Period
to

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the North East. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 August 2022 with a comparison to the same period over the previous 2 years.

Data Structures
England > North East
6 months to
18 Aug 2022
Same period 2021 Same period 2020
Rank 82 98 64
Rank change year-on-year +16 -34 +34
Permanent jobs citing Data Structures 26 9 10
As % of all permanent jobs advertised in the North East 1.86% 0.76% 1.33%
As % of the Miscellaneous category 4.70% 2.21% 3.97%
Number of salaries quoted 18 2 10
10th Percentile £46,250 £32,000 £37,450
25th Percentile £48,047 £35,000 £37,500
Median annual salary (50th Percentile) £85,000 £40,000 £45,000
Median % change year-on-year +112.50% -11.11% -14.29%
75th Percentile - £45,000 £52,500
90th Percentile - £48,000 £52,625
England median annual salary £70,000 £65,000 £60,000
% change year-on-year +7.69% +8.33% -7.69%

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 advertised in the North East with a requirement for generic IT skills.

All Generic Skills
North East
Permanent vacancies with a requirement for generic IT skills 553 408 252
As % of all permanent IT jobs advertised in the North East 39.64% 34.31% 33.60%
Number of salaries quoted 384 245 221
10th Percentile £25,900 £26,250 £26,250
25th Percentile £35,000 £31,250 £32,500
Median annual salary (50th Percentile) £50,000 £41,697 £42,000
Median % change year-on-year +19.91% -0.72% -1.18%
75th Percentile £63,813 £56,500 £52,500
90th Percentile £83,125 £66,303 £60,000
England median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% +4.55%

Data Structures
Job Vacancy Trend in the North East

Job postings citing Data Structures as a proportion of all IT jobs advertised in the North East.

Job vacancy trend for Data Structures in the North East

Data Structures
Salary Trend in the North East

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

Salary trend for Data Structures in the North East

Data Structures
Salary Histogram in the North East

Salary distribution for jobs citing Data Structures in the North East over the 6 months to 18 August 2022.

Salary histogram for Data Structures in the North East

Data Structures
Job Locations in the North East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the North East region over the 6 months to 18 August 2022. 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
Tyne and Wear +19 25 £85,000 +112.50% 2
Durham - 1 £36,500 - 1
Data Structures
England

For the 6 months to 18 August 2022, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North East region with a requirement for Data Structures.

1 18 (69.23%) Data Modelling
2 15 (57.69%) SQL
3 14 (53.85%) Data Management
3 14 (53.85%) Data Integration
3 14 (53.85%) Analytics
4 13 (50.00%) Data Analytics
4 13 (50.00%) Tableau
4 13 (50.00%) Power BI
4 13 (50.00%) Open Source
4 13 (50.00%) Business Intelligence
4 13 (50.00%) Finance
4 13 (50.00%) Power Platform
5 12 (46.15%) Data Science
5 12 (46.15%) Metadata
5 12 (46.15%) Azure
6 11 (42.31%) Hadoop
6 11 (42.31%) Data Warehouse
6 11 (42.31%) Presto
6 11 (42.31%) Data Engineering
6 11 (42.31%) Data Lake
6 11 (42.31%) Analytical Skills
6 11 (42.31%) Data Governance
6 11 (42.31%) Data Quality
6 11 (42.31%) Apache Hive
6 11 (42.31%) Metadata Management
6 11 (42.31%) Data Transformation
6 11 (42.31%) Data Pipeline
6 11 (42.31%) Azure Synapse Analytics
6 11 (42.31%) Databricks
6 11 (42.31%) Workload Management

