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

6 months to
2 Jun 2024
Same period 2023 Same period 2022
Rank 289 306 183
Rank change year-on-year +17 -123 +86
Permanent jobs citing Data Structures 1,029 1,119 3,987
As % of all permanent jobs advertised in the UK 0.98% 1.18% 2.36%
As % of the Miscellaneous category 2.87% 2.74% 4.86%
Number of salaries quoted 480 699 898
10th Percentile £35,000 £42,500 £37,500
25th Percentile £47,500 £51,250 £47,447
Median annual salary (50th Percentile) £70,000 £65,000 £64,000
Median % change year-on-year +7.69% +1.56% -1.54%
75th Percentile £90,000 £88,750 £87,188
90th Percentile £110,000 £120,000 £105,000
UK excluding London median annual salary £62,000 £57,500 £50,000
% change year-on-year +7.83% +15.00% -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 35,876 40,905 81,966
As % of all permanent jobs advertised in the UK 34.09% 43.15% 48.47%
Number of salaries quoted 23,224 22,549 34,301
10th Percentile £28,000 £35,750 £34,500
25th Percentile £38,116 £46,350 £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 2 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 2 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 +19 858 £70,000 +3.70% 198
UK excluding London +70 731 £62,000 +7.83% 74
Work from Home +8 352 £69,750 +4.00% 130
London -24 282 £85,000 +6.25% 127
North of England +112 193 £71,500 +40.24% 17
South East -15 162 £50,000 -4.76% 15
North West +113 160 £80,000 +18.13% 13
Scotland +37 147 £72,788 +4.81% 8
Midlands +79 138 £46,250 -11.90% 12
East Midlands +59 85 £35,000 -26.32% 4
West Midlands +7 53 £55,000 -4.35% 8
East of England -42 50 £75,000 +25.00% 7
South West -46 30 £70,576 +17.14% 10
North East -11 17 £71,500 +49.98%
Yorkshire +18 16 £50,000 - 4
Wales -5 8 £36,476 -18.34% 3
Isle of Man - 2 £36,000 -
Northern Ireland +12 1 £47,500 -38.71% 2

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 59 (5.73%) Apache Spark
2 13 (1.26%) Apache
3 10 (0.97%) SAS
4 8 (0.78%) Confluence
5 4 (0.39%) Apache Airflow
5 4 (0.39%) Apache Pulsar
5 4 (0.39%) CMS
5 4 (0.39%) SharePoint
6 3 (0.29%) Microsoft Exchange
7 2 (0.19%) Oracle Workflow
8 1 (0.097%) Apache Solr
Applications
1 36 (3.50%) Microsoft Excel
2 26 (2.53%) Microsoft Office
3 9 (0.87%) Spreadsheet
4 6 (0.58%) MS Visio
5 4 (0.39%) 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 (0.097%) InVision
8 1 (0.097%) UXPin
Business Applications
1 11 (1.07%) NetSuite
2 4 (0.39%) Dynamics CRM
2 4 (0.39%) Oracle EBS
2 4 (0.39%) Oracle iProcurement
2 4 (0.39%) ResourceLink
2 4 (0.39%) SAP S/4HANA
3 3 (0.29%) Endur
3 3 (0.29%) Primavera
4 2 (0.19%) MIS ActiveH
4 2 (0.19%) Oracle Financials
4 2 (0.19%) SAP WM
5 1 (0.097%) Data Workbench
5 1 (0.097%) Elite 3E
5 1 (0.097%) Oracle EBS R12
5 1 (0.097%) Oracle ERP
5 1 (0.097%) Oracle General Ledger
5 1 (0.097%) Oracle Payables
5 1 (0.097%) Oracle Procure-to-Pay
5 1 (0.097%) SAP QM
5 1 (0.097%) Shopify
Cloud Services
1 455 (44.22%) Azure
2 261 (25.36%) AWS
3 238 (23.13%) IBM Cloud
4 206 (20.02%) Azure DevOps
5 163 (15.84%) Serverless
6 128 (12.44%) Azure Logic Apps
7 125 (12.15%) Azure API Management
7 125 (12.15%) Azure Functions
7 125 (12.15%) Azure Service Bus
8 83 (8.07%) Power Platform
9 78 (7.58%) SaaS
10 61 (5.93%) GCP
