change year-on-year +3.79% +37.12% +13.04%

Data Modelling
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Data Modelling as a proportion of all IT jobs advertised.

Data Modelling trend for jobs with a WFH option

Data Modelling
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with a work from home option citing Data Modelling.

Data Modelling daily rate for jobs with a WFH option

Data Modelling
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with a work from home option citing Data Modelling over the 6 months to 12 June 2024.

Data Modelling daily rate histogram for jobs with a WFH option

Data Modelling
Hourly Rate Trend for Jobs with a WFH Option

3-month moving average hourly rate quoted in job vacancies with a work from home option citing Data Modelling.

Data Modelling hourly rate for jobs with a WFH option

Data Modelling
Hourly Rate Histogram for Jobs with a WFH Option

Hourly rate distribution for jobs with a work from home option citing Data Modelling over the 6 months to 12 June 2024.

Data Modelling hourly rate histogram for jobs with a WFH option

Data Modelling
Co-occurring Skills and Capabilities with WFH Options 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 17 (3.00%) Apache Spark
2 15 (2.65%) Apache Airflow
3 14 (2.47%) Confluence
4 11 (1.94%) SAS
5 10 (1.76%) SharePoint
6 9 (1.59%) Apache
7 4 (0.71%) Jupyter
8 2 (0.35%) ArcGIS
8 2 (0.35%) Oracle SOA Suite
9 1 (0.18%) Adobe Experience Manager
9 1 (0.18%) Cloud Foundry
9 1 (0.18%) Mendix
9 1 (0.18%) Microsoft Exchange
9 1 (0.18%) Tomcat
Applications
1 21 (3.70%) Microsoft Excel
2 12 (2.12%) MS Visio
3 8 (1.41%) Microsoft PowerPoint
4 2 (0.35%) Microsoft Office
5 1 (0.18%) Spreadsheet
5 1 (0.18%) SPSS
Business Applications
1 17 (3.00%) SAP S/4HANA
2 10 (1.76%) Dynamics CRM
3 6 (1.06%) Sparx Enterprise Architect
4 5 (0.88%) MIS ActiveH
4 5 (0.88%) NEC Housing
4 5 (0.88%) NetSuite
4 5 (0.88%) SAP ERP
4 5 (0.88%) SAP MDG
5 4 (0.71%) Adobe Campaign
5 4 (0.71%) Oracle ERP
6 3 (0.53%) FastStats
6 3 (0.53%) OPENHousing
6 3 (0.53%) Shopify
6 3 (0.53%) Unica
6 3 (0.53%) Workday HCM
7 2 (0.35%) SAP Payroll
8 1 (0.18%) Cognos Business Intelligence
8 1 (0.18%) Endur
8 1 (0.18%) SAP SD
8 1 (0.18%) SAP WM
Cloud Services
1 161 (28.40%) Azure
2 116 (20.46%) Power Platform
3 76 (13.40%) AWS
4 36 (6.35%) Snowflake
5 33 (5.82%) Azure Data Factory
6 26 (4.59%) GCP
7 23 (4.06%) dbt
7 23 (4.06%) Dynamics 365
8 21 (3.70%) Azure Synapse Analytics
9 20 (3.53%) Serverless
10 17 (3.00%) Amazon S3
11 14 (2.47%) AWS Lambda
12 13 (2.29%) GitHub
13 12 (2.12%) Azure DevOps
13 12 (2.12%) Azure Stack
14 10 (1.76%) PowerApps
14 10 (1.76%) SaaS
15 9 (1.59%) Collibra
16 8 (1.41%) Microsoft Purview
16 8 (1.41%) Power Automate
Communications & Networking
1 10 (1.76%) SAN
1 10 (1.76%) TCP/IP
2 4 (0.71%) FIX Connectivity
3 2 (0.35%) HTTP
4 1 (0.18%) Firewall
4 1 (0.18%) FTP
4 1 (0.18%) Network Security
4 1 (0.18%) Wireless
Database & Business Intelligence
1 147 (25.93%) Data Warehouse
