Period
to 24 January 2022

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 24 January 2022 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
24 Jan 2022
Same period 2021 Same period 2020
Rank 86 90 220
Rank change year-on-year +4 +130 +30
Permanent jobs citing Data Structures 227 110 14
As % of all permanent jobs advertised in Yorkshire 3.22% 2.91% 0.23%
As % of the Miscellaneous category 8.55% 8.01% 0.78%
Number of salaries quoted 91 105 12
10th Percentile £40,000 £40,000 -
25th Percentile £46,875 £40,500 £37,500
Median annual salary (50th Percentile) £52,500 £50,000 £51,250
Median % change year-on-year +5.00% -2.44% +20.59%
75th Percentile £61,250 £58,750 £67,605
90th Percentile £67,500 - £76,701
England median annual salary £62,500 £62,500 £65,000
% change year-on-year - -3.85% +4.00%

Data Structures is in the Generic IT 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 IT Skills
Yorkshire
Permanent vacancies with a requirement for generic IT skills 2,655 1,374 1,784
As % of all permanent IT jobs advertised in Yorkshire 37.67% 36.31% 29.27%
Number of salaries quoted 1,732 1,113 1,459
10th Percentile £31,250 £28,750 £27,000
25th Percentile £40,000 £37,500 £33,000
Median annual salary (50th Percentile) £50,000 £48,000 £45,000
Median % change year-on-year +4.17% +6.67% +5.88%
75th Percentile £65,813 £60,000 £57,500
90th Percentile £81,250 £65,000 £70,000
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +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 24 January 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 24 January 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 0 97 £55,000 +4.76% 6
South Yorkshire -2 89 £50,000 +11.11% 3
Humberside - 22 - -
East Yorkshire - 8 - -
North Yorkshire -35 6 £52,500 - 1
Data Structures
England

For the 6 months to 24 January 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.

1 183 (80.62%) Java
2 180 (79.30%) OO
3 114 (50.22%) Python
4 111 (48.90%) Microsoft
5 108 (47.58%) JavaScript
6 107 (47.14%) C#
6 107 (47.14%) HTML
6 107 (47.14%) Oracle
6 107 (47.14%) CSS
6 107 (47.14%) OOP
6 107 (47.14%) OCP
6 107 (47.14%) OCA
6 107 (47.14%) Oracle Certification
6 107 (47.14%) CIW
6 107 (47.14%) Java SE
6 107 (47.14%) HTML5
6 107 (47.14%) CSS3
6 107 (47.14%) Functional Programming
6 107 (47.14%) Java 8
7 93 (40.97%) Algorithms
8 92 (40.53%) SQL
9 79 (34.80%) Degree
10 77 (33.92%) Social Skills
11 74 (32.60%) Software Engineering
11 74 (32.60%) NoSQL
12 73 (32.16%) Git (software)
13 72 (31.72%) Continuous Integration
14 70 (30.84%) Subversion
14 70 (30.84%) Test Automation
14 70 (30.84%) Mercurial

