Data Structures Contract Job Trends

Data Structures
UK

The table below looks at the prevalence of the term Data Structures in contract job vacancies. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Data Structures over the 6 months leading up to 14 June 2026, comparing them to the same period in the previous two years.

6 months to
14 Jun 2026
Same period 2025 Same period 2024
Rank 222 233 282
Rank change year-on-year +11 +49 +25
Contract jobs citing Data Structures 560 340 339
As % of all contract jobs in the UK 1.12% 1.15% 0.78%
As % of the Miscellaneous category 3.44% 3.34% 2.59%
Number of daily rates quoted 340 221 235
10th Percentile £358 £363 £368
25th Percentile £425 £455 £450
Median daily rate (50th Percentile) £525 £538 £550
Median % change year-on-year -2.33% -2.27% -4.35%
75th Percentile £645 £669 £700
90th Percentile £788 £775 £775
UK excluding London median daily rate £500 £500 £475
% change year-on-year - +5.26% -17.39%
Number of hourly rates quoted 37 2 3
10th Percentile £28.75 £36.95 £40.10
25th Percentile £38.25 £38.00 £40.25
Median hourly rate £88.00 £41.00 £40.50
Median % change year-on-year +114.63% +1.23% -48.86%
75th Percentile - £44.00 £55.25
90th Percentile - £45.05 £64.10
UK excluding London median hourly rate £88.00 - £40.25
% change year-on-year - - -49.17%

All Generic Skills
UK

Data Structures falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring generic IT skills.

Contract vacancies with a requirement for generic IT skills 16,262 10,169 13,073
As % of all contract IT jobs advertised in the UK 32.46% 34.38% 29.92%
Number of daily rates quoted 9,985 6,390 8,312
10th Percentile £315 £300 £275
25th Percentile £413 £406 £413
Median daily rate (50th Percentile) £518 £525 £538
Median % change year-on-year -1.43% -2.33% -2.27%
75th Percentile £630 £650 £663
90th Percentile £750 £775 £800
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 821 435 942
10th Percentile £16.01 £15.84 £12.25
25th Percentile £20.89 £20.21 £15.39
Median hourly rate £41.00 £33.05 £35.65
Median % change year-on-year +24.05% -7.29% +59.08%
75th Percentile £70.00 £60.00 £61.30
90th Percentile £85.40 £82.19 £71.88
UK excluding London median hourly rate £43.96 £32.43 £35.00
% change year-on-year +35.55% -7.34% +59.09%

Data Structures
Job Vacancy Trend

Historical trend showing the proportion of contract IT job postings citing Data Structures relative to all contract IT jobs advertised.

Data Structures job vacancy trend in the UK

Data Structures
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Data Structures.

Contractor daily rate distribution trend for jobs in the UK citing Data Structures

Data Structures
Daily Rate Histogram

Daily rate distribution for jobs citing Data Structures over the 6 months to 14 June 2026.

Daily rate histogram for Data Structures in the UK

Data Structures
Hourly Rate Trend

Contractor hourly rate distribution trend for jobs in the UK citing Data Structures.

Contractor hourly rate distribution trend for jobs in the UK citing Data Structures

Data Structures
Hourly Rate Histogram

Hourly rate distribution of jobs citing Data Structures over the 6 months to 14 June 2026.

Hourly rate histogram for Data Structures in the UK

Data Structures
Top 16 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Structures within the UK over the 6 months to 14 June 2026. 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 +15 467 £525 -4.55% 185
UK excluding London -23 254 £500 - 130
London -16 240 £595 -4.80% 85
Work from Home -29 162 £525 -4.55% 96
South East -15 67 £425 -22.73% 46
North of England -41 49 £450 +12.22% 29
Midlands -40 47 £550 +10.00% 22
Scotland -29 40 £500 -1.48% 7
West Midlands -47 32 £630 +26.00% 13
South West +2 28 £525 +65.35% 17
Yorkshire -35 23 £525 +90.91% 7
North West -37 17 £456 -6.41% 13
East of England -21 15 £650 -13.33% 6
East Midlands -13 14 £463 -13.95% 9
Wales -7 10 £400 -11.72% 3
North East -27 9 £413 +23.13% 10

