Data Structures
UK

The table below looks at the prevalence of the term Data Structures in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 10 May 2024 with a comparison to the same period over the previous 2 years.

6 months to
10 May 2024
Same period 2023 Same period 2022
Rank 281 292 178
Rank change year-on-year +11 -114 +91
Permanent jobs citing Data Structures 1,046 1,246 3,642
As % of all permanent jobs advertised in the UK 1.05% 1.23% 2.32%
As % of the Miscellaneous category 2.98% 2.89% 4.86%
Number of salaries quoted 489 737 899
10th Percentile £35,000 £42,500 £40,000
25th Percentile £47,500 £51,833 £47,500
Median annual salary (50th Percentile) £70,000 £67,500 £63,000
Median % change year-on-year +3.70% +7.14% -1.18%
75th Percentile £90,000 £90,000 £86,250
90th Percentile £105,000 £120,000 £105,000
UK excluding London median annual salary £61,125 £59,098 £52,500
% change year-on-year +3.43% +12.57% -

All Generic Skills
UK

Data Structures is in the General and Transferable Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for generic IT skills.

Permanent vacancies with a requirement for generic IT skills 35,065 43,146 75,002
As % of all permanent jobs advertised in the UK 35.34% 42.71% 47.68%
Number of salaries quoted 23,057 23,446 33,908
10th Percentile £28,000 £35,014 £34,513
25th Percentile £38,000 £46,250 £45,750
Median annual salary (50th Percentile) £55,000 £65,000 £62,500
Median % change year-on-year -15.38% +4.00% +4.17%
75th Percentile £75,000 £86,250 £83,750
90th Percentile £97,500 £108,000 £102,500
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +5.00%

Data Structures
Job Vacancy Trend

Job postings citing Data Structures as a proportion of all IT jobs advertised.

Job vacancy trend for Data Structures in the UK

Data Structures
Salary Trend

3-month moving average salary quoted in jobs citing Data Structures.

Salary trend for Data Structures in the UK

Data Structures
Salary Histogram

Salary distribution for jobs citing Data Structures over the 6 months to 10 May 2024.

Salary histogram for Data Structures in the UK

Data Structures
Top 18 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the UK over the 6 months to 10 May 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +19 862 £70,000 +3.02% 171
UK excluding London +61 744 £61,125 +3.43% 81
Work from Home +3 372 £69,250 +0.62% 134
London -25 286 £82,000 +2.50% 108
North of England +119 193 £71,500 +40.24% 19
South East +9 164 £50,000 -9.09% 10
Scotland +53 161 £75,000 -6.59% 14
North West +118 155 £80,000 +16.83% 12
Midlands +67 135 £42,500 -22.73% 15
East Midlands +55 85 £35,000 -30.00% 3
West Midlands +11 50 £50,000 -20.00% 12
East of England -26 50 £75,000 +25.00% 12
South West -41 30 £70,576 +18.56% 8
North East -3 20 £60,000 +25.86% 4
Yorkshire +38 18 £50,000 - 3
Wales -5 9 £36,476 -18.34% 2
Northern Ireland +13 1 - - 2
Isle of Man - 1 £36,000 - 1

