Period
to

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Yorkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 4 July 2022 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
4 Jul 2022
Same period 2021 Same period 2020
Rank 116 184 162
Rank change year-on-year +68 -22 +113
Permanent jobs citing Data Structures 204 60 34
As % of all permanent jobs advertised in Yorkshire 2.63% 1.03% 0.84%
As % of the Miscellaneous category 6.71% 2.63% 2.80%
Number of salaries quoted 38 57 28
10th Percentile £47,500 - £40,750
25th Percentile £50,000 £40,000 £41,250
Median annual salary (50th Percentile) £58,294 £47,500 £47,500
Median % change year-on-year +22.72% - +5.56%
75th Percentile £65,000 £58,750 £55,000
90th Percentile £67,500 - £57,500
England median annual salary £67,500 £67,500 £65,000
% change year-on-year - +3.85% +4.00%

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 Yorkshire with a requirement for generic IT skills.

All Generic Skills
Yorkshire
Permanent vacancies with a requirement for generic IT skills 3,039 2,285 1,216
As % of all permanent IT jobs advertised in Yorkshire 39.25% 39.19% 30.03%
Number of salaries quoted 1,757 1,686 1,003
10th Percentile £31,250 £30,000 £26,250
25th Percentile £41,250 £37,500 £33,373
Median annual salary (50th Percentile) £53,000 £50,000 £45,000
Median % change year-on-year +6.00% +11.11% +5.88%
75th Percentile £70,500 £65,000 £55,334
90th Percentile £85,000 £72,500 £68,500
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 Yorkshire

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

Job vacancy trend for Data Structures in Yorkshire

Data Structures
Salary Trend in Yorkshire

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

Salary trend for Data Structures in Yorkshire

Data Structures
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Structures in Yorkshire over the 6 months to 4 July 2022.

Salary histogram for Data Structures in Yorkshire

Data Structures
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Yorkshire region over the 6 months to 4 July 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
West Yorkshire +19 98 £62,500 +19.05% 2
South Yorkshire +34 62 £56,587 +25.75%
Humberside - 22 - -
East Yorkshire - 8 - -
North Yorkshire - 8 £37,500 -
Data Structures
England

For the 6 months to 4 July 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 Yorkshire region with a requirement for Data Structures.

1 151 (74.02%) Java
2 146 (71.57%) Python
3 143 (70.10%) OO
4 117 (57.35%) Microsoft
5 115 (56.37%) JavaScript
6 112 (54.90%) C#
7 109 (53.43%) HTML
7 109 (53.43%) CSS
7 109 (53.43%) HTML5
7 109 (53.43%) CSS3
8 108 (52.94%) Oracle
9 107 (52.45%) OOP
9 107 (52.45%) OCP
9 107 (52.45%) OCA
9 107 (52.45%) Oracle Certification
9 107 (52.45%) CIW
9 107 (52.45%) Java SE
9 107 (52.45%) Functional Programming
10 66 (32.35%) Algorithms
11 48 (23.53%) SQL
12 35 (17.16%) Software Engineering
13 33 (16.18%) Azure
14 31 (15.20%) Data Lake
15 30 (14.71%) CI/CD
15 30 (14.71%) Git (software)
15 30 (14.71%) Test Automation
15 30 (14.71%) Degree
16 29 (14.22%) Decision-Making
17 24 (11.76%) Agile
17 24 (11.76%) Linux