Data Structures
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 13 (2.32%) Apache Airflow
2 11 (1.96%) Apache
3 8 (1.43%) Confluence
4 7 (1.25%) SharePoint
5 6 (1.07%) Apache Spark
6 4 (0.71%) Jupyter
7 3 (0.54%) Camunda
8 2 (0.36%) CMS
9 1 (0.18%) Appian
9 1 (0.18%) ArcGIS
9 1 (0.18%) IIS
9 1 (0.18%) Microsoft Exchange
9 1 (0.18%) Oracle Workflow
Applications
1 27 (4.82%) Microsoft Excel
2 7 (1.25%) CPLEX
3 5 (0.89%) Spreadsheet
4 4 (0.71%) MS Visio
5 1 (0.18%) Chatbot
5 1 (0.18%) InDesign
5 1 (0.18%) Microsoft Office
5 1 (0.18%) Microsoft PowerPoint
5 1 (0.18%) Oracle Smart View
Business Applications
1 32 (5.71%) SAP S/4HANA
2 6 (1.07%) Aladdin
2 6 (1.07%) Finacle
3 5 (0.89%) Dynamics CRM
3 5 (0.89%) Oracle EBS
3 5 (0.89%) Oracle ERP
4 4 (0.71%) Integrated Workplace Management System
4 4 (0.71%) iTrent
4 4 (0.71%) Maximo
4 4 (0.71%) Oracle Payables
5 3 (0.54%) SimCorp Dimension
5 3 (0.54%) Sparx Enterprise Architect
5 3 (0.54%) Unit4 Business World
6 2 (0.36%) Dynamics NAV
6 2 (0.36%) Loan IQ
6 2 (0.36%) Oracle General Ledger
6 2 (0.36%) Oracle Receivables
6 2 (0.36%) SAP R/3
6 2 (0.36%) SAP Retail
6 2 (0.36%) Temenos T24
Cloud Services
1 108 (19.29%) Azure
2 98 (17.50%) Power Platform
3 58 (10.36%) AWS
4 29 (5.18%) Snowflake
5 22 (3.93%) Azure DevOps
6 21 (3.75%) GCP
7 20 (3.57%) Azure Data Factory
8 19 (3.39%) Power Automate
9 16 (2.86%) SaaS
10 15 (2.68%) dbt
11 13 (2.32%) Dynamics 365
11 13 (2.32%) OCI
11 13 (2.32%) PowerApps
12 12 (2.14%) GitHub
12 12 (2.14%) SuccessFactors
13 11 (1.96%) Amazon S3
13 11 (1.96%) Serverless
14 8 (1.43%) Amazon CloudWatch
14 8 (1.43%) Microsoft Copilot
15 7 (1.25%) Azure Synapse Analytics
Communications & Networking
1 14 (2.50%) HTTP
2 1 (0.18%) SMTP
Database & Business Intelligence
1 91 (16.25%) Power BI
2 66 (11.79%) Data Warehouse
3 43 (7.68%) Metadata
4 31 (5.54%) SQL Server
5 26 (4.64%) Tableau
6 24 (4.29%) Oracle Reports
7 23 (4.11%) Data Lake
7 23 (4.11%) PostgreSQL
8 20 (3.57%) Relational Database
9 19 (3.39%) NoSQL
10 17 (3.04%) Snowflake Schema
11 13 (2.32%) MongoDB
12 12 (2.14%) Big Data
12 12 (2.14%) Data Vault
13 11 (1.96%) Power Query
14 10 (1.79%) BusinessObjects
14 10 (1.79%) Semantic Layer
15 9 (1.61%) Geospatial Data
15 9 (1.61%) SQL Server Integration Services
16 8 (1.43%) Delta Lake
Development Applications
1 26 (4.64%) JIRA
2 25 (4.46%) Git
3 22 (3.93%) Rational DOORS
4 18 (3.21%) ERwin
5 9 (1.61%) GitLab
6 7 (1.25%) PowerDesigner
7 5 (0.89%) Jenkins
8 4 (0.71%) Gradle
8 4 (0.71%) MLflow
8 4 (0.71%) Postman
9 3 (0.54%) ER Studio
9 3 (0.54%) LSMW
9 3 (0.54%) Maven
