Data Structures Jobs

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 9 June 2024 with a comparison to the same period over the previous 2 years.

6 months to
9 Jun 2024
Same period 2023 Same period 2022
Rank 290 315 181
Rank change year-on-year +25 -134 +93
Permanent jobs citing Data Structures 1,019 1,049 4,049
As % of all permanent jobs advertised in the UK 0.94% 1.13% 2.36%
As % of the Miscellaneous category 2.78% 2.62% 4.84%
Number of salaries quoted 473 683 905
10th Percentile £35,000 £41,900 £37,500
25th Percentile £47,500 £50,184 £47,500
Median annual salary (50th Percentile) £70,000 £65,000 £65,000
Median % change year-on-year +7.69% - -
75th Percentile £90,000 £88,750 £87,500
90th Percentile £110,000 £120,000 £105,000
UK excluding London median annual salary £62,500 £55,000 £50,000
% change year-on-year +13.64% +10.00% -4.76%

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 36,675 40,106 83,653
As % of all permanent jobs advertised in the UK 33.82% 43.08% 48.67%
Number of salaries quoted 23,359 22,226 34,621
10th Percentile £28,250 £35,750 £34,500
25th Percentile £38,500 £46,570 £45,500
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 £85,000 £83,750
90th Percentile £97,500 £110,000 £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 9 June 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 9 June 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 +3 854 £70,000 +3.70% 171
UK excluding London +76 727 £62,500 +13.64% 69
Work from Home +18 351 £70,000 +7.69% 102
London -45 276 £85,000 +6.25% 106
North of England +118 196 £71,500 +40.24% 13
North West +123 164 £80,000 +21.21% 9
South East +3 160 £50,000 -4.76% 13
Scotland +41 142 £70,576 +38.42% 6
Midlands +58 138 £46,250 -11.90% 13
East Midlands +41 85 £35,000 -26.32% 7
West Midlands +6 53 £55,000 -12.00% 6
East of England -43 50 £75,000 +25.00% 5
South West -47 30 £70,576 +18.56% 14
Yorkshire +24 16 £50,000 - 3
North East -14 16 £71,500 +49.98% 1
Wales +3 8 £36,476 -18.34% 2
Isle of Man - 2 £36,000 -
Northern Ireland +11 1 £47,500 -38.71% 3

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 55 (5.40%) Apache Spark
2 12 (1.18%) Apache
3 10 (0.98%) Confluence
3 10 (0.98%) SAS
4 4 (0.39%) Apache Airflow
4 4 (0.39%) Apache Pulsar
4 4 (0.39%) CMS
5 3 (0.29%) SharePoint
6 2 (0.20%) Microsoft Exchange
6 2 (0.20%) Oracle Workflow
7 1 (0.098%) Ethereum
Applications
1 35 (3.43%) Microsoft Excel
2 25 (2.45%) Microsoft Office
3 9 (0.88%) Spreadsheet
4 6 (0.59%) MS Visio
5 4 (0.39%) Acrobat
6 3 (0.29%) Microsoft PowerPoint
6 3 (0.29%) Microsoft Project