Data Structures
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 68 (6.50%) Apache Spark
2 13 (1.24%) Apache
3 10 (0.96%) SAS
4 6 (0.57%) Confluence
5 4 (0.38%) Apache Airflow
5 4 (0.38%) CMS
5 4 (0.38%) SharePoint
6 3 (0.29%) Apache Pulsar
6 3 (0.29%) Microsoft Exchange
7 2 (0.19%) Apache Solr
8 1 (0.096%) Oracle Workflow
Applications
1 36 (3.44%) Microsoft Excel
2 27 (2.58%) Microsoft Office
3 9 (0.86%) Spreadsheet
4 6 (0.57%) MS Visio
5 4 (0.38%) Acrobat
6 3 (0.29%) Microsoft PowerPoint
6 3 (0.29%) Microsoft Project
7 2 (0.19%) Sketch
7 2 (0.19%) Zeplin
8 1 (0.096%) InVision
8 1 (0.096%) UXPin
Business Applications
1 8 (0.76%) NetSuite
2 4 (0.38%) Dynamics CRM
2 4 (0.38%) ResourceLink
2 4 (0.38%) SAP S/4HANA
3 3 (0.29%) Endur
3 3 (0.29%) Primavera
4 2 (0.19%) MIS ActiveH
4 2 (0.19%) Oracle EBS
4 2 (0.19%) Oracle iProcurement
4 2 (0.19%) SAP WM
5 1 (0.096%) Data Workbench
5 1 (0.096%) Elite 3E
5 1 (0.096%) Oracle Assets
5 1 (0.096%) Oracle EBS R12
5 1 (0.096%) Oracle FAH
5 1 (0.096%) Oracle General Ledger
5 1 (0.096%) Oracle Payables
5 1 (0.096%) Oracle Receivables
5 1 (0.096%) Oracle Subledger Accounting
5 1 (0.096%) Shopify
Cloud Services
1 466 (44.55%) Azure
2 281 (26.86%) AWS
3 238 (22.75%) IBM Cloud
4 205 (19.60%) Azure DevOps
5 164 (15.68%) Serverless
6 128 (12.24%) Azure Logic Apps
7 125 (11.95%) Azure API Management
7 125 (11.95%) Azure Functions
7 125 (11.95%) Azure Service Bus
8 86 (8.22%) SaaS
9 76 (7.27%) Power Platform
10 72 (6.88%) GCP
11 43 (4.11%) Snowflake
12 35 (3.35%) AWS Lambda
13 34 (3.25%) Matillion
14 30 (2.87%) Azure Cosmos DB
14 30 (2.87%) GitHub
15 26 (2.49%) Amazon S3
16 24 (2.29%) PaaS
17 23 (2.20%) Amazon SQS
Communications & Networking
1 11 (1.05%) Wireless
2 9 (0.86%) TCP/IP
3 6 (0.57%) Firewall
4 5 (0.48%) BGP
4 5 (0.48%) Internet
4 5 (0.48%) Intrusion Detection
4 5 (0.48%) IPsec
4 5 (0.48%) LAN
4 5 (0.48%) Network Security
4 5 (0.48%) NGFW
4 5 (0.48%) OSPF
4 5 (0.48%) SSL
4 5 (0.48%) VLAN
4 5 (0.48%) VPN
4 5 (0.48%) WAN
5 3 (0.29%) 4G
5 3 (0.29%) 5G
5 3 (0.29%) Remote Desktop
6 2 (0.19%) Multicast
6 2 (0.19%) NGN
Database & Business Intelligence
1 276 (26.39%) NoSQL
2 259 (24.76%) PostgreSQL
3 244 (23.33%) MongoDB
4 238 (22.75%) DB2
5 210 (20.08%) Relational Database
6 129 (12.33%) SQL Server
7 95 (9.08%) Data Warehouse
8 73 (6.98%) Elasticsearch
9 72 (6.88%) Big Data
10 65 (6.21%) Power BI
11 64 (6.12%) Data Lake
12 47 (4.49%) Data Vault
12 47 (4.49%) Redis
13 40 (3.82%) Hadoop
14 35 (3.35%) Star Schema
15 34 (3.25%) Delta Lake
16 25 (2.39%) BigQuery
17 24 (2.29%) Tableau
18 23 (2.20%) Scylla
19 22 (2.10%) MySQL
Development Applications
1 80 (7.65%) JUnit
2 71 (6.79%) JIRA
3 65 (6.21%) Jasmine
3 65 (6.21%) Karma Test Runner
4 60 (5.74%) Cypress.io
4 60 (5.74%) Protractor
4 60 (5.74%) Selenium
4 60 (5.74%) WebDriver
