Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 12 June 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 12 June 2021 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
12 Jun 2021		 Same period 2020 Same period 2019
Rank 174 175 279
Rank change year-on-year +1 +104 +16
Permanent jobs citing Data Structures 62 26 41
As % of all permanent jobs advertised in Yorkshire 1.10% 0.61% 0.54%
As % of the Miscellaneous category 3.09% 2.14% 1.64%
Number of salaries quoted 57 23 37
10th Percentile " £40,750 £36,850
25th Percentile £40,000 £41,250 £37,250
Median annual salary (50th Percentile) £47,500 £47,500 £45,000
Median % change year-on-year - +5.56% -
75th Percentile £58,750 £56,250 £52,500
90th Percentile " £57,500 £57,750
England median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% +4.17%

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 2,005 1,215 2,501
As % of all permanent IT jobs advertised in Yorkshire 35.61% 28.33% 32.95%
Number of salaries quoted 1,528 1,002 1,879
10th Percentile £28,625 £25,750 £23,250
25th Percentile £36,250 £32,563 £32,000
Median annual salary (50th Percentile) £50,000 £45,000 £42,500
Median % change year-on-year +11.11% +5.88% -
75th Percentile £64,000 £57,500 £53,750
90th Percentile £72,500 £70,000 £62,500
England median annual salary £57,500 £56,500 £55,000
% change year-on-year +1.77% +2.73% +5.77%

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 12 June 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 12 June 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 +2 38 £52,500 +22.09% 6
South Yorkshire -13 24 £45,000 -5.26% 1
Data Structures
England

For the 6 months to 12 June 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 56 (90.32%) SQL
2 50 (80.65%) Java
2 50 (80.65%) Algorithms
3 48 (77.42%) Software Engineering
3 48 (77.42%) Git (software)
3 48 (77.42%) Social Skills
4 47 (75.81%) Test Automation
4 47 (75.81%) Continuous Integration
4 47 (75.81%) OO
5 46 (74.19%) Degree
5 46 (74.19%) Subversion
5 46 (74.19%) Decision-Making
5 46 (74.19%) Mercurial
5 46 (74.19%) NoSQL
6 8 (12.90%) SQL Server Integration Services
6 8 (12.90%) SQL Server Reporting Services
7 7 (11.29%) Agile Software Development
8 6 (9.68%) Azure
9 5 (8.06%) Data Quality
9 5 (8.06%) Power BI
9 5 (8.06%) Business Intelligence
9 5 (8.06%) .NET
9 5 (8.06%) Scrum
9 5 (8.06%) Power Platform
10 4 (6.45%) Legal
10 4 (6.45%) TDD
10 4 (6.45%) C#
10 4 (6.45%) Python
10 4 (6.45%) Microsoft
10 4 (6.45%) ETL