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 5 (2.20%) Apache Spark
2 4 (1.76%) Apache Airflow
2 4 (1.76%) Luigi
2 4 (1.76%) Tomcat
Applications
1 2 (0.88%) Microsoft Excel
Business Applications
1 3 (1.32%) Payment Gateway
Cloud Services
1 11 (4.85%) Azure
2 10 (4.41%) Power Platform
3 4 (1.76%) Amazon EC2
3 4 (1.76%) Amazon EMR
3 4 (1.76%) AWS
3 4 (1.76%) SaaS
4 3 (1.32%) GitHub
4 3 (1.32%) OpenShift
5 2 (0.88%) Azure Pipelines
5 2 (0.88%) Matillion
5 2 (0.88%) Microsoft 365
5 2 (0.88%) Snowflake
6 1 (0.44%) Azure Data Factory
6 1 (0.44%) Azure Synapse Analytics
Communications & Networking
1 17 (7.49%) IPv4
1 17 (7.49%) IPv6
1 17 (7.49%) SNMP
1 17 (7.49%) TCP/IP
Database & Business Intelligence
1 74 (32.60%) NoSQL
2 10 (4.41%) Power BI
3 8 (3.52%) Data Warehouse
4 7 (3.08%) Apache Cassandra
4 7 (3.08%) MySQL
4 7 (3.08%) SQL Server
4 7 (3.08%) SQL Server Integration Services
5 6 (2.64%) Big Data
5 6 (2.64%) Metadata
5 6 (2.64%) Relational Database
6 5 (2.20%) Hadoop
7 4 (1.76%) Amazon RDS
7 4 (1.76%) Amazon Redshift
7 4 (1.76%) Azkaban
7 4 (1.76%) PostgreSQL
7 4 (1.76%) Tableau
8 2 (0.88%) Data Lake
Development Applications
1 73 (32.16%) Git (software)
2 70 (30.84%) Mercurial
2 70 (30.84%) Subversion
3 7 (3.08%) JIRA
4 3 (1.32%) Jenkins
5 1 (0.44%) Flyway
General
1 77 (33.92%) Social Skills
2 7 (3.08%) Analytical Skills
3 5 (2.20%) Organisational Skills
4 4 (1.76%) Finance
5 2 (0.88%) Retail
6 1 (0.44%) Inclusion and Diversity
Job Titles
1 116 (51.10%) Developer
2 107 (47.14%) Software Developer
2 107 (47.14%) Trainee
2 107 (47.14%) Trainee Developer
2 107 (47.14%) Trainee Software Developer
3 71 (31.28%) Software Engineer
4 70 (30.84%) Java Engineer
4 70 (30.84%) Java Software Engineer
5 17 (7.49%) Embedded Engineer
5 17 (7.49%) Embedded Linux Engineer
5 17 (7.49%) Linux Engineer
6 10 (4.41%) Data Engineer
7 8 (3.52%) Analyst
8 6 (2.64%) Business Intelligence Developer
8 6 (2.64%) Power BI Developer
9 5 (2.20%) Data Analyst
10 3 (1.32%) Business Analyst
10 3 (1.32%) Java Developer
10 3 (1.32%) Senior Developer
10 3 (1.32%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 107 (47.14%) CSS
1 107 (47.14%) CSS3
1 107 (47.14%) HTML
1 107 (47.14%) HTML5
1 107 (47.14%) Java SE
2 17 (7.49%) Yocto
3 5 (2.20%) Kafka
3 5 (2.20%) Spark Streaming
4 3 (1.32%) .NET
4 3 (1.32%) Elastic Stack
4 3 (1.32%) RESTful
4 3 (1.32%) Spring
4 3 (1.32%) Spring Boot
5 2 (0.88%) LAMP
5 2 (0.88%) LAPP Stack
6 1 (0.44%) PySpark
Miscellaneous
1 93 (40.97%) Algorithms
2 7 (3.08%) Management Information System
3 2 (0.88%) Cloud Native
3 2 (0.88%) Virtual Team
4 1 (0.44%) NHS
Operating Systems
1 24 (10.57%) Linux
2 17 (7.49%) Embedded Linux
2 17 (7.49%) OpenWrt
2 17 (7.49%) Windows
3 3 (1.32%) Unix
Processes & Methodologies
1 180 (79.30%) OO
2 107 (47.14%) Functional Programming
2 107 (47.14%) OOP
3 74 (32.60%) Software Engineering
4 72 (31.72%) Continuous Integration
5 70 (30.84%) Decision-Making
5 70 (30.84%) Test Automation
6 17 (7.49%) Embedded Software Development
7 16 (7.05%) ETL
8 15 (6.61%) Data Management
9 12 (5.29%) Data Modelling
9 12 (5.29%) Data Pipeline
10 11 (4.85%) Analytics
10 11 (4.85%) Data Analysis
10 11 (4.85%) Data Transformation
11 10 (4.41%) Business Intelligence
12 9 (3.96%) Computer Science
12 9 (3.96%) Data Engineering
13 8 (3.52%) Agile Software Development
14 7 (3.08%) ERP
Programming Languages
1 183 (80.62%) Java
2 114 (50.22%) Python
3 108 (47.58%) JavaScript
4 107 (47.14%) C#
4 107 (47.14%) Java 8
5 92 (40.53%) SQL
6 19 (8.37%) C++
7 17 (7.49%) C
8 5 (2.20%) T-SQL
9 2 (0.88%) R
9 2 (0.88%) Scala
Qualifications
1 107 (47.14%) CIW
1 107 (47.14%) OCA
1 107 (47.14%) OCP
1 107 (47.14%) Oracle Certification
2 79 (34.80%) Degree
3 2 (0.88%) Computer Science Degree
Quality Assurance & Compliance
1 7 (3.08%) QA
2 5 (2.20%) Accessibility
2 5 (2.20%) Data Quality
System Software
1 2 (0.88%) Docker
Systems Management
1 3 (1.32%) Kibana
2 2 (0.88%) Puppet
2 2 (0.88%) Terraform
3 1 (0.44%) Kubernetes
Vendors
1 111 (48.90%) Microsoft
2 107 (47.14%) Oracle
3 5 (2.20%) RedGate
4 3 (1.32%) Databricks
5 2 (0.88%) Dataiku
6 1 (0.44%) SAP
6 1 (0.44%) Twitter