10 2 (0.36%) Bitbucket
10 2 (0.36%) Sonatype Nexus
10 2 (0.36%) TeamCity
10 2 (0.36%) Visual Studio
10 2 (0.36%) Visual Studio Code
10 2 (0.36%) webpack
11 1 (0.18%) SQL Server Management Studio (SSMS)
General
1 199 (35.54%) Finance
2 167 (29.82%) Social Skills
3 141 (25.18%) Analytical Skills
4 75 (13.39%) Banking
5 50 (8.93%) Public Sector
6 25 (4.46%) Aerospace
7 21 (3.75%) Investment Banking
7 21 (3.75%) Retail
8 20 (3.57%) Legal
9 18 (3.21%) Documentation Skills
10 13 (2.32%) Pharmaceutical
11 12 (2.14%) Inclusion and Diversity
11 12 (2.14%) Local Government
11 12 (2.14%) Marketing
12 9 (1.61%) Organisational Skills
13 8 (1.43%) Front Office
14 7 (1.25%) General Ledger
14 7 (1.25%) Law
15 6 (1.07%) Private Banking
15 6 (1.07%) Publishing
Job Titles
1 111 (19.82%) Developer
2 87 (15.54%) Analyst
3 77 (13.75%) Senior
4 62 (11.07%) Lead
5 57 (10.18%) Data Engineer
6 55 (9.82%) Data Analyst
7 45 (8.04%) Architect
8 35 (6.25%) Python Developer
9 29 (5.18%) Data Architect
10 26 (4.64%) Business Analyst
11 25 (4.46%) Consultant
11 25 (4.46%) Data Modeller
11 25 (4.46%) Product Manager
12 23 (4.11%) Delivery Manager
13 22 (3.93%) Data Migration Lead
13 22 (3.93%) Product Delivery Manager
13 22 (3.93%) Systems Manager
14 21 (3.75%) Systems Delivery Manager
15 17 (3.04%) Project Manager
15 17 (3.04%) Python Engineer
Libraries, Frameworks & Software Standards
1 27 (4.82%) Kafka
1 27 (4.82%) REST
2 26 (4.64%) Oracle Fusion
3 25 (4.46%) JSON
4 19 (3.39%) Pandas
4 19 (3.39%) RESTful
5 18 (3.21%) NumPy
5 18 (3.21%) React
6 14 (2.50%) .NET
6 14 (2.50%) FastAPI
6 14 (2.50%) Spring Boot
7 13 (2.32%) Spring
8 12 (2.14%) Django
8 12 (2.14%) XML
9 11 (1.96%) Flask
10 10 (1.79%) CSS
10 10 (1.79%) PySpark
11 9 (1.61%) Middleware
11 9 (1.61%) OpenAPI
11 9 (1.61%) Swagger
Miscellaneous
1 63 (11.25%) Algorithms
2 50 (8.93%) Legacy Systems
3 41 (7.32%) Product Ownership
4 37 (6.61%) Management Information System
5 25 (4.46%) Cloud Native
6 24 (4.29%) Distributed Systems
7 17 (3.04%) Derivative
8 16 (2.86%) Reference Data
9 11 (1.96%) Onboarding
10 10 (1.79%) Market Risk
11 9 (1.61%) Reinsurance
11 9 (1.61%) Self-Motivation
12 8 (1.43%) Data Protection Act
12 8 (1.43%) Foreign Exchange (FX)
12 8 (1.43%) NHS
13 7 (1.25%) Equities
13 7 (1.25%) Public Cloud
14 6 (1.07%) Taxonomies
14 6 (1.07%) Virtual Team
15 5 (0.89%) Enterprise Software
Operating Systems
1 16 (2.86%) Linux
2 5 (0.89%) Unix
3 4 (0.71%) Android
3 4 (0.71%) Windows
4 1 (0.18%) Apple iOS
4 1 (0.18%) Ubuntu
4 1 (0.18%) VMS
4 1 (0.18%) Windows Server
4 1 (0.18%) Windows Server 2016