7 2 (0.20%) Sketch
7 2 (0.20%) Zeplin
8 1 (0.098%) InVision
8 1 (0.098%) Oracle Smart View
8 1 (0.098%) UXPin
Business Applications
1 11 (1.08%) NetSuite
2 4 (0.39%) Dynamics CRM
2 4 (0.39%) Oracle EBS
2 4 (0.39%) ResourceLink
2 4 (0.39%) SAP S/4HANA
3 3 (0.29%) Endur
3 3 (0.29%) Oracle iProcurement
3 3 (0.29%) Primavera
4 2 (0.20%) MIS ActiveH
4 2 (0.20%) Oracle Financials
4 2 (0.20%) SAP WM
5 1 (0.098%) Data Workbench
5 1 (0.098%) Elite 3E
5 1 (0.098%) Oracle Procure-to-Pay
5 1 (0.098%) SAP QM
5 1 (0.098%) Shopify
Cloud Services
1 457 (44.85%) Azure
2 258 (25.32%) AWS
3 238 (23.36%) IBM Cloud
4 208 (20.41%) Azure DevOps
5 162 (15.90%) Serverless
6 127 (12.46%) Azure Logic Apps
7 125 (12.27%) Azure API Management
7 125 (12.27%) Azure Functions
7 125 (12.27%) Azure Service Bus
8 84 (8.24%) Power Platform
9 77 (7.56%) SaaS
10 59 (5.79%) GCP
11 44 (4.32%) Snowflake
12 34 (3.34%) AWS Lambda
12 34 (3.34%) Matillion
13 32 (3.14%) GitHub
14 30 (2.94%) Azure Cosmos DB
15 20 (1.96%) Azure Data Factory
15 20 (1.96%) PaaS
16 17 (1.67%) Amazon S3
Communications & Networking
1 11 (1.08%) Wireless
2 9 (0.88%) TCP/IP
3 6 (0.59%) Firewall
4 5 (0.49%) BGP
4 5 (0.49%) Internet
4 5 (0.49%) Intrusion Detection
4 5 (0.49%) IPsec
4 5 (0.49%) LAN
4 5 (0.49%) Network Security
4 5 (0.49%) NGFW
4 5 (0.49%) OSPF
4 5 (0.49%) SSL
4 5 (0.49%) VLAN
4 5 (0.49%) VPN
4 5 (0.49%) WAN
5 3 (0.29%) 4G
5 3 (0.29%) 5G
6 2 (0.20%) Multicast
6 2 (0.20%) NGN
6 2 (0.20%) Remote Desktop
Database & Business Intelligence
1 275 (26.99%) NoSQL
2 258 (25.32%) PostgreSQL
3 241 (23.65%) MongoDB
4 238 (23.36%) DB2
5 206 (20.22%) Relational Database
6 120 (11.78%) SQL Server
7 92 (9.03%) Data Warehouse
8 74 (7.26%) Power BI
9 65 (6.38%) Data Lake
10 62 (6.08%) Elasticsearch
11 57 (5.59%) Big Data
12 45 (4.42%) Data Vault
13 35 (3.43%) Redis
13 35 (3.43%) Star Schema
14 29 (2.85%) Hadoop
15 28 (2.75%) Delta Lake
16 27 (2.65%) Tableau
17 25 (2.45%) BigQuery
18 22 (2.16%) MySQL
19 20 (1.96%) Data Mining
Development Applications
1 79 (7.75%) JUnit
2 71 (6.97%) JIRA
3 65 (6.38%) Jasmine
3 65 (6.38%) Karma Test Runner
4 60 (5.89%) Cypress.io
4 60 (5.89%) Protractor
4 60 (5.89%) Selenium
4 60 (5.89%) WebDriver
5 48 (4.71%) Git
6 47 (4.61%) GitLab
7 19 (1.86%) Jenkins
8 12 (1.18%) Visual Studio
9 11 (1.08%) TeamCity
10 8 (0.79%) Oracle Forms
11 6 (0.59%) Maven
12 5 (0.49%) Postman
12 5 (0.49%) SoapUI
13 4 (0.39%) GCC
13 4 (0.39%) Grunt
13 4 (0.39%) webpack
General
1 266 (26.10%) Inclusion and Diversity
2 256 (25.12%) Finance
3 241 (23.65%) Public Sector
4 226 (22.18%) Social Skills
5 125 (12.27%) Law