5 48 (4.59%) GitLab
6 46 (4.40%) Git
7 20 (1.91%) Jenkins
8 11 (1.05%) TeamCity
9 10 (0.96%) Visual Studio
10 8 (0.76%) Oracle Forms
11 7 (0.67%) Maven
12 5 (0.48%) Postman
12 5 (0.48%) SoapUI
13 4 (0.38%) GCC
13 4 (0.38%) Grunt
13 4 (0.38%) webpack
General
1 274 (26.20%) Inclusion and Diversity
2 252 (24.09%) Finance
3 242 (23.14%) Public Sector
4 233 (22.28%) Social Skills
5 129 (12.33%) Law
6 122 (11.66%) Banking
7 101 (9.66%) Analytical Skills
8 80 (7.65%) Legal
9 67 (6.41%) Investment Banking
10 42 (4.02%) Retail
11 31 (2.96%) Games
12 29 (2.77%) Marketing
13 18 (1.72%) Presentation Skills
14 17 (1.63%) Manufacturing
15 13 (1.24%) Private Banking
16 12 (1.15%) Organisational Skills
17 10 (0.96%) Local Government
18 9 (0.86%) Tech for Good
19 8 (0.76%) Multimedia
19 8 (0.76%) Telecoms
Job Titles
1 310 (29.64%) Developer
2 178 (17.02%) Software Engineer
3 152 (14.53%) Full Stack Developer
3 152 (14.53%) Full Stack Engineer
4 138 (13.19%) Data Engineer
4 138 (13.19%) Senior
5 125 (11.95%) Azure Developer
6 119 (11.38%) Azure Engineer
7 114 (10.90%) Lead
8 76 (7.27%) Java Engineer
9 75 (7.17%) Java Software Engineer
10 45 (4.30%) Analyst
11 38 (3.63%) Architect
12 35 (3.35%) Lead Software Engineer
13 34 (3.25%) Software Developer
14 33 (3.15%) Full Stack Software Engineer
15 32 (3.06%) Principal Engineer
16 31 (2.96%) Senior Developer
17 28 (2.68%) C# Software Engineer
17 28 (2.68%) Principal Software Engineer
Libraries, Frameworks & Software Standards
1 374 (35.76%) CSS
2 371 (35.47%) HTML
3 366 (34.99%) AngularJS
4 355 (33.94%) React
5 343 (32.79%) .NET
6 317 (30.31%) jQuery
6 317 (30.31%) Twitter Bootstrap
7 273 (26.10%) REST
8 264 (25.24%) Web Services
9 263 (25.14%) ASP.NET
10 258 (24.67%) Vue
11 241 (23.04%) Node.js
12 240 (22.94%) ASP.NET Core
13 238 (22.75%) Backbone.js
13 238 (22.75%) Ember.js
14 138 (13.19%) JSON
15 124 (11.85%) Spring
16 82 (7.84%) Hibernate
17 79 (7.55%) J2EE
17 79 (7.55%) JMS
Miscellaneous
1 568 (54.30%) Algorithms
2 244 (23.33%) Blockchain
3 243 (23.23%) Hybrid Cloud
4 113 (10.80%) e-Learning
5 79 (7.55%) Client/Server
6 60 (5.74%) Self-Motivation
7 59 (5.64%) Public Cloud
8 49 (4.68%) Management Information System
9 42 (4.02%) Reinsurance
10 36 (3.44%) Cloud Native
11 29 (2.77%) Product Ownership
12 24 (2.29%) Virtual Team
13 19 (1.82%) Analytical Mindset
14 16 (1.53%) Distributed Systems
15 12 (1.15%) Hedge funds
16 11 (1.05%) Online Games
17 10 (0.96%) IoT
18 8 (0.76%) Augmented Reality
18 8 (0.76%) Enterprise Cloud
18 8 (0.76%) Renewable Energy
Operating Systems
1 256 (24.47%) Linux
2 248 (23.71%) Windows
3 247 (23.61%) Android
4 245 (23.42%) Apple iOS
5 4 (0.38%) Windows 10
5 4 (0.38%) Windows Server
6 1 (0.096%) Mac OS
6 1 (0.096%) Unix
6 1 (0.096%) Windows Server 2019
6 1 (0.096%) Windows Vista
Processes & Methodologies