Data Structures
Co-occurring IT Skills in the North East by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (7.69%) Apache
1 2 (7.69%) Apache Spark
Applications
1 1 (3.85%) Microsoft Office
Business Applications
1 2 (7.69%) Oracle Assets
1 2 (7.69%) Oracle Procure-to-Pay
1 2 (7.69%) Oracle Subledger Accounting
Cloud Services
1 13 (50.00%) Power Platform
2 12 (46.15%) Azure
3 11 (42.31%) Azure Data Factory
3 11 (42.31%) Azure Synapse Analytics
4 4 (15.38%) SaaS
5 3 (11.54%) Azure Cosmos DB
5 3 (11.54%) Azure DevOps
6 2 (7.69%) Amazon Kinesis
6 2 (7.69%) AWS
6 2 (7.69%) Azure Service Bus
7 1 (3.85%) Azure AKS
7 1 (3.85%) Azure Monitor
Communications & Networking
1 1 (3.85%) Firewall
Database & Business Intelligence
1 13 (50.00%) Power BI
1 13 (50.00%) Tableau
2 12 (46.15%) Metadata
3 11 (42.31%) Apache Hive
3 11 (42.31%) Azure SQL Data Warehouse
3 11 (42.31%) Data Hub
3 11 (42.31%) Data Lake
3 11 (42.31%) Data Warehouse
3 11 (42.31%) Hadoop
3 11 (42.31%) Presto
3 11 (42.31%) Semantic Layer
4 3 (11.54%) Relational Database
5 2 (7.69%) Amazon RDS
5 2 (7.69%) KNIME
5 2 (7.69%) NoSQL
6 1 (3.85%) Azure SQL Database
Development Applications
1 3 (11.54%) Git (software)
1 3 (11.54%) Jenkins
2 1 (3.85%) Sonatype Nexus
General
1 13 (50.00%) Finance
2 11 (42.31%) Analytical Skills
3 9 (34.62%) Social Skills
4 2 (7.69%) General Ledger
4 2 (7.69%) Legal
4 2 (7.69%) Public Sector
5 1 (3.85%) Local Government
Job Titles
1 11 (42.31%) Data Engineer
2 4 (15.38%) Designer
3 3 (11.54%) Data Manager
3 3 (11.54%) Information Manager
4 2 (7.69%) Data Analytics Specialist
4 2 (7.69%) Digital Analytics Specialist
4 2 (7.69%) Software Engineer
5 1 (3.85%) Applications Developer
5 1 (3.85%) Data Scientist
5 1 (3.85%) Developer
5 1 (3.85%) Site Reliability Engineer
Libraries, Frameworks & Software Standards
1 3 (11.54%) Kafka
2 2 (7.69%) AngularJS
2 2 (7.69%) Apache Beam
2 2 (7.69%) Apache NiFi
2 2 (7.69%) JMS
2 2 (7.69%) Node.js
2 2 (7.69%) Samza
2 2 (7.69%) Spark Streaming
2 2 (7.69%) Velocity
3 1 (3.85%) GraphQL
3 1 (3.85%) JSON
3 1 (3.85%) PyTorch
3 1 (3.85%) REST
3 1 (3.85%) scikit-learn
3 1 (3.85%) TensorFlow
3 1 (3.85%) XML
Miscellaneous
1 7 (26.92%) Algorithms
2 4 (15.38%) Management Information System
3 2 (7.69%) Self-Motivation
3 2 (7.69%) User Experience
Operating Systems
1 2 (7.69%) Linux
2 1 (3.85%) Unix
Processes & Methodologies
1 18 (69.23%) Data Modelling
2 14 (53.85%) Analytics
2 14 (53.85%) Data Integration
2 14 (53.85%) Data Management
3 13 (50.00%) Business Intelligence
3 13 (50.00%) Data Analytics
3 13 (50.00%) Open Source
4 12 (46.15%) Data Science
5 11 (42.31%) Data Engineering
5 11 (42.31%) Data Governance
5 11 (42.31%) Data Pipeline
5 11 (42.31%) Data Transformation
5 11 (42.31%) Metadata Management
5 11 (42.31%) Workload Management
6 5 (19.23%) Agile
6 5 (19.23%) Computer Science
6 5 (19.23%) DevOps
7 4 (15.38%) OO
7 4 (15.38%) Test Automation
7 4 (15.38%) Test Planning
Programming Languages
1 15 (57.69%) SQL
2 6 (23.08%) Python
3 5 (19.23%) C++
4 4 (15.38%) Java
4 4 (15.38%) R
4 4 (15.38%) Scala
5 3 (11.54%) TypeScript
6 2 (7.69%) T-SQL
7 1 (3.85%) Go
7 1 (3.85%) Groovy
7 1 (3.85%) JavaScript
7 1 (3.85%) PowerShell
7 1 (3.85%) Ruby
7 1 (3.85%) Shell Script
Qualifications
1 8 (30.77%) Degree
2 3 (11.54%) Computer Science Degree
2 3 (11.54%) HND
3 1 (3.85%) Master's Degree
3 1 (3.85%) PhD
Quality Assurance & Compliance
1 11 (42.31%) Data Quality
2 1 (3.85%) SLA
System Software
1 2 (7.69%) Docker
Systems Management
1 3 (11.54%) Kubernetes
2 2 (7.69%) Ansible
2 2 (7.69%) Puppet
3 1 (3.85%) Istio
3 1 (3.85%) Terraform
Vendors
1 11 (42.31%) Databricks
2 4 (15.38%) Sage
3 2 (7.69%) Alteryx
3 2 (7.69%) MuleSoft
3 2 (7.69%) Oracle
3 2 (7.69%) SAP
4 1 (3.85%) Dynatrace
4 1 (3.85%) Microsoft
4 1 (3.85%) Splunk