2 110 (19.40%) Power BI
3 53 (9.35%) SQL Server
4 43 (7.58%) Big Data
5 41 (7.23%) Data Lake
6 38 (6.70%) Relational Database
7 30 (5.29%) NoSQL
7 30 (5.29%) Snowflake Schema
7 30 (5.29%) Tableau
8 29 (5.11%) Amazon Redshift
9 23 (4.06%) Metadata
10 20 (3.53%) PostgreSQL
10 20 (3.53%) SQL Server Integration Services
11 16 (2.82%) Star Schema
12 14 (2.47%) Amazon Athena
12 14 (2.47%) BigQuery
13 12 (2.12%) Data Mining
13 12 (2.12%) MySQL
13 12 (2.12%) Qlik Sense
13 12 (2.12%) SQL Server Reporting Services
Development Applications
1 25 (4.41%) JIRA
2 23 (4.06%) Git
3 16 (2.82%) ERwin
4 9 (1.59%) Jenkins
5 6 (1.06%) MLflow
6 4 (0.71%) ER Studio
6 4 (0.71%) TeamCity
7 3 (0.53%) Eclipse
8 2 (0.35%) GitLab
8 2 (0.35%) PowerDesigner
8 2 (0.35%) RStudio
8 2 (0.35%) SQL Server Management Studio (SSMS)
9 1 (0.18%) Bitbucket
9 1 (0.18%) Cypress.io
9 1 (0.18%) JUnit
9 1 (0.18%) PyCharm
9 1 (0.18%) Selenium
9 1 (0.18%) SonarQube
9 1 (0.18%) Sonatype Nexus
9 1 (0.18%) Visual Studio
General
1 151 (26.63%) Social Skills
2 120 (21.16%) Finance
3 81 (14.29%) Analytical Skills
4 50 (8.82%) Public Sector
5 33 (5.82%) Banking
6 23 (4.06%) Marketing
7 19 (3.35%) Inclusion and Diversity
8 18 (3.17%) Front Office
9 16 (2.82%) Presentation Skills
9 16 (2.82%) Retail
10 10 (1.76%) Financial Institution
10 10 (1.76%) Investment Banking
11 8 (1.41%) Billing
12 7 (1.23%) Manufacturing
13 6 (1.06%) Documentation Skills
13 6 (1.06%) Telecoms
14 5 (0.88%) Health Technology
14 5 (0.88%) Publishing
15 4 (0.71%) Back Office
15 4 (0.71%) Influencing Skills
Job Titles
1 124 (21.87%) Developer
2 114 (20.11%) Architect
3 87 (15.34%) Data Engineer
4 82 (14.46%) Analyst
5 81 (14.29%) Data Architect
6 50 (8.82%) Senior
7 41 (7.23%) Data Modeller
8 39 (6.88%) Data Analyst
9 38 (6.70%) Lead
10 34 (6.00%) Consultant
11 29 (5.11%) Business Analyst
12 23 (4.06%) Business Intelligence Developer
13 20 (3.53%) Solutions Architect
13 20 (3.53%) SQL Developer
14 16 (2.82%) Power BI Developer
14 16 (2.82%) Python Developer
15 14 (2.47%) Azure Data Engineer
15 14 (2.47%) Azure Engineer
15 14 (2.47%) Technical Analyst
16 13 (2.29%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 29 (5.11%) JSON
1 29 (5.11%) PySpark
2 28 (4.94%) REST
3 23 (4.06%) XML
4 16 (2.82%) HTML
5 14 (2.47%) CSS
5 14 (2.47%) Kafka
6 12 (2.12%) Spring Boot
7 11 (1.94%) Spring
7 11 (1.94%) Web Services
8 10 (1.76%) AngularJS
8 10 (1.76%) JSON Schema
9 9 (1.59%) .NET
9 9 (1.59%) Swagger
10 8 (1.41%) Node.js
10 8 (1.41%) OpenAPI
11 7 (1.23%) Apache Avro
12 6 (1.06%) Middleware
13 5 (0.88%) OAuth
13 5 (0.88%) Pandas
Miscellaneous
1 36 (6.35%) Data Structures
2 23 (4.06%) Product Ownership
3 17 (3.00%) Management Information System
3 17 (3.00%) Reference Data
4 15 (2.65%) Greenfield Project
5 11 (1.94%) Algorithms
5 11 (1.94%) Data Protection Act
5 11 (1.94%) Legacy Systems
6 10 (1.76%) Derivative
7 9 (1.59%) NHS
8 8 (1.41%) Distributed Computing
8 8 (1.41%) Self-Motivation
9 7 (1.23%) Low-Code