6 114 (11.19%) Banking
7 100 (9.81%) Analytical Skills
8 82 (8.05%) Legal
9 63 (6.18%) Investment Banking
10 49 (4.81%) Retail
11 31 (3.04%) Games
12 29 (2.85%) Marketing
13 25 (2.45%) Presentation Skills
14 18 (1.77%) Manufacturing
15 12 (1.18%) Organisational Skills
16 10 (0.98%) Local Government
17 9 (0.88%) Tech for Good
18 8 (0.79%) Private Banking
18 8 (0.79%) Telecoms
19 7 (0.69%) Military
Job Titles
1 296 (29.05%) Developer
2 162 (15.90%) Software Engineer
3 148 (14.52%) Full Stack Engineer
4 147 (14.43%) Full Stack Developer
5 140 (13.74%) Data Engineer
6 133 (13.05%) Senior
7 125 (12.27%) Azure Developer
8 120 (11.78%) Lead
9 118 (11.58%) Azure Engineer
10 71 (6.97%) Java Engineer
11 70 (6.87%) Java Software Engineer
12 41 (4.02%) Analyst
13 34 (3.34%) Architect
13 34 (3.34%) Lead Software Engineer
14 30 (2.94%) Informatica Engineer
15 28 (2.75%) C# Software Engineer
15 28 (2.75%) Full Stack Software Engineer
15 28 (2.75%) Senior Developer
15 28 (2.75%) Software Developer
16 27 (2.65%) Senior Manager
Libraries, Frameworks & Software Standards
1 370 (36.31%) CSS
2 368 (36.11%) HTML
3 360 (35.33%) AngularJS
4 348 (34.15%) React
5 343 (33.66%) .NET
6 317 (31.11%) jQuery
6 317 (31.11%) Twitter Bootstrap
7 270 (26.50%) REST
8 264 (25.91%) Web Services
9 263 (25.81%) ASP.NET
10 260 (25.52%) Vue
11 240 (23.55%) ASP.NET Core
12 239 (23.45%) Node.js
13 238 (23.36%) Backbone.js
13 238 (23.36%) Ember.js
14 130 (12.76%) JSON
15 116 (11.38%) Spring
16 80 (7.85%) Hibernate
17 79 (7.75%) J2EE
17 79 (7.75%) JMS
Miscellaneous
1 546 (53.58%) Algorithms
2 245 (24.04%) Blockchain
3 243 (23.85%) Hybrid Cloud
4 113 (11.09%) e-Learning
5 80 (7.85%) Client/Server
6 62 (6.08%) Self-Motivation
7 52 (5.10%) Public Cloud
8 46 (4.51%) Management Information System
9 36 (3.53%) Reinsurance
10 34 (3.34%) Virtual Team
11 27 (2.65%) Product Ownership
12 25 (2.45%) Cloud Native
13 19 (1.86%) Analytical Mindset
14 16 (1.57%) Distributed Systems
15 12 (1.18%) Hedge funds
16 11 (1.08%) IoT
16 11 (1.08%) Online Games
17 9 (0.88%) Distributed Computing
17 9 (0.88%) Renewable Energy
18 8 (0.79%) Legacy Systems
Operating Systems
1 256 (25.12%) Linux
2 248 (24.34%) Android
3 246 (24.14%) Apple iOS
3 246 (24.14%) Windows
4 3 (0.29%) Windows 10
4 3 (0.29%) Windows Server
5 1 (0.098%) Mac OS
5 1 (0.098%) Unix
5 1 (0.098%) Windows Server 2019
5 1 (0.098%) Windows Vista
Processes & Methodologies
1 506 (49.66%) Agile
2 425 (41.71%) Artificial Intelligence
3 342 (33.56%) Design Patterns
4 329 (32.29%) OOP
5 312 (30.62%) Full Stack Development
6 306 (30.03%) User Experience