Processes & Methodologies
1 201 (35.89%) Data Modelling
2 156 (27.86%) Migration
3 138 (24.64%) Analytics
4 121 (21.61%) Validation
5 117 (20.89%) Agile
5 117 (20.89%) Business Intelligence
6 114 (20.36%) ETL
7 111 (19.82%) Data Migration
8 104 (18.57%) Data Governance
9 103 (18.39%) Problem-Solving
10 95 (16.96%) Stakeholder Management
11 85 (15.18%) AI
11 85 (15.18%) Stakeholder Engagement
12 72 (12.86%) Data Mapping
13 66 (11.79%) Data Architecture
14 63 (11.25%) Data Analysis
15 61 (10.89%) Data Pipeline
16 59 (10.54%) Continuous Improvement
16 59 (10.54%) Data Transformation
17 56 (10.00%) Data Engineering
Programming Languages
1 191 (34.11%) SQL
2 127 (22.68%) Python
3 39 (6.96%) Java
4 29 (5.18%) C#
5 23 (4.11%) TypeScript
6 22 (3.93%) JavaScript
7 19 (3.39%) C++
8 13 (2.32%) PowerShell
9 11 (1.96%) Data Analysis Expressions
10 8 (1.43%) Kotlin
11 7 (1.25%) PL/SQL
11 7 (1.25%) Rust
12 6 (1.07%) Go
12 6 (1.07%) Shell Script
12 6 (1.07%) VBA
13 5 (0.89%) T-SQL
14 4 (0.71%) X++
15 3 (0.54%) Apex Code
15 3 (0.54%) LookML
16 2 (0.36%) Cypher
Qualifications
1 92 (16.43%) Security Cleared
2 61 (10.89%) Degree
3 49 (8.75%) SC Cleared
4 13 (2.32%) Computer Science Degree
5 8 (1.43%) BPSS Clearance
6 7 (1.25%) DBS Check
7 6 (1.07%) Azure Certification
7 6 (1.07%) Microsoft Certification
8 3 (0.54%) DV Cleared
8 3 (0.54%) SnowPro
9 2 (0.36%) Master's Degree
9 2 (0.36%) Numerate Degree
10 1 (0.18%) PMI Certification
10 1 (0.18%) SAP Certification
Quality Assurance & Compliance
1 136 (24.29%) Data Quality
2 29 (5.18%) QA
3 20 (3.57%) GDPR
4 13 (2.32%) Accessibility
5 9 (1.61%) Solvency II
6 6 (1.07%) GRC
7 5 (0.89%) Disclosure Scotland
7 5 (0.89%) IFRS
8 2 (0.36%) GxP
8 2 (0.36%) SLA
9 1 (0.18%) FATCA
9 1 (0.18%) GAAP
9 1 (0.18%) GMP
9 1 (0.18%) HL7
9 1 (0.18%) IFRS 9
9 1 (0.18%) SNOMED CT
System Software
1 26 (4.64%) Docker
2 2 (0.36%) Active Directory
2 2 (0.36%) Apache ZooKeeper
3 1 (0.18%) HDFS
3 1 (0.18%) Virtual Machines
Systems Management
1 21 (3.75%) Kubernetes
2 15 (2.68%) Terraform
3 12 (2.14%) Grafana
4 5 (0.89%) Ansible
5 3 (0.54%) SCCM
6 1 (0.18%) Jamf Pro
6 1 (0.18%) Puppet
Vendors
1 76 (13.57%) Microsoft
2 68 (12.14%) Oracle
3 59 (10.54%) SAP
4 51 (9.11%) Databricks
5 29 (5.18%) IBM
6 16 (2.86%) ServiceNow
7 14 (2.50%) Salesforce
8 12 (2.14%) Google
9 11 (1.96%) Avaloq
9 11 (1.96%) Informatica
10 10 (1.79%) Workday
11 8 (1.43%) Talend
11 8 (1.43%) Temenos
12 7 (1.25%) Atlassian
12 7 (1.25%) GoldenSource
13 6 (1.07%) Planon
13 6 (1.07%) Solace
14 5 (0.89%) MuleSoft
15 4 (0.71%) Anaplan
15 4 (0.71%) SimCorp