Data Modelling Contracts in England

Data Modelling
UK > England

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling 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 52 75 64
Rank change year-on-year +23 -11 -2
Contract jobs citing Data Modelling 1,348 1,606 2,601
As % of all contract jobs advertised in England 3.65% 3.18% 3.66%
As % of the Processes & Methodologies category 4.21% 3.52% 4.03%
Number of daily rates quoted 1,016 1,145 1,797
10th Percentile £406 £410 £406
25th Percentile £463 £475 £463
Median daily rate (50th Percentile) £550 £575 £575
Median % change year-on-year -4.35% - +11.15%
75th Percentile £676 £688 £688
90th Percentile £800 £763 £763
UK median daily rate £550 £575 £575
% change year-on-year -4.35% - +12.75%
Number of hourly rates quoted 21 20 13
10th Percentile £30.37 £19.00 £17.84
25th Percentile £35.00 £23.87 £27.50
Median hourly rate £48.50 £44.38 £51.50
Median % change year-on-year +9.30% -13.83% +92.07%
75th Percentile £53.75 £66.00 £64.75
90th Percentile £64.53 £68.88 £73.15
UK median hourly rate £48.50 £35.00 £48.25
% change year-on-year +38.57% -27.46% +38.09%

All Process and Methodology Skills
England

Data Modelling 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 advertised in England with a requirement for process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 31,985 45,619 64,566
As % of all contract IT jobs advertised in England 86.53% 90.25% 90.78%
Number of daily rates quoted 20,974 32,022 45,804
10th Percentile £300 £325 £331
25th Percentile £413 £445 £425
Median daily rate (50th Percentile) £525 £550 £538
Median % change year-on-year -4.55% +2.33% +9.69%
75th Percentile £650 £675 £650
90th Percentile £750 £769 £749
UK median daily rate £525 £550 £525
% change year-on-year -4.55% +4.76% +8.25%
Number of hourly rates quoted 2,225 1,607 1,769
10th Percentile £12.86 £10.94 £12.50
25th Percentile £16.00 £16.31 £15.25
Median hourly rate £35.50 £37.50 £24.35
Median % change year-on-year -5.33% +54.00% +1.46%
75th Percentile £60.00 £65.00 £49.25
90th Percentile £72.50 £75.00 £63.15
UK median hourly rate £35.00 £37.34 £25.00
% change year-on-year -6.27% +49.36% -

Data Modelling
Job Vacancy Trend in England

Job postings citing Data Modelling as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Modelling in England

Data Modelling
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Data Modelling in England.

Daily rate trend for Data Modelling in England

Data Modelling
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Modelling in England over the 6 months to 27 April 2024.

Daily rate histogram for Data Modelling in England

Data Modelling
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing Data Modelling in England.

Hourly rate trend for Data Modelling in England

Data Modelling
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Modelling in England over the 6 months to 27 April 2024.

Hourly rate histogram for Data Modelling in England

Data Modelling
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the England region 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
London +28 871 £600 - 273
North of England +31 155 £525 -8.70% 80
South East -28 99 £513 -2.38% 40
Midlands +25 86 £500 -10.31% 47
North West +43 82 £525 - 50
South West +42 75 £550 -15.38% 20
Yorkshire +8 67 £554 +0.73% 23
West Midlands +8 57 £463 -18.50% 31
East of England +5 29 £500 +17.65% 23
East Midlands +40 28 £550 +46.67% 15
North East +7 9 £454 -24.33% 7
Data Modelling
UK