11 44 (4.28%) Snowflake
12 34 (3.30%) AWS Lambda
12 34 (3.30%) Matillion
13 31 (3.01%) GitHub
14 30 (2.92%) Azure Cosmos DB
15 20 (1.94%) PaaS
16 18 (1.75%) Azure Data Factory
16 18 (1.75%) PowerApps
Communications & Networking
1 11 (1.07%) Wireless
2 9 (0.87%) TCP/IP
3 6 (0.58%) 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
5 3 (0.29%) Remote Desktop
6 2 (0.19%) Multicast
6 2 (0.19%) NGN
Database & Business Intelligence
1 278 (27.02%) NoSQL
2 259 (25.17%) PostgreSQL
3 243 (23.62%) MongoDB
4 238 (23.13%) DB2
5 209 (20.31%) Relational Database
6 122 (11.86%) SQL Server
7 87 (8.45%) Data Warehouse
8 73 (7.09%) Power BI
9 64 (6.22%) Data Lake
9 64 (6.22%) Elasticsearch
10 61 (5.93%) Big Data
11 45 (4.37%) Data Vault
12 38 (3.69%) Redis
13 35 (3.40%) Star Schema
14 30 (2.92%) Hadoop
15 29 (2.82%) Delta Lake
16 26 (2.53%) Tableau
17 25 (2.43%) BigQuery
18 23 (2.24%) MySQL
19 19 (1.85%) Amazon Redshift
Development Applications
1 80 (7.77%) JUnit
2 69 (6.71%) JIRA
3 65 (6.32%) Jasmine
3 65 (6.32%) Karma Test Runner
4 60 (5.83%) Cypress.io
4 60 (5.83%) Protractor
4 60 (5.83%) Selenium
4 60 (5.83%) WebDriver
5 49 (4.76%) Git
6 48 (4.66%) GitLab
7 20 (1.94%) Jenkins
8 12 (1.17%) Visual Studio
9 11 (1.07%) TeamCity
10 8 (0.78%) Oracle Forms
11 7 (0.68%) Maven
12 5 (0.49%) Postman
12 5 (0.49%) SoapUI
13 4 (0.39%) Grunt
13 4 (0.39%) gulp
13 4 (0.39%) webpack
General
1 271 (26.34%) Inclusion and Diversity
2 255 (24.78%) Finance
3 242 (23.52%) Public Sector
4 230 (22.35%) Social Skills
5 127 (12.34%) Law
6 117 (11.37%) Banking
7 104 (10.11%) Analytical Skills
8 82 (7.97%) Legal
9 63 (6.12%) Investment Banking
10 49 (4.76%) Retail
11 31 (3.01%) Games
12 29 (2.82%) Marketing
13 25 (2.43%) Presentation Skills
14 18 (1.75%) Manufacturing
15 12 (1.17%) Organisational Skills
16 11 (1.07%) Private Banking
17 10 (0.97%) Local Government
18 9 (0.87%) Tech for Good
19 8 (0.78%) Telecoms
20 7 (0.68%) Police
Job Titles
1 304 (29.54%) Developer
2 168 (16.33%) Software Engineer
3 151 (14.67%) Full Stack Engineer
4 150 (14.58%) Full Stack Developer
5 138 (13.41%) Data Engineer
6 136 (13.22%) Senior
7 125 (12.15%) Azure Developer
8 120 (11.66%) Lead
9 118 (11.47%) Azure Engineer
10 74 (7.19%) Java Engineer
11 73 (7.09%) Java Software Engineer
12 42 (4.08%) Analyst
13 36 (3.50%) Lead Software Engineer
14 34 (3.30%) Architect
15 31 (3.01%) Full Stack Software Engineer
15 31 (3.01%) Senior Developer
15 31 (3.01%) Software Developer
16 29 (2.82%) Informatica Engineer
17 28 (2.72%) C# Software Engineer
18 27 (2.62%) Senior Manager
Libraries, Frameworks & Software Standards
1 374 (36.35%) CSS
2 372 (36.15%) HTML
3 364 (35.37%) AngularJS
4 352 (34.21%) React
5 343 (33.33%) .NET
6 317 (30.81%) jQuery
6 317 (30.81%) Twitter Bootstrap
7 271 (26.34%) REST
8 265 (25.75%) Web Services
9 263 (25.56%) ASP.NET
10 260 (25.27%) Vue
11 240 (23.32%) ASP.NET Core
11 240 (23.32%) Node.js
12 238 (23.13%) Backbone.js
12 238 (23.13%) Ember.js
13 133 (12.93%) JSON
14 121 (11.76%) Spring
15 82 (7.97%) Hibernate
16 79 (7.68%) J2EE
16 79 (7.68%) JMS
Miscellaneous
1 555 (53.94%) Algorithms
2 244 (23.71%) Blockchain
3 243 (23.62%) Hybrid Cloud
4 113 (10.98%) e-Learning
5 80 (7.77%) Client/Server
6 63 (6.12%) Self-Motivation
