Period
to 4 June 2020

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the North of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 4 June 2020 with a comparison to the same period over the previous 2 years.

Data Structures
England > North of England
6 months to
4 Jun 2020
Same period 2019 Same period 2018
Rank 226 289 385
Rank change year-on-year +63 +96 -110
Permanent jobs citing Data Structures 114 193 99
As % of all permanent jobs advertised in the North of England 0.99% 1.02% 0.42%
As % of the Miscellaneous category 2.77% 2.57% 1.24%
Number of salaries quoted 97 123 79
Median annual salary £50,000 £55,000 £45,000
Median salary % change year-on-year -9.09% +22.22% -25.00%
10th Percentile £40,000 £37,250 £30,604
90th Percentile £75,000 £80,000 £63,750
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +4.35%

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 the North of England with a requirement for generic IT skills.

All Generic IT Skills
North of England
Permanent vacancies with a requirement for generic IT skills 4,110 7,510 7,959
As % of all permanent IT jobs advertised in the North of England 35.65% 39.70% 34.17%
Number of salaries quoted 3,194 5,389 6,267
Median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £27,325 £25,750 £25,500
90th Percentile £70,000 £67,500 £63,750
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Data Structures
Job Vacancy Trend in the North of England

Job postings citing Data Structures as a proportion of all IT jobs advertised in the North of England.

Job vacancy trend for Data Structures in the North of England

Data Structures
Salary Trend in the North of England

3-month moving average salary quoted in jobs citing Data Structures in the North of England.

Salary trend for Data Structures in the North of England

Data Structures
Salary Histogram in the North of England

Salary distribution for jobs citing Data Structures in the North of England over the 6 months to 4 June 2020.

Salary histogram for Data Structures in the North of England

Data Structures
Job Locations in the North of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the North of England region over the 6 months to 4 June 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
North West +29 72 £50,000 -20.00% 4
Yorkshire +82 25 £47,500 +5.56% 2
North East +22 17 £56,499 +7.62% 5
Data Structures
England

For the 6 months to 4 June 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 North of England region with a requirement for Data Structures.

1 63 (55.26%) SQL
2 40 (35.09%) Agile Software Development
3 37 (32.46%) Data Modelling
4 36 (31.58%) Analytics
5 32 (28.07%) SQL Server
5 32 (28.07%) JavaScript
6 30 (26.32%) Business Intelligence
7 29 (25.44%) Data Warehouse
7 29 (25.44%) Algorithms
8 28 (24.56%) NoSQL
8 28 (24.56%) C#
8 28 (24.56%) OO
9 25 (21.93%) Java
9 25 (21.93%) Microsoft
10 23 (20.18%) .NET
11 22 (19.30%) AngularJS
12 20 (17.54%) AWS
13 19 (16.67%) Git (software)
13 19 (16.67%) Big Data
13 19 (16.67%) Analytical Skills
13 19 (16.67%) Software Engineering
14 18 (15.79%) Python
14 18 (15.79%) DevOps
14 18 (15.79%) Data Strategy
14 18 (15.79%) Azure
15 17 (14.91%) Mercurial
15 17 (14.91%) CSS
15 17 (14.91%) Subversion
15 17 (14.91%) QlikView
16 16 (14.04%) HTML