Data Modelling
Co-occurring Skills and Capabilities in England 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 36 (2.67%) Apache Spark
2 33 (2.45%) Apache Airflow
3 28 (2.08%) Apache
3 28 (2.08%) Confluence
4 27 (2.00%) SAS
5 26 (1.93%) SharePoint
6 7 (0.52%) Oracle Workflow
7 4 (0.30%) Jupyter
8 2 (0.15%) Oracle SOA Suite
9 1 (0.074%) BizTalk Server
9 1 (0.074%) CMS
9 1 (0.074%) IIS
9 1 (0.074%) JBoss
9 1 (0.074%) Luigi
9 1 (0.074%) Microsoft Exchange
9 1 (0.074%) Tomcat
9 1 (0.074%) WildFly
Applications
1 54 (4.01%) Microsoft Excel
2 46 (3.41%) MS Visio
3 26 (1.93%) Microsoft PowerPoint
4 8 (0.59%) Microsoft Office
4 8 (0.59%) Spreadsheet
5 7 (0.52%) SPSS
6 6 (0.45%) Microsoft Project
7 1 (0.074%) Sketch
Business Applications
1 47 (3.49%) Sparx Enterprise Architect
2 30 (2.23%) Dynamics CRM
3 22 (1.63%) SAP S/4HANA
4 9 (0.67%) Loan IQ
5 6 (0.45%) Adobe Campaign
5 6 (0.45%) ION MarketView
5 6 (0.45%) Unica
6 5 (0.37%) Oracle EBS
6 5 (0.37%) SAP ERP
6 5 (0.37%) Siebel CRM
7 4 (0.30%) FastStats
7 4 (0.30%) Oracle Financials
8 3 (0.22%) MIS ActiveH
8 3 (0.22%) NEC Housing
8 3 (0.22%) Salesforce CRM
8 3 (0.22%) SAP FI
8 3 (0.22%) SAP MDG
8 3 (0.22%) Shopify
8 3 (0.22%) Workday HCM
9 2 (0.15%) Oracle ERP
Cloud Services
1 334 (24.78%) Azure
2 266 (19.73%) Power Platform
3 182 (13.50%) AWS
4 103 (7.64%) Azure Data Factory
5 70 (5.19%) GCP
6 63 (4.67%) Serverless
6 63 (4.67%) Snowflake
7 53 (3.93%) Azure Synapse Analytics
8 52 (3.86%) AWS Lambda
9 42 (3.12%) Dynamics 365
10 32 (2.37%) Amazon S3
11 27 (2.00%) dbt
12 24 (1.78%) AWS Step Functions
12 24 (1.78%) Azure DevOps
13 20 (1.48%) OCI
13 20 (1.48%) PowerApps
14 19 (1.41%) Power Automate
14 19 (1.41%) SaaS
15 18 (1.34%) Azure Stack
15 18 (1.34%) GitHub
Communications & Networking
1 22 (1.63%) SAN
2 21 (1.56%) TCP/IP
3 11 (0.82%) FIX Connectivity
4 7 (0.52%) Internet
5 5 (0.37%) Firewall
6 4 (0.30%) Network Security
7 3 (0.22%) DNS
8 2 (0.15%) Broadband
8 2 (0.15%) FTP
8 2 (0.15%) VPN
9 1 (0.074%) Ethernet
9 1 (0.074%) Intrusion Detection
9 1 (0.074%) SSL
9 1 (0.074%) Wireless
Database & Business Intelligence
1 345 (25.59%) Data Warehouse
2 253 (18.77%) Power BI
3 128 (9.50%) SQL Server
4 123 (9.12%) Metadata
5 115 (8.53%) Big Data
6 110 (8.16%) NoSQL
7 107 (7.94%) Data Lake
8 99 (7.34%) Tableau
9 85 (6.31%) Relational Database
10 67 (4.97%) SQL Server Integration Services
11 53 (3.93%) Data Vault
12 52 (3.86%) Amazon Redshift
13 49 (3.64%) BigQuery
14 43 (3.19%) Azure SQL Database
15 41 (3.04%) Metadata Repository
16 40 (2.97%) PostgreSQL
17 31 (2.30%) Hadoop
18 30 (2.23%) Snowflake Schema
19 29 (2.15%) RDBMS
20 28 (2.08%) Star Schema
Development Applications
1 60 (4.45%) JIRA
2 55 (4.08%) ERwin
3 19 (1.41%) Git
4 18 (1.34%) ER Studio
5 11 (0.82%) Eclipse
5 11 (0.82%) TeamCity
6 9 (0.67%) SQL Server Management Studio (SSMS)
7 8 (0.59%) Selenium
8 7 (0.52%) Jenkins
8 7 (0.52%) JMeter
9 5 (0.37%) Bitbucket
