Period
to 27 October 2020

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 27 October 2020 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
27 Oct 2020
Same period 2019 Same period 2018
Rank 72 269 260
Rank change year-on-year +197 -9 -23
Permanent jobs citing Data Structures 95 16 21
As % of all permanent jobs advertised in Yorkshire 3.38% 0.23% 0.25%
As % of the Miscellaneous category 9.41% 0.65% 0.70%
Number of salaries quoted 100 19 17
Median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -18.18%
10th Percentile £40,000 £37,500 £32,750
90th Percentile £58,750 £55,000 £58,250
England median annual salary £60,000 £65,000 £62,500
% change year-on-year -7.69% +4.00% +13.64%

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 1,010 2,452 3,020
As % of all permanent IT jobs advertised in Yorkshire 35.93% 35.60% 35.90%
Number of salaries quoted 844 1,817 2,324
Median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +2.41%
10th Percentile £31,250 £23,250 £26,250
90th Percentile £65,000 £66,250 £60,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

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 27 October 2020.

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 27 October 2020. 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
South Yorkshire +64 39 £50,000 +5.26% 4
North Yorkshire - 38 £52,500 -
West Yorkshire +92 17 £52,500 +16.67% 6
Data Structures
England

For the 6 months to 27 October 2020, 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 88 (92.63%) Software Engineering
2 83 (87.37%) Algorithms
3 68 (71.58%) SQL
4 64 (67.37%) Degree
5 63 (66.32%) Git (software)
6 57 (60.00%) Agile Software Development
7 56 (58.95%) Unit Testing
8 53 (55.79%) Java
9 52 (54.74%) OO
10 48 (50.53%) Continuous Integration
11 37 (38.95%) Subversion
12 36 (37.89%) JavaScript
12 36 (37.89%) AngularJS
13 33 (34.74%) NoSQL
13 33 (34.74%) Test Automation
14 32 (33.68%) Mercurial
14 32 (33.68%) Decision-Making
15 31 (32.63%) Scrum
16 30 (31.58%) Project Management
16 30 (31.58%) REST
17 27 (28.42%) Problem-Solving
18 26 (27.37%) RESTful
18 26 (27.37%) Computer Science
19 25 (26.32%) Information Management
19 25 (26.32%) Management Information System
20 24 (25.26%) Finance
21 20 (21.05%) TDD
22 11 (11.58%) Jenkins
23 10 (10.53%) Open Source
23 10 (10.53%) Android

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:

Cloud Services
1 6 (6.32%) npm
2 2 (2.11%) AWS
3 1 (1.05%) Azure
3 1 (1.05%) Cloud Computing
3 1 (1.05%) Power Platform
Database & Business Intelligence
1 33 (34.74%) NoSQL
2 4 (4.21%) SQL Server Analysis Services
2 4 (4.21%) SQL Server Integration Services
3 3 (3.16%) SQL Server Reporting Services
4 1 (1.05%) Data Warehouse
4 1 (1.05%) Microsoft Analysis Services
4 1 (1.05%) MongoDB
4 1 (1.05%) OLAP
4 1 (1.05%) OLTP
4 1 (1.05%) Power BI
4 1 (1.05%) Relational Database
4 1 (1.05%) SQL Server
Development Applications
1 63 (66.32%) Git (software)
2 37 (38.95%) Subversion
3 32 (33.68%) Mercurial
4 11 (11.58%) Jenkins
5 6 (6.32%) Babel
5 6 (6.32%) webpack
6 5 (5.26%) Eclipse
6 5 (5.26%) JUnit
7 3 (3.16%) Visual Studio
8 1 (1.05%) JIRA
General
1 24 (25.26%) Finance
2 6 (6.32%) Manufacturing
3 3 (3.16%) Law
4 1 (1.05%) Banking
Job Titles
1 74 (77.89%) Software Engineer
2 42 (44.21%) Java Engineer
2 42 (44.21%) Java Software Engineer
3 20 (21.05%) Mobile Engineer
3 20 (21.05%) Mobile Software Engineer
4 18 (18.95%) Developer
5 17 (17.89%) Senior Software Engineer
6 11 (11.58%) Senior Java Engineer
6 11 (11.58%) Senior Java Software Engineer
7 10 (10.53%) Android Engineer
7 10 (10.53%) Android Software Engineer
7 10 (10.53%) iOS Software Engineer
7 10 (10.53%) Java Developer
8 6 (6.32%) .NET Software Engineer
8 6 (6.32%) JavaScript Engineer
8 6 (6.32%) Senior .NET Software Engineer
9 4 (4.21%) .NET Developer
10 3 (3.16%) Business Developer
10 3 (3.16%) Business Intelligence Developer
10 3 (3.16%) Senior Developer
Libraries, Frameworks & Software Standards
1 36 (37.89%) AngularJS
2 30 (31.58%) REST
3 26 (27.37%) RESTful
4 10 (10.53%) .NET
4 10 (10.53%) Android SDK
4 10 (10.53%) ASP.NET
5 6 (6.32%) CSS
5 6 (6.32%) Immutable.js
5 6 (6.32%) Jest
5 6 (6.32%) LESS
5 6 (6.32%) OAuth
5 6 (6.32%) Redux
5 6 (6.32%) Sass
5 6 (6.32%) Vue.js
6 5 (5.26%) Spring
7 3 (3.16%) XML
8 1 (1.05%) Velocity
Miscellaneous
1 83 (87.37%) Algorithms
2 25 (26.32%) Management Information System
3 6 (6.32%) User Experience
4 1 (1.05%) Cloud Native
Operating Systems
1 10 (10.53%) Android
1 10 (10.53%) Apple iOS
Processes & Methodologies
1 88 (92.63%) Software Engineering
2 57 (60.00%) Agile Software Development
3 56 (58.95%) Unit Testing
4 52 (54.74%) OO
5 48 (50.53%) Continuous Integration
6 33 (34.74%) Test Automation
7 32 (33.68%) Decision-Making
8 31 (32.63%) Scrum
9 30 (31.58%) Project Management
10 27 (28.42%) Problem-Solving
11 26 (27.37%) Computer Science
12 25 (26.32%) Information Management
13 20 (21.05%) TDD
14 10 (10.53%) Android Development
14 10 (10.53%) Continuous Delivery
14 10 (10.53%) iOS Development
14 10 (10.53%) Memory Management
14 10 (10.53%) Open Source
14 10 (10.53%) Performance Tuning
15 6 (6.32%) Translating Business Requirements
Programming Languages
1 68 (71.58%) SQL
2 53 (55.79%) Java
3 36 (37.89%) JavaScript
4 10 (10.53%) Apple Swift
4 10 (10.53%) Objective-C
5 4 (4.21%) T-SQL
6 1 (1.05%) Bash Shell
6 1 (1.05%) C
6 1 (1.05%) C++
6 1 (1.05%) Go
6 1 (1.05%) Perl
6 1 (1.05%) Python
Qualifications
1 64 (67.37%) Degree
2 1 (1.05%) Computer Science Degree
Quality Assurance & Compliance
1 5 (5.26%) QA
System Software
1 5 (5.26%) Docker
Systems Management
1 5 (5.26%) Kubernetes
2 1 (1.05%) Terraform
Vendors
1 10 (10.53%) Google
2 6 (6.32%) Autodesk
3 1 (1.05%) Atlassian
3 1 (1.05%) Databricks