Period
to 22 September 2021

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 22 September 2021 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
22 Sep 2021
Same period 2020 Same period 2019
Rank 181 82 268
Rank change year-on-year -99 +186 -1
Permanent jobs citing Data Structures 76 75 27
As % of all permanent jobs advertised in Yorkshire 1.18% 2.84% 0.37%
As % of the Miscellaneous category 3.08% 8.62% 1.15%
Number of salaries quoted 70 69 26
10th Percentile " £40,000 £37,375
25th Percentile £40,000 £41,250 £37,500
Median annual salary (50th Percentile) £46,250 £50,000 £45,000
Median % change year-on-year -7.50% +11.11% -
75th Percentile £58,750 £55,000 £55,188
90th Percentile £60,000 £58,750 £58,750
England median annual salary £67,500 £60,000 £65,000
% change year-on-year +12.50% -7.69% +8.33%

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 2,471 870 2,349
As % of all permanent IT jobs advertised in Yorkshire 38.22% 32.89% 32.04%
Number of salaries quoted 1,847 729 1,724
10th Percentile £31,250 £30,000 £22,500
25th Percentile £40,000 £36,250 £31,725
Median annual salary (50th Percentile) £50,000 £45,000 £42,500
Median % change year-on-year +11.11% +5.88% -
75th Percentile £65,000 £55,000 £55,000
90th Percentile £75,000 £65,000 £65,000
England median annual salary £60,000 £59,000 £55,000
% change year-on-year +1.69% +7.27% +4.76%

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 22 September 2021.

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 22 September 2021. 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
Job
Vacancies
West Yorkshire -54 48 £52,500 - 4
South Yorkshire -49 27 £45,000 -10.00% 3
North Yorkshire -40 1 £45,000 -14.29% 1
Data Structures
England

For the 6 months to 22 September 2021, 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 68 (89.47%) SQL
2 56 (73.68%) Java
3 55 (72.37%) Degree
4 54 (71.05%) NoSQL
4 54 (71.05%) Social Skills
5 53 (69.74%) Algorithms
5 53 (69.74%) OO
6 50 (65.79%) Software Engineering
6 50 (65.79%) Continuous Integration
6 50 (65.79%) Git (software)
6 50 (65.79%) Test Automation
7 49 (64.47%) Mercurial
7 49 (64.47%) Subversion
7 49 (64.47%) Decision-Making
8 14 (18.42%) Business Intelligence
9 12 (15.79%) Data Warehouse
9 12 (15.79%) Data Management
10 11 (14.47%) ETL
10 11 (14.47%) Power BI
10 11 (14.47%) Power Platform
11 9 (11.84%) Data Transformation
11 9 (11.84%) Visualisation
11 9 (11.84%) Azure
11 9 (11.84%) AWS
11 9 (11.84%) Big Data
11 9 (11.84%) Python
12 8 (10.53%) Data Security
12 8 (10.53%) Agile Software Development
12 8 (10.53%) Scala
12 8 (10.53%) ETL Development