9 5 (0.37%) MLflow
9 5 (0.37%) Team Foundation Server
9 5 (0.37%) Visual Studio
10 4 (0.30%) kappa
10 4 (0.30%) Maven
11 3 (0.22%) Deequ
11 3 (0.22%) JUnit
12 2 (0.15%) Ant
12 2 (0.15%) PowerDesigner
General
1 337 (25.00%) Social Skills
2 320 (23.74%) Finance
3 240 (17.80%) Analytical Skills
4 132 (9.79%) Public Sector
5 83 (6.16%) Marketing
6 76 (5.64%) Banking
7 48 (3.56%) Manufacturing
8 45 (3.34%) Telecoms
9 43 (3.19%) Presentation Skills
10 42 (3.12%) Front Office
11 36 (2.67%) Retail
12 33 (2.45%) Electronics
13 26 (1.93%) Inclusion and Diversity
14 25 (1.85%) Pharmaceutical
15 23 (1.71%) Publishing
16 18 (1.34%) Influencing Skills
17 17 (1.26%) Financial Institution
18 15 (1.11%) Investment Banking
19 12 (0.89%) Back Office
20 11 (0.82%) Legal
Job Titles
1 333 (24.70%) Architect
2 248 (18.40%) Data Engineer
3 238 (17.66%) Data Architect
4 214 (15.88%) Analyst
5 196 (14.54%) Developer
6 130 (9.64%) Senior
7 104 (7.72%) Data Analyst
8 81 (6.01%) Data Modeller
9 80 (5.93%) Business Analyst
10 70 (5.19%) Consultant
11 69 (5.12%) Lead
12 48 (3.56%) Azure Engineer
13 41 (3.04%) Azure Data Engineer
13 41 (3.04%) Solutions Architect
14 36 (2.67%) Business Intelligence Developer
15 35 (2.60%) Enterprise Architect
16 33 (2.45%) Data Scientist
16 33 (2.45%) Senior Analyst
17 31 (2.30%) Project Manager
17 31 (2.30%) Python Developer
Libraries, Frameworks & Software Standards
1 65 (4.82%) JSON
2 55 (4.08%) PySpark
3 53 (3.93%) XML
4 34 (2.52%) REST
5 29 (2.15%) Kafka
6 23 (1.71%) Apache Avro
7 20 (1.48%) Web Services
8 19 (1.41%) .NET
9 18 (1.34%) Middleware
9 18 (1.34%) Spring Boot
10 17 (1.26%) JSON Schema
11 16 (1.19%) React
12 15 (1.11%) Pandas
13 12 (0.89%) Spring
14 11 (0.82%) AngularJS
14 11 (0.82%) FIX Protocol
15 10 (0.74%) ADO
15 10 (0.74%) CSS
15 10 (0.74%) GraphQL
15 10 (0.74%) HTML
Miscellaneous
1 76 (5.64%) Data Structures
2 67 (4.97%) Reference Data
3 64 (4.75%) Product Ownership
4 52 (3.86%) Algorithms
5 39 (2.89%) Management Information System
6 35 (2.60%) Data Protection Act
6 35 (2.60%) Onboarding
7 25 (1.85%) Greenfield Project
8 21 (1.56%) Derivative
9 17 (1.26%) Analytical Mindset
9 17 (1.26%) Self-Motivation
10 15 (1.11%) Legacy Systems
11 13 (0.96%) Freedom of Information
12 12 (0.89%) CMDB
12 12 (0.89%) Wiki
13 11 (0.82%) Fixed Income
13 11 (0.82%) NHS
14 10 (0.74%) Enterprise Software
14 10 (0.74%) Freedom of Information Act
15 9 (0.67%) Equities
Operating Systems
1 44 (3.26%) Linux
2 41 (3.04%) Unix
3 25 (1.85%) Windows
4 21 (1.56%) Debian
4 21 (1.56%) Ubuntu
5 7 (0.52%) Windows Server
6 1 (0.074%) Android
6 1 (0.074%) Apple iOS
6 1 (0.074%) VMS
Processes & Methodologies
1 379 (28.12%) Business Intelligence
2 341 (25.30%) ETL
3 330 (24.48%) Analytics
4 270 (20.03%) Agile
5 255 (18.92%) Data Governance
6 215 (15.95%) Data Integration
7 212 (15.73%) Data Architecture
8 210 (15.58%) Problem-Solving
9 193 (14.32%) Data Analysis
10 164 (12.17%) Data Pipeline