Data Structures
Co-occurring IT Skills in Yorkshire 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 12 (5.88%) Apache Spark
2 1 (0.49%) Apache Pig
Applications
1 3 (1.47%) Microsoft Excel
Business Applications
1 4 (1.96%) SAP MDM
2 2 (0.98%) Payment Gateway
Cloud Services
1 33 (16.18%) Azure
2 15 (7.35%) AWS
3 12 (5.88%) Azure Data Factory
4 11 (5.39%) Azure Synapse Analytics
5 6 (2.94%) GitHub
5 6 (2.94%) OpenShift
6 5 (2.45%) Matillion
6 5 (2.45%) Snowflake
7 4 (1.96%) Azure Cosmos DB
8 2 (0.98%) GCP
8 2 (0.98%) Power Platform
8 2 (0.98%) Serverless
9 1 (0.49%) Amazon EC2
9 1 (0.49%) Azure Pipelines
9 1 (0.49%) Cloud Computing
9 1 (0.49%) PaaS
9 1 (0.49%) SaaS
Communications & Networking
1 17 (8.33%) IPv4
1 17 (8.33%) IPv6
1 17 (8.33%) SNMP
1 17 (8.33%) TCP/IP
Database & Business Intelligence
1 31 (15.20%) Data Lake
2 23 (11.27%) Big Data
3 22 (10.78%) NoSQL
4 19 (9.31%) SQL Server
5 18 (8.82%) Data Warehouse
6 17 (8.33%) Metadata
7 12 (5.88%) Hadoop
8 10 (4.90%) SQL Server Analysis Services
8 10 (4.90%) SQL Server Integration Services
9 6 (2.94%) MySQL
10 4 (1.96%) Elasticsearch
10 4 (1.96%) Qlik Sense
10 4 (1.96%) QlikView
10 4 (1.96%) Star Schema
11 3 (1.47%) Apache Cassandra
12 2 (0.98%) Amazon RDS
12 2 (0.98%) Power BI
13 1 (0.49%) HBase
13 1 (0.49%) Redis
13 1 (0.49%) Tableau
Development Applications
1 30 (14.71%) Git (software)
2 21 (10.29%) Mercurial
2 21 (10.29%) Subversion
3 17 (8.33%) Jenkins
4 8 (3.92%) JIRA
5 4 (1.96%) GitLab
6 1 (0.49%) Atlassian Bamboo
General
1 24 (11.76%) Social Skills
2 17 (8.33%) Retail
3 6 (2.94%) Analytical Skills
4 3 (1.47%) Manufacturing
5 2 (0.98%) Finance
5 2 (0.98%) Legal
5 2 (0.98%) Public Sector
6 1 (0.49%) Marketing
6 1 (0.49%) Telecoms
Job Titles
1 116 (56.86%) Developer
2 110 (53.92%) Software Developer
3 107 (52.45%) Trainee
3 107 (52.45%) Trainee Developer
3 107 (52.45%) Trainee Software Developer
4 27 (13.24%) Software Engineer
5 24 (11.76%) Data Engineer
6 21 (10.29%) Java Engineer
6 21 (10.29%) Java Software Engineer
7 17 (8.33%) Embedded Engineer
7 17 (8.33%) Embedded Linux Engineer
7 17 (8.33%) Linux Engineer
8 11 (5.39%) Senior Data Engineer
9 9 (4.41%) Senior Developer
10 6 (2.94%) Analyst
10 6 (2.94%) Cloud Engineer
10 6 (2.94%) Data Analyst
10 6 (2.94%) Java Developer
10 6 (2.94%) Senior Java Developer
11 5 (2.45%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 109 (53.43%) CSS
1 109 (53.43%) CSS3
1 109 (53.43%) HTML
1 109 (53.43%) HTML5
2 107 (52.45%) Java SE
3 21 (10.29%) Kafka
4 17 (8.33%) Yocto
5 11 (5.39%) PySpark
5 11 (5.39%) Spark Streaming
6 9 (4.41%) .NET
6 9 (4.41%) Apache Avro
7 7 (3.43%) RESTful
8 6 (2.94%) AngularJS
8 6 (2.94%) Elastic Stack
8 6 (2.94%) Spring
8 6 (2.94%) Spring Boot
9 5 (2.45%) React
10 3 (1.47%) NHibernate
11 2 (0.98%) Web Services
11 2 (0.98%) WPF
Miscellaneous
1 66 (32.35%) Algorithms
2 11 (5.39%) IoT
3 5 (2.45%) Self-Motivation
4 4 (1.96%) Reference Data
4 4 (1.96%) User Experience
5 3 (1.47%) NHS
6 1 (0.49%) Cloud Native
Operating Systems
1 24 (11.76%) Linux
2 17 (8.33%) Embedded Linux
2 17 (8.33%) OpenWrt
2 17 (8.33%) Windows
3 6 (2.94%) Unix
Processes & Methodologies
1 143 (70.10%) OO
2 107 (52.45%) Functional Programming
2 107 (52.45%) OOP
3 35 (17.16%) Software Engineering
4 30 (14.71%) CI/CD
4 30 (14.71%) Test Automation
5 29 (14.22%) Decision-Making
6 24 (11.76%) Agile
6 24 (11.76%) Continuous Integration
6 24 (11.76%) Mentoring
6 24 (11.76%) Microservices
7 21 (10.29%) Analytics
8 20 (9.80%) Data Analytics
8 20 (9.80%) ETL
9 17 (8.33%) Data Pipeline
9 17 (8.33%) Embedded Software Development
9 17 (8.33%) Scrum
10 16 (7.84%) Data Transformation
10 16 (7.84%) TDD
11 13 (6.37%) Data Science
Programming Languages
1 151 (74.02%) Java
2 146 (71.57%) Python
3 115 (56.37%) JavaScript
4 112 (54.90%) C#
5 48 (23.53%) SQL
6 19 (9.31%) C
6 19 (9.31%) C++
7 9 (4.41%) T-SQL
8 7 (3.43%) Scala
9 2 (0.98%) Objective-C
9 2 (0.98%) R
9 2 (0.98%) VBA
10 1 (0.49%) TypeScript
Qualifications
1 107 (52.45%) CIW
1 107 (52.45%) OCA
1 107 (52.45%) OCP
1 107 (52.45%) Oracle Certification
2 30 (14.71%) Degree
3 3 (1.47%) Computer Science Degree
Quality Assurance & Compliance
1 19 (9.31%) Data Quality
2 2 (0.98%) Accessibility
3 1 (0.49%) QA
System Software
1 10 (4.90%) Docker
2 1 (0.49%) Apache Flume
2 1 (0.49%) Apache ZooKeeper
Systems Management
1 13 (6.37%) Kubernetes
2 9 (4.41%) Terraform
3 8 (3.92%) Rancher
4 6 (2.94%) Kibana
5 1 (0.49%) Puppet
Vendors
1 117 (57.35%) Microsoft
2 108 (52.94%) Oracle
3 11 (5.39%) Databricks
4 5 (2.45%) Twitter
5 4 (1.96%) SAP
6 1 (0.49%) Dataiku
6 1 (0.49%) Hortonworks
6 1 (0.49%) Informatica
6 1 (0.49%) MuleSoft