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 6 (7.89%) Apache Spark
2 5 (6.58%) Apache Airflow
2 5 (6.58%) Luigi
2 5 (6.58%) Tomcat
3 1 (1.32%) Elasticsearch
Cloud Services
1 11 (14.47%) Power Platform
2 9 (11.84%) AWS
2 9 (11.84%) Azure
3 7 (9.21%) SaaS
4 5 (6.58%) Amazon EC2
4 5 (6.58%) Amazon EMR
5 1 (1.32%) Azure Data Factory
5 1 (1.32%) Azure Synapse Analytics
5 1 (1.32%) Microsoft 365
Database & Business Intelligence
1 54 (71.05%) NoSQL
2 12 (15.79%) Data Warehouse
3 11 (14.47%) Power BI
4 9 (11.84%) Big Data
5 6 (7.89%) Hadoop
5 6 (7.89%) Metadata
5 6 (7.89%) MySQL
6 5 (6.58%) Amazon RDS
6 5 (6.58%) Amazon Redshift
6 5 (6.58%) Apache Cassandra
6 5 (6.58%) Azkaban
6 5 (6.58%) PostgreSQL
6 5 (6.58%) Relational Database
7 4 (5.26%) Tableau
8 3 (3.95%) Data Lake
8 3 (3.95%) SQL Server Integration Services
9 2 (2.63%) Azure SQL Data Warehouse
10 1 (1.32%) Power Query
10 1 (1.32%) Spark SQL
10 1 (1.32%) SQL Server Analysis Services
Development Applications
1 50 (65.79%) Git (software)
2 49 (64.47%) Mercurial
2 49 (64.47%) Subversion
3 5 (6.58%) JIRA
4 1 (1.32%) git-flow
4 1 (1.32%) GitLab
4 1 (1.32%) Jenkins
General
1 54 (71.05%) Social Skills
2 7 (9.21%) Analytical Skills
3 1 (1.32%) Finance
3 1 (1.32%) Games
3 1 (1.32%) Retail
Job Titles
1 50 (65.79%) Software Engineer
2 49 (64.47%) Java Engineer
2 49 (64.47%) Java Software Engineer
3 9 (11.84%) Developer
4 8 (10.53%) Business Intelligence Developer
5 6 (7.89%) Analyst
5 6 (7.89%) Data Analyst
6 5 (6.58%) Power BI Developer
7 4 (5.26%) Architect
7 4 (5.26%) Data Engineer
8 3 (3.95%) Data Architect
9 2 (2.63%) Test Leader
10 1 (1.32%) Backend Developer
10 1 (1.32%) Cloud Engineer
10 1 (1.32%) Data Manager
10 1 (1.32%) Enterprise Architect
10 1 (1.32%) Hadoop Engineer
10 1 (1.32%) IT Architect
10 1 (1.32%) JavaScript Engineer
10 1 (1.32%) PHP Developer
Libraries, Frameworks & Software Standards
1 5 (6.58%) Kafka
1 5 (6.58%) Spark Streaming
2 4 (5.26%) LAMP
2 4 (5.26%) LAPP Stack
3 2 (2.63%) JSON
3 2 (2.63%) Node.js
3 2 (2.63%) React
4 1 (1.32%) .NET
4 1 (1.32%) CSS
4 1 (1.32%) HTML
4 1 (1.32%) jQuery
4 1 (1.32%) Laravel
4 1 (1.32%) PySpark
4 1 (1.32%) RESTful
4 1 (1.32%) Vue.js
Miscellaneous
1 53 (69.74%) Algorithms
2 6 (7.89%) Management Information System
3 1 (1.32%) Reference Data
Operating Systems
1 5 (6.58%) Linux
Processes & Methodologies
1 53 (69.74%) OO
2 50 (65.79%) Continuous Integration
2 50 (65.79%) Software Engineering
2 50 (65.79%) Test Automation
3 49 (64.47%) Decision-Making
4 14 (18.42%) Business Intelligence
5 12 (15.79%) Data Management
6 11 (14.47%) ETL
7 9 (11.84%) Data Transformation
7 9 (11.84%) Visualisation
8 8 (10.53%) Agile Software Development
8 8 (10.53%) Data Security
8 8 (10.53%) ETL Development
9 7 (9.21%) Analytics
9 7 (9.21%) Data Modelling
10 6 (7.89%) Computer Science
10 6 (7.89%) Data Analysis
10 6 (7.89%) Scrum
11 5 (6.58%) Statistics
11 5 (6.58%) Workflow Management
Programming Languages
1 68 (89.47%) SQL
2 56 (73.68%) Java
3 9 (11.84%) Python
4 8 (10.53%) Scala
5 4 (5.26%) C++
6 2 (2.63%) JavaScript
6 2 (2.63%) T-SQL
7 1 (1.32%) PHP
7 1 (1.32%) PHP 7
Qualifications
1 55 (72.37%) Degree
2 1 (1.32%) Computer Science Degree
Quality Assurance & Compliance
1 6 (7.89%) Data Quality
2 3 (3.95%) QA
System Software
1 1 (1.32%) Docker
1 1 (1.32%) HDFS
Systems Management
1 1 (1.32%) Hadoop YARN
1 1 (1.32%) Kubernetes
1 1 (1.32%) Terraform
Vendors
1 5 (6.58%) Microsoft
2 2 (2.63%) Databricks
3 1 (1.32%) MuleSoft
3 1 (1.32%) OpenText
3 1 (1.32%) Salesforce.com
3 1 (1.32%) SAP