Data Structures
Co-occurring IT Skills in the North of England 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 (10.53%) Apache
1 12 (10.53%) nginx
2 2 (1.75%) SAS
3 1 (0.88%) WebSphere
Applications
1 3 (2.63%) Microsoft Excel
2 1 (0.88%) Microsoft Office
Business Applications
1 14 (12.28%) Dynamics AX
2 3 (2.63%) MIS ActiveH
Cloud Services
1 20 (17.54%) AWS
2 18 (15.79%) Azure
3 15 (13.16%) Power Platform
4 14 (12.28%) Dynamics 365
5 6 (5.26%) GCP
6 2 (1.75%) npm
7 1 (0.88%) Cloud Computing
Communications & Networking
1 5 (4.39%) Internet
Database & Business Intelligence
1 32 (28.07%) SQL Server
2 29 (25.44%) Data Warehouse
3 28 (24.56%) NoSQL
4 19 (16.67%) Big Data
5 17 (14.91%) QlikView
6 16 (14.04%) BusinessObjects
7 15 (13.16%) Power BI
8 11 (9.65%) Relational Database
9 10 (8.77%) SQL Server 2012
10 9 (7.89%) SQL Server Analysis Services
10 9 (7.89%) SQL Server Integration Services
11 6 (5.26%) SQL Server 2014
12 5 (4.39%) Oracle Reports
13 4 (3.51%) Enterprise Data Warehouse
13 4 (3.51%) RDBMS
14 3 (2.63%) Crystal Reports
15 2 (1.75%) BigQuery
15 2 (1.75%) Looker
16 1 (0.88%) Semantic Layer
16 1 (0.88%) SQL Server Reporting Services
Development Applications
1 19 (16.67%) Git (software)
2 17 (14.91%) Mercurial
2 17 (14.91%) Subversion
3 14 (12.28%) ERwin
4 3 (2.63%) SQL Server Management Studio (SSMS)
5 2 (1.75%) Babel
5 2 (1.75%) webpack
6 1 (0.88%) Bitbucket
6 1 (0.88%) Jenkins
6 1 (0.88%) Visual Studio
General
1 12 (10.53%) Law
2 10 (8.77%) Finance
3 5 (4.39%) Digital Economy
3 5 (4.39%) Legal
4 4 (3.51%) Retail
5 2 (1.75%) Manufacturing
6 1 (0.88%) Banking
Job Titles
1 59 (51.75%) Developer
2 15 (13.16%) Software Engineer
3 14 (12.28%) Business Intelligence Developer
3 14 (12.28%) Dynamics AX Developer
4 12 (10.53%) JavaScript Developer
4 12 (10.53%) UI Developer
5 10 (8.77%) Senior Software Engineer
6 9 (7.89%) Analyst
7 8 (7.02%) Designer
8 7 (6.14%) Business Intelligence Analyst
8 7 (6.14%) Data Analyst
8 7 (6.14%) Senior Designer
9 6 (5.26%) Business Intelligence Data Analyst
9 6 (5.26%) Data Engineer
9 6 (5.26%) SQL Developer
10 5 (4.39%) Data Governance Analyst
10 5 (4.39%) Data Governance Manager
10 5 (4.39%) Governance Manager
10 5 (4.39%) Java Engineer
10 5 (4.39%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 23 (20.18%) .NET
2 22 (19.30%) AngularJS
3 17 (14.91%) CSS
4 16 (14.04%) HTML
5 14 (12.28%) Redux
6 13 (11.40%) Node.js
7 12 (10.53%) Backbone.js
7 12 (10.53%) CSS3
7 12 (10.53%) Ember.js
7 12 (10.53%) HTML5
7 12 (10.53%) KnockoutJS
8 10 (8.77%) REST
9 8 (7.02%) ASP.NET
10 4 (3.51%) .NET Framework
10 4 (3.51%) ASP.NET MVC
10 4 (3.51%) ASP.NET Web Forms
10 4 (3.51%) COM+
10 4 (3.51%) JSON
10 4 (3.51%) Sass
11 2 (1.75%) Vue.js
Miscellaneous
1 29 (25.44%) Algorithms
2 19 (16.67%) Analytical Skills
3 5 (4.39%) Data Protection Act
4 4 (3.51%) Greenfield Project
5 3 (2.63%) Smartphone
5 3 (2.63%) User Experience
6 2 (1.75%) Linux Command Line
7 1 (0.88%) Cloud Native
7 1 (0.88%) Enterprise Software
7 1 (0.88%) Hybrid Cloud
7 1 (0.88%) Mobile App
Operating Systems
1 2 (1.75%) Linux
Processes & Methodologies
1 40 (35.09%) Agile Software Development
2 37 (32.46%) Data Modelling
3 36 (31.58%) Analytics
4 30 (26.32%) Business Intelligence
5 28 (24.56%) OO
6 19 (16.67%) Software Engineering
7 18 (15.79%) Data Strategy
7 18 (15.79%) DevOps
8 16 (14.04%) Data Science
9 15 (13.16%) Data Analysis
9 15 (13.16%) Data Analytics
10 14 (12.28%) Continuous Integration
10 14 (12.28%) Data Migration
10 14 (12.28%) Migration
10 14 (12.28%) Visualisation
11 13 (11.40%) Analytical Thinking
11 13 (11.40%) Critical Thinking
11 13 (11.40%) Data Development
11 13 (11.40%) Microservices
11 13 (11.40%) TDD
Programming Languages
1 63 (55.26%) SQL
2 32 (28.07%) JavaScript
3 28 (24.56%) C#
4 25 (21.93%) Java
5 18 (15.79%) Python
6 15 (13.16%) PHP
7 14 (12.28%) X++
8 12 (10.53%) Kotlin
8 12 (10.53%) Scala
9 10 (8.77%) T-SQL
10 5 (4.39%) VB
10 5 (4.39%) VB6
11 4 (3.51%) VB.NET
12 3 (2.63%) C
12 3 (2.63%) Go
12 3 (2.63%) VBA
12 3 (2.63%) VBScript
13 2 (1.75%) C++
14 1 (0.88%) Bash Shell
14 1 (0.88%) R
Qualifications
1 15 (13.16%) Degree
2 1 (0.88%) Computer Science Degree
2 1 (0.88%) PhD
Quality Assurance & Compliance
1 11 (9.65%) Data Quality
2 5 (4.39%) QA
System Software
1 14 (12.28%) Docker
Systems Management
1 14 (12.28%) Kubernetes
2 1 (0.88%) Terraform
Vendors
1 25 (21.93%) Microsoft
2 13 (11.40%) Sage
3 12 (10.53%) Tableau
4 5 (4.39%) Jitterbit
4 5 (4.39%) Oracle
5 4 (3.51%) Google
6 2 (1.75%) Autodesk
6 2 (1.75%) SAP
7 1 (0.88%) DataFlux
7 1 (0.88%) MuleSoft