7 53 (5.15%) Public Cloud
8 46 (4.47%) Management Information System
9 37 (3.60%) Reinsurance
10 33 (3.21%) Virtual Team
11 28 (2.72%) Product Ownership
12 25 (2.43%) Cloud Native
13 22 (2.14%) Analytical Mindset
14 16 (1.55%) Distributed Systems
15 11 (1.07%) Hedge funds
15 11 (1.07%) IoT
15 11 (1.07%) Online Games
16 9 (0.87%) Renewable Energy
17 8 (0.78%) Distributed Computing
17 8 (0.78%) Enterprise Cloud
Operating Systems
1 257 (24.98%) Linux
2 248 (24.10%) Android
2 248 (24.10%) Windows
3 246 (23.91%) Apple iOS
4 4 (0.39%) Windows 10
4 4 (0.39%) Windows Server
5 1 (0.097%) Mac OS
5 1 (0.097%) Unix
5 1 (0.097%) Windows Server 2019
5 1 (0.097%) Windows Vista
Processes & Methodologies
1 509 (49.47%) Agile
2 426 (41.40%) Artificial Intelligence
3 348 (33.82%) Design Patterns
4 329 (31.97%) OOP
5 315 (30.61%) Full Stack Development
6 308 (29.93%) User Experience
6 308 (29.93%) Web Development
7 285 (27.70%) Software Engineering
8 279 (27.11%) OO
9 274 (26.63%) Problem-Solving
10 258 (25.07%) MVC
11 252 (24.49%) DevOps
12 245 (23.81%) Design Thinking
13 240 (23.32%) SOLID
14 239 (23.23%) Co-Creation
15 238 (23.13%) MVVM
15 238 (23.13%) Responsive Web Design
16 219 (21.28%) Computer Science
17 216 (20.99%) Mentoring
18 202 (19.63%) Machine Learning
Programming Languages
1 548 (53.26%) SQL
2 423 (41.11%) Python
3 422 (41.01%) JavaScript
4 337 (32.75%) Java
5 330 (32.07%) C#
6 140 (13.61%) TypeScript
7 51 (4.96%) C
8 41 (3.98%) Go
9 33 (3.21%) Scala
10 31 (3.01%) C++
11 20 (1.94%) R
12 18 (1.75%) Fortran
13 16 (1.55%) PowerShell
14 14 (1.36%) Bash
14 14 (1.36%) Ruby
15 10 (0.97%) PHP
16 9 (0.87%) Rust
17 8 (0.78%) Kotlin
18 7 (0.68%) T-SQL
19 5 (0.49%) Embedded C
Qualifications
1 236 (22.93%) Degree
2 66 (6.41%) Master's Degree
3 48 (4.66%) Computer Science Degree
4 33 (3.21%) PhD
5 21 (2.04%) Numerate Degree
6 11 (1.07%) DBS Check
6 11 (1.07%) MBA
6 11 (1.07%) Security Cleared
7 7 (0.68%) 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 (0.19%) (ISC)2 CCSP
11 2 (0.19%) CISSP
11 2 (0.19%) Postgraduate
Quality Assurance & Compliance
1 114 (11.08%) Data Quality
2 40 (3.89%) QA
3 11 (1.07%) Accessibility
4 7 (0.68%) 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 (0.097%) UCITS
System Software
1 67 (6.51%) Docker
2 4 (0.39%) Virtual Desktop
3 3 (0.29%) Active Directory
4 1 (0.097%) Hyper-V
4 1 (0.097%) Microsoft Virtual Server
4 1 (0.097%) NFS
4 1 (0.097%) Oracle RAC
4 1 (0.097%) Virtual Servers
4 1 (0.097%) VMware ESXi
4 1 (0.097%) VMware Infrastructure
Systems Management
1 76 (7.39%) Kubernetes
2 29 (2.82%) Terraform
3 15 (1.46%) Grafana
3 15 (1.46%) Prometheus
4 5 (0.49%) Ansible
5 4 (0.39%) SCCM
6 1 (0.097%) Data Guard
6 1 (0.097%) FTK
6 1 (0.097%) Oracle Enterprise Manager
6 1 (0.097%) Oracle RMAN
6 1 (0.097%) Podman
Vendors
1 240 (23.32%) IBM
2 238 (23.13%) Red Hat
3 88 (8.55%) Microsoft
4 82 (7.97%) Oracle
5 71 (6.90%) Databricks
6 56 (5.44%) Informatica
7 51 (4.96%) Google
8 26 (2.53%) SAP
9 21 (2.04%) Salesforce
10 15 (1.46%) Dynatrace
10 15 (1.46%) Splunk
11 14 (1.36%) Dell
12 12 (1.17%) OpenAI
13 10 (0.97%) Automation Anywhere
13 10 (0.97%) Blue Prism
13 10 (0.97%) Teradata
13 10 (0.97%) UiPath
14 9 (0.87%) Sage
15 8 (0.78%) MuleSoft
16 6 (0.58%) iManage