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 1 (1.61%) Apache Spark
1 1 (1.61%) Elasticsearch
Applications
1 1 (1.61%) Microsoft Excel
Business Applications
1 3 (4.84%) Visualfiles
Cloud Services
1 6 (9.68%) Azure
2 5 (8.06%) Power Platform
3 4 (6.45%) AWS
4 1 (1.61%) Azure Data Factory
4 1 (1.61%) Azure Synapse Analytics
4 1 (1.61%) Dynamics 365
4 1 (1.61%) GCP
4 1 (1.61%) Microsoft 365
Database & Business Intelligence
1 46 (74.19%) NoSQL
2 8 (12.90%) SQL Server Integration Services
2 8 (12.90%) SQL Server Reporting Services
3 5 (8.06%) Power BI
4 3 (4.84%) Big Data
4 3 (4.84%) Data Warehouse
4 3 (4.84%) SQL Server
5 2 (3.23%) Data Lake
5 2 (3.23%) SQL Server Analysis Services
6 1 (1.61%) Apache Hive
6 1 (1.61%) Hadoop
6 1 (1.61%) MySQL
6 1 (1.61%) Redis
6 1 (1.61%) Semantic Layer
6 1 (1.61%) Spark SQL
6 1 (1.61%) SQL Server 2008
6 1 (1.61%) SQL Server 2012
6 1 (1.61%) SQL Server 2016
Development Applications
1 48 (77.42%) Git (software)
2 46 (74.19%) Mercurial
2 46 (74.19%) Subversion
3 1 (1.61%) git-flow
3 1 (1.61%) GitLab
3 1 (1.61%) Jenkins
General
1 48 (77.42%) Social Skills
2 4 (6.45%) Legal
3 3 (4.84%) Law
4 2 (3.23%) Analytical Skills
5 1 (1.61%) Finance
5 1 (1.61%) Games
Job Titles
1 47 (75.81%) Software Engineer
2 46 (74.19%) Java Engineer
2 46 (74.19%) Java Software Engineer
3 7 (11.29%) Developer
4 2 (3.23%) Architect
4 2 (3.23%) Business Intelligence Developer
4 2 (3.23%) Data Architect
4 2 (3.23%) Data Engineer
4 2 (3.23%) Test Leader
5 1 (1.61%) Analyst
5 1 (1.61%) Backend Developer
5 1 (1.61%) Cloud Engineer
5 1 (1.61%) Data Analyst
5 1 (1.61%) Data Manager
5 1 (1.61%) Hadoop Engineer
5 1 (1.61%) Java Developer
5 1 (1.61%) JavaScript Engineer
5 1 (1.61%) PHP Developer
5 1 (1.61%) Power BI Developer
5 1 (1.61%) Report Analyst
Libraries, Frameworks & Software Standards
1 5 (8.06%) .NET
2 3 (4.84%) JSON
2 3 (4.84%) React
3 2 (3.23%) Node.js
3 2 (3.23%) Vue.js
4 1 (1.61%) AngularJS
4 1 (1.61%) CSS
4 1 (1.61%) HTML
4 1 (1.61%) jQuery
4 1 (1.61%) Laravel
4 1 (1.61%) Middleware
4 1 (1.61%) PySpark
4 1 (1.61%) RESTful
4 1 (1.61%) Spring
4 1 (1.61%) Spring Boot
4 1 (1.61%) Web Services
4 1 (1.61%) XML
Miscellaneous
1 50 (80.65%) Algorithms
2 2 (3.23%) Management Information System
3 1 (1.61%) Reference Data
Operating Systems
1 1 (1.61%) Linux
1 1 (1.61%) Unix
1 1 (1.61%) Windows
Processes & Methodologies
1 48 (77.42%) Software Engineering
2 47 (75.81%) Continuous Integration
2 47 (75.81%) OO
2 47 (75.81%) Test Automation
3 46 (74.19%) Decision-Making
4 7 (11.29%) Agile Software Development
5 5 (8.06%) Business Intelligence
5 5 (8.06%) Scrum
6 4 (6.45%) DevOps
6 4 (6.45%) ETL
6 4 (6.45%) TDD
7 3 (4.84%) BDD
7 3 (4.84%) Data Modelling
7 3 (4.84%) Practice Management
7 3 (4.84%) Process Improvement
7 3 (4.84%) Sprint Planning
7 3 (4.84%) Sprint Retrospective
7 3 (4.84%) User Stories
7 3 (4.84%) Workflow
7 3 (4.84%) Workflow Development
Programming Languages
1 56 (90.32%) SQL
2 50 (80.65%) Java
3 4 (6.45%) C#
3 4 (6.45%) Python
3 4 (6.45%) Scala
4 3 (4.84%) JavaScript
4 3 (4.84%) VB.NET
5 2 (3.23%) T-SQL
6 1 (1.61%) Data Analysis Expressions (DAX)
6 1 (1.61%) Go
6 1 (1.61%) PHP
6 1 (1.61%) PHP 7
Qualifications
1 46 (74.19%) Degree
Quality Assurance & Compliance
1 5 (8.06%) Data Quality
2 2 (3.23%) QA
System Software
1 1 (1.61%) Docker
1 1 (1.61%) HDFS
Systems Management
1 2 (3.23%) Kubernetes
1 2 (3.23%) Terraform
2 1 (1.61%) Hadoop YARN
Vendors
1 4 (6.45%) Microsoft
2 1 (1.61%) Databricks
2 1 (1.61%) MuleSoft
2 1 (1.61%) OpenText
2 1 (1.61%) Salesforce.com