10 164 (12.17%) Migration
11 159 (11.80%) Data Management
12 156 (11.57%) Visualisation
13 145 (10.76%) Data Engineering
14 135 (10.01%) Data Strategy
15 120 (8.90%) Stakeholder Management
16 119 (8.83%) Data Migration
17 110 (8.16%) Data Science
18 103 (7.64%) Computer Science
18 103 (7.64%) Data Visualisation
Programming Languages
1 570 (42.28%) SQL
2 321 (23.81%) Python
3 95 (7.05%) Java
4 45 (3.34%) T-SQL
5 43 (3.19%) C#
6 41 (3.04%) R
6 41 (3.04%) Scala
7 33 (2.45%) Data Analysis Expressions
8 29 (2.15%) PL/SQL
9 26 (1.93%) JavaScript
10 18 (1.34%) PowerShell
11 13 (0.96%) Perl
11 13 (0.96%) TypeScript
12 10 (0.74%) ABAP
13 6 (0.45%) Shell Script
14 5 (0.37%) Apex Code
14 5 (0.37%) Bash
14 5 (0.37%) VBA
14 5 (0.37%) XPath
15 4 (0.30%) Rust
Qualifications
1 189 (14.02%) Security Cleared
2 153 (11.35%) SC Cleared
3 130 (9.64%) Degree
4 57 (4.23%) Computer Science Degree
5 34 (2.52%) DV Cleared
6 20 (1.48%) BPSS Clearance
7 19 (1.41%) Master's Degree
8 16 (1.19%) Microsoft Certification
9 15 (1.11%) AWS Certification
10 8 (0.59%) Azure Certification
11 4 (0.30%) AWS Certified Solutions Architect
12 3 (0.22%) AWS Certified Developer
12 3 (0.22%) AWS Certified DevOps Engineer
12 3 (0.22%) CBAP
12 3 (0.22%) ITIL Certification
12 3 (0.22%) Numerate Degree
13 2 (0.15%) IBM Certification
14 1 (0.074%) PMI Certification
14 1 (0.074%) PMP
14 1 (0.074%) Siebel Certification
Quality Assurance & Compliance
1 264 (19.58%) Data Quality
2 62 (4.60%) QA
3 56 (4.15%) GDPR
4 14 (1.04%) Accessibility
4 14 (1.04%) IFRS
5 9 (0.67%) EMIR
5 9 (0.67%) MiFID
5 9 (0.67%) SLA
6 8 (0.59%) IFRS 9
7 7 (0.52%) Dodd-Frank
7 7 (0.52%) IFRS 17
8 5 (0.37%) California Consumer Privacy Act
8 5 (0.37%) Solvency II
9 3 (0.22%) Cyber Essentials
9 3 (0.22%) PMO
10 2 (0.15%) Actionable Recommendations
10 2 (0.15%) GRC
10 2 (0.15%) NIST
11 1 (0.074%) Government Security Classifications
11 1 (0.074%) ITGC
System Software
1 19 (1.41%) Docker
2 12 (0.89%) Active Directory
3 5 (0.37%) HDFS
4 1 (0.074%) Apache ZooKeeper
4 1 (0.074%) Cronacle
4 1 (0.074%) Microsoft App-V
4 1 (0.074%) Virtual Machines
4 1 (0.074%) VMware Infrastructure
Systems Management
1 30 (2.23%) Terraform
2 27 (2.00%) Kubernetes
3 4 (0.30%) Single Sign-On
4 2 (0.15%) Active Directory Federation Services
5 1 (0.074%) Ansible
5 1 (0.074%) Control-M
5 1 (0.074%) Ganglia
5 1 (0.074%) Grafana
5 1 (0.074%) Hadoop YARN
5 1 (0.074%) ITRS Geneos
5 1 (0.074%) Jamf Pro
5 1 (0.074%) Rancher
Vendors
1 226 (16.77%) Microsoft
2 135 (10.01%) Oracle
3 118 (8.75%) Databricks
4 101 (7.49%) SAP
5 79 (5.86%) Sparx
6 50 (3.71%) Informatica
7 49 (3.64%) Salesforce
8 44 (3.26%) Google
9 35 (2.60%) ServiceNow
10 21 (1.56%) Red Hat
10 21 (1.56%) VMware
11 15 (1.11%) IBM
12 12 (0.89%) Bloomberg
13 11 (0.82%) Guidewire
13 11 (0.82%) ION Trading
13 11 (0.82%) MarketAxess
13 11 (0.82%) Talend
13 11 (0.82%) Tradeweb
14 10 (0.74%) Foundry
14 10 (0.74%) Palantir