1 516 (49.33%) Agile
2 427 (40.82%) Artificial Intelligence
3 362 (34.61%) Design Patterns
4 329 (31.45%) OOP
5 316 (30.21%) Full Stack Development
6 315 (30.11%) User Experience
7 309 (29.54%) Web Development
8 295 (28.20%) Software Engineering
9 279 (26.67%) OO
10 274 (26.20%) Problem-Solving
11 258 (24.67%) MVC
12 255 (24.38%) DevOps
13 245 (23.42%) Design Thinking
14 240 (22.94%) SOLID
15 239 (22.85%) Co-Creation
16 238 (22.75%) MVVM
16 238 (22.75%) Responsive Web Design
17 220 (21.03%) Computer Science
18 206 (19.69%) Machine Learning
19 201 (19.22%) Mentoring
Programming Languages
1 548 (52.39%) SQL
2 435 (41.59%) Python
3 421 (40.25%) JavaScript
4 352 (33.65%) Java
5 329 (31.45%) C#
6 141 (13.48%) TypeScript
7 51 (4.88%) C
8 50 (4.78%) Go
9 42 (4.02%) Scala
10 32 (3.06%) C++
11 23 (2.20%) Bash
12 18 (1.72%) Fortran
13 17 (1.63%) PowerShell
13 17 (1.63%) R
14 12 (1.15%) Ruby
15 10 (0.96%) PHP
15 10 (0.96%) T-SQL
16 9 (0.86%) Rust
17 7 (0.67%) Kotlin
18 5 (0.48%) Embedded C
Qualifications
1 233 (22.28%) Degree
2 66 (6.31%) Master's Degree
3 48 (4.59%) Computer Science Degree
4 33 (3.15%) PhD
5 21 (2.01%) Numerate Degree
6 13 (1.24%) TOGAF Certification
7 11 (1.05%) MBA
7 11 (1.05%) Security Cleared
8 10 (0.96%) DBS Check
9 7 (0.67%) Cisco Certification
10 6 (0.57%) HNC
11 5 (0.48%) BPSS Clearance
11 5 (0.48%) CCIE
11 5 (0.48%) JNCIE
11 5 (0.48%) SC Cleared
12 4 (0.38%) Azure Certification
13 3 (0.29%) PMI Certification
13 3 (0.29%) Sun Certification
14 2 (0.19%) CISSP
14 2 (0.19%) Microsoft Certification
Quality Assurance & Compliance
1 118 (11.28%) Data Quality
2 41 (3.92%) QA
3 13 (1.24%) Accessibility
4 7 (0.67%) CDISC
5 3 (0.29%) PMO
6 2 (0.19%) GDPR
6 2 (0.19%) GRC
6 2 (0.19%) Sarbanes-Oxley
6 2 (0.19%) SLA
7 1 (0.096%) UCITS
System Software
1 70 (6.69%) Docker
2 5 (0.48%) Active Directory
3 4 (0.38%) Virtual Desktop
4 1 (0.096%) Hyper-V
4 1 (0.096%) Microsoft Virtual Server
4 1 (0.096%) NFS
4 1 (0.096%) Oracle RAC
4 1 (0.096%) Virtual Servers
4 1 (0.096%) VMware ESXi
4 1 (0.096%) VMware Infrastructure
Systems Management
1 84 (8.03%) Kubernetes
2 29 (2.77%) Terraform
3 16 (1.53%) Grafana
3 16 (1.53%) Prometheus
4 5 (0.48%) Ansible
5 4 (0.38%) SCCM
6 2 (0.19%) Oracle Enterprise Manager
7 1 (0.096%) Data Guard
7 1 (0.096%) Enterprise Manager Cloud Control
7 1 (0.096%) Oracle RMAN
7 1 (0.096%) Podman
Vendors
1 240 (22.94%) IBM
2 238 (22.75%) Red Hat
3 89 (8.51%) Microsoft
4 87 (8.32%) Oracle
5 69 (6.60%) Databricks
6 64 (6.12%) Google
7 56 (5.35%) Informatica
8 26 (2.49%) SAP
9 23 (2.20%) Dell
10 16 (1.53%) Splunk
11 15 (1.43%) Dynatrace
12 12 (1.15%) OpenAI
12 12 (1.15%) Salesforce
13 11 (1.05%) Automation Anywhere
13 11 (1.05%) Blue Prism
13 11 (1.05%) UiPath
14 10 (0.96%) Teradata
15 9 (0.86%) Sage
16 8 (0.76%) MuleSoft
17 6 (0.57%) iManage