6 306 (30.03%) Web Development
7 278 (27.28%) Software Engineering
8 274 (26.89%) OO
9 268 (26.30%) Problem-Solving
10 258 (25.32%) MVC
11 252 (24.73%) DevOps
12 245 (24.04%) Design Thinking
13 240 (23.55%) SOLID
14 239 (23.45%) Co-Creation
15 238 (23.36%) MVVM
15 238 (23.36%) Responsive Web Design
16 216 (21.20%) Mentoring
17 210 (20.61%) Computer Science
18 202 (19.82%) Machine Learning
Programming Languages
1 546 (53.58%) SQL
2 419 (41.12%) JavaScript
3 418 (41.02%) Python
4 331 (32.48%) C#
5 328 (32.19%) Java
6 140 (13.74%) TypeScript
7 47 (4.61%) C
8 41 (4.02%) Go
9 31 (3.04%) Scala
10 28 (2.75%) C++
11 21 (2.06%) R
12 15 (1.47%) Fortran
12 15 (1.47%) PowerShell
13 14 (1.37%) Ruby
14 13 (1.28%) Bash
15 11 (1.08%) Rust
16 10 (0.98%) PHP
17 9 (0.88%) Kotlin
18 6 (0.59%) T-SQL
19 5 (0.49%) Embedded C
Qualifications
1 226 (22.18%) Degree
2 62 (6.08%) Master's Degree
3 45 (4.42%) Computer Science Degree
4 30 (2.94%) PhD
5 21 (2.06%) Numerate Degree
6 11 (1.08%) DBS Check
6 11 (1.08%) MBA
6 11 (1.08%) Security Cleared
7 7 (0.69%) Cisco Certification
8 5 (0.49%) CCIE
8 5 (0.49%) HNC
8 5 (0.49%) JNCIE
8 5 (0.49%) SC Cleared
9 4 (0.39%) Azure Certification
9 4 (0.39%) BPSS Clearance
9 4 (0.39%) PMI Certification
10 3 (0.29%) Sun Certification
11 2 (0.20%) (ISC)2 CCSP
11 2 (0.20%) CISSP
11 2 (0.20%) Postgraduate
Quality Assurance & Compliance
1 115 (11.29%) Data Quality
2 39 (3.83%) QA
3 11 (1.08%) Accessibility
4 7 (0.69%) CDISC
5 3 (0.29%) PMO
6 2 (0.20%) GDPR
6 2 (0.20%) GRC
6 2 (0.20%) Sarbanes-Oxley
6 2 (0.20%) SLA
7 1 (0.098%) UCITS
System Software
1 66 (6.48%) Docker
2 4 (0.39%) Virtual Desktop
3 2 (0.20%) Active Directory
4 1 (0.098%) Hyper-V
4 1 (0.098%) Microsoft Virtual Server
4 1 (0.098%) NFS
4 1 (0.098%) Oracle RAC
4 1 (0.098%) Virtual Servers
4 1 (0.098%) VMware ESXi
4 1 (0.098%) VMware Infrastructure
Systems Management
1 76 (7.46%) Kubernetes
2 29 (2.85%) Terraform
3 15 (1.47%) Grafana
3 15 (1.47%) Prometheus
4 5 (0.49%) Ansible
5 3 (0.29%) SCCM
6 1 (0.098%) Data Guard
6 1 (0.098%) FTK
6 1 (0.098%) Oracle Enterprise Manager
6 1 (0.098%) Oracle RMAN
6 1 (0.098%) Podman
Vendors
1 240 (23.55%) IBM
2 238 (23.36%) Red Hat
3 84 (8.24%) Microsoft
4 79 (7.75%) Oracle
5 73 (7.16%) Databricks
6 59 (5.79%) Informatica
7 49 (4.81%) Google
8 25 (2.45%) SAP
9 22 (2.16%) Salesforce
10 15 (1.47%) Dynatrace
10 15 (1.47%) Splunk
11 13 (1.28%) Dell
12 12 (1.18%) OpenAI
13 10 (0.98%) Automation Anywhere
13 10 (0.98%) Blue Prism
13 10 (0.98%) Teradata
13 10 (0.98%) UiPath
14 9 (0.88%) Sage
15 8 (0.79%) MuleSoft
16 6 (0.59%) iManage