9 7 (1.23%) Virtual Team
10 6 (1.06%) Credit Risk
10 6 (1.06%) Hybrid Cloud
11 5 (0.88%) CMDB
11 5 (0.88%) Team-Oriented Environment
12 4 (0.71%) Equities
12 4 (0.71%) Wiki
Operating Systems
1 20 (3.53%) Unix
2 13 (2.29%) Linux
3 10 (1.76%) Debian
3 10 (1.76%) Ubuntu
4 5 (0.88%) Windows
5 3 (0.53%) Windows Server
Processes & Methodologies
1 153 (26.98%) Analytics
2 147 (25.93%) Business Intelligence
3 130 (22.93%) ETL
4 126 (22.22%) Agile
5 98 (17.28%) Data Governance
6 88 (15.52%) Problem-Solving
7 80 (14.11%) Data Analysis
8 69 (12.17%) Data Integration
9 64 (11.29%) Data Engineering
10 63 (11.11%) Data Architecture
11 62 (10.93%) Visualisation
12 59 (10.41%) Migration
13 56 (9.88%) Data Management
14 55 (9.70%) Stakeholder Management
15 54 (9.52%) Physical Data Model
16 52 (9.17%) Data Pipeline
17 48 (8.47%) Data Mapping
17 48 (8.47%) DevOps
18 43 (7.58%) Data Migration
19 42 (7.41%) Computer Science
Programming Languages
1 234 (41.27%) SQL
2 118 (20.81%) Python
3 41 (7.23%) Java
4 23 (4.06%) Data Analysis Expressions
4 23 (4.06%) JavaScript
5 20 (3.53%) Scala
6 18 (3.17%) C#
7 15 (2.65%) PL/SQL
8 11 (1.94%) ABAP
8 11 (1.94%) Perl
9 9 (1.59%) R
10 8 (1.41%) T-SQL
11 6 (1.06%) PowerShell
11 6 (1.06%) TypeScript
12 5 (0.88%) Bash
13 3 (0.53%) Rust
14 2 (0.35%) Apex Code
14 2 (0.35%) Search Processing Language
14 2 (0.35%) VB
14 2 (0.35%) VBA
Qualifications
1 51 (8.99%) Degree
2 44 (7.76%) Security Cleared
3 39 (6.88%) SC Cleared
4 25 (4.41%) Computer Science Degree
5 13 (2.29%) DV Cleared
6 12 (2.12%) Master's Degree
7 11 (1.94%) Microsoft Certification
8 10 (1.76%) BPSS Clearance
9 8 (1.41%) PMI Certification
9 8 (1.41%) PMP
10 4 (0.71%) Azure Certification
11 3 (0.53%) MCITP
11 3 (0.53%) MCTS
12 1 (0.18%) CBAP
12 1 (0.18%) CISA
12 1 (0.18%) CRISC
12 1 (0.18%) Numerate Degree
12 1 (0.18%) SAP Certification
12 1 (0.18%) TOGAF Certification
Quality Assurance & Compliance
1 110 (19.40%) Data Quality
2 30 (5.29%) QA
3 22 (3.88%) GDPR
4 11 (1.94%) Accessibility
5 5 (0.88%) IFRS
6 4 (0.71%) IFRS 9
7 3 (0.53%) SLA
8 2 (0.35%) COBIT
8 2 (0.35%) Cyber Essentials
8 2 (0.35%) HIPAA
8 2 (0.35%) ISO/IEC 27001
8 2 (0.35%) Sarbanes-Oxley
9 1 (0.18%) California Consumer Privacy Act
9 1 (0.18%) IFRS 17
9 1 (0.18%) PMO
9 1 (0.18%) Solvency II
System Software
1 12 (2.12%) Docker
2 7 (1.23%) Active Directory
3 2 (0.35%) HDFS
Systems Management
1 13 (2.29%) Terraform
2 8 (1.41%) Kubernetes
3 4 (0.71%) Grafana
3 4 (0.71%) Jamf Pro
4 1 (0.18%) Ansible
4 1 (0.18%) ITRS Geneos
4 1 (0.18%) Kibana
4 1 (0.18%) Rancher
Vendors
1 96 (16.93%) Microsoft
2 57 (10.05%) Databricks
3 40 (7.05%) SAP
4 34 (6.00%) Oracle
5 23 (4.06%) Salesforce
6 21 (3.70%) ServiceNow
7 18 (3.17%) Google
8 16 (2.82%) Sparx
9 11 (1.94%) Informatica
10 10 (1.76%) Red Hat
10 10 (1.76%) VMware
11 9 (1.59%) Guidewire
12 7 (1.23%) Ab Initio
13 6 (1.06%) Adobe
14 5 (0.88%) Atlassian
14 5 (0.88%) Foundry
14 5 (0.88%) NEC
14 5 (0.88%) Palantir
14 5 (0.88%) Workday
15 4 (0.71%) Splunk