Period
to 6 August 2020

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

Data Structures
England > Midlands
6 months to
6 Aug 2020
Same period 2019 Same period 2018
Rank 195 275 314
Rank change year-on-year +80 +39 -45
Permanent jobs citing Data Structures 34 73 70
As % of all permanent jobs advertised in the Midlands 0.67% 0.62% 0.49%
As % of the Miscellaneous category 1.75% 1.57% 1.35%
Number of salaries quoted 31 58 65
Median annual salary £37,500 £37,500 £45,000
Median salary % change year-on-year - -16.67% +20.00%
10th Percentile £31,250 £31,250 £30,500
90th Percentile £61,250 £62,800 £65,000
England median annual salary £62,302 £65,000 £60,000
% change year-on-year -4.15% +8.33% +9.09%

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 Midlands with a requirement for generic IT skills.

All Generic IT Skills
Midlands
Permanent vacancies with a requirement for generic IT skills 1,942 4,645 5,201
As % of all permanent IT jobs advertised in the Midlands 38.24% 39.44% 36.73%
Number of salaries quoted 1,523 3,405 3,873
Median annual salary £45,000 £43,000 £42,500
Median salary % change year-on-year +4.65% +1.18% +6.25%
10th Percentile £26,250 £25,750 £25,000
90th Percentile £67,500 £67,500 £67,500
England median annual salary £55,000 £53,000 £52,500
% change year-on-year +3.77% +0.95% +5.00%

Data Structures
Job Vacancy Trend in the Midlands

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

Job vacancy trend for Data Structures in the Midlands

Data Structures
Salary Trend in the Midlands

3-month moving average salary quoted in jobs citing Data Structures in the Midlands.

Salary trend for Data Structures in the Midlands

Data Structures
Salary Histogram in the Midlands

Salary distribution for jobs citing Data Structures in the Midlands over the 6 months to 6 August 2020.

Salary histogram for Data Structures in the Midlands

Data Structures
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Midlands region over the 6 months to 6 August 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
West Midlands +73 17 £36,250 -25.64% 2
East Midlands +49 17 £37,500 - 2
Data Structures
England

For the 6 months to 6 August 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 Midlands region with a requirement for Data Structures.

1 21 (61.76%) SQL
2 15 (44.12%) SQL Server
2 15 (44.12%) Azure
3 13 (38.24%) SQL Server Integration Services
4 12 (35.29%) Data Warehouse
4 12 (35.29%) Business Intelligence
5 11 (32.35%) SQL Server Reporting Services
5 11 (32.35%) SQL Server Analysis Services
5 11 (32.35%) Power BI
5 11 (32.35%) Power Platform
6 10 (29.41%) Azure Data Factory
6 10 (29.41%) Microsoft Analysis Services
6 10 (29.41%) JavaScript
7 9 (26.47%) T-SQL
7 9 (26.47%) Azure SQL Database
8 8 (23.53%) Retail
8 8 (23.53%) Problem-Solving
8 8 (23.53%) Data Analysis Expressions (DAX)
9 6 (17.65%) Data Analysis
9 6 (17.65%) .NET
9 6 (17.65%) HTML
9 6 (17.65%) CSS
9 6 (17.65%) Microsoft
10 5 (14.71%) Data Modelling
10 5 (14.71%) SAS
10 5 (14.71%) C#
10 5 (14.71%) Microsoft Office
10 5 (14.71%) Data Mart
10 5 (14.71%) .NET Framework
10 5 (14.71%) HTML5

Data Structures
Co-occurring IT Skills in the Midlands 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 (14.71%) SAS
2 3 (8.82%) Apache
3 1 (2.94%) Apache Spark
3 1 (2.94%) Apache Synapse
3 1 (2.94%) SharePoint
3 1 (2.94%) WordPress
Applications
1 5 (14.71%) Microsoft Office
2 4 (11.76%) Microsoft Excel
2 4 (11.76%) Microsoft PowerPoint
2 4 (11.76%) MS Visio
Cloud Services
1 15 (44.12%) Azure
2 11 (32.35%) Power Platform
3 10 (29.41%) Azure Data Factory
4 3 (8.82%) npm
5 1 (2.94%) Azure Active Directory
5 1 (2.94%) Google Analytics
5 1 (2.94%) PaaS
5 1 (2.94%) SaaS
5 1 (2.94%) SuccessFactors
Database & Business Intelligence
1 15 (44.12%) SQL Server
2 13 (38.24%) SQL Server Integration Services
3 12 (35.29%) Data Warehouse
4 11 (32.35%) Power BI
4 11 (32.35%) SQL Server Analysis Services
4 11 (32.35%) SQL Server Reporting Services
5 10 (29.41%) Microsoft Analysis Services
6 9 (26.47%) Azure SQL Database
7 5 (14.71%) Data Mart
8 2 (5.88%) Azure SQL Data Warehouse
8 2 (5.88%) Base SAS
8 2 (5.88%) Data Lake
8 2 (5.88%) MySQL
9 1 (2.94%) Big Data
9 1 (2.94%) Enterprise Data Warehouse
9 1 (2.94%) Looker
9 1 (2.94%) NoSQL
9 1 (2.94%) RDBMS
9 1 (2.94%) Relational Database
Development Applications
1 4 (11.76%) Git (software)
2 3 (8.82%) webpack
3 2 (5.88%) Grunt
3 2 (5.88%) PuPHPet
3 2 (5.88%) Vagrant
4 1 (2.94%) Babel
4 1 (2.94%) Bitbucket
4 1 (2.94%) Visual Studio
General
1 8 (23.53%) Retail
2 4 (11.76%) Finance
3 3 (8.82%) Law
3 3 (8.82%) Legal
4 1 (2.94%) Banking
4 1 (2.94%) Marketing
4 1 (2.94%) Public Sector
Job Titles
1 20 (58.82%) Developer
2 8 (23.53%) Business Intelligence Developer
3 5 (14.71%) SAS Developer
4 3 (8.82%) Development Team Leader
4 3 (8.82%) Software Development Team Leader
4 3 (8.82%) Software Engineer
4 3 (8.82%) Software Team Leader
4 3 (8.82%) Team Leader
5 2 (5.88%) Applications Engineer
5 2 (5.88%) Applications Support
5 2 (5.88%) Applications Support Engineer
5 2 (5.88%) Data Engineer
5 2 (5.88%) Full Stack Developer
5 2 (5.88%) JavaScript Developer
5 2 (5.88%) PHP Developer
5 2 (5.88%) Support Engineer
6 1 (2.94%) Data Integration Engineer
6 1 (2.94%) HR Manager
6 1 (2.94%) Insight Manager
6 1 (2.94%) React Developer
Libraries, Frameworks & Software Standards
1 6 (17.65%) .NET
1 6 (17.65%) CSS
1 6 (17.65%) HTML
2 5 (14.71%) .NET Framework
2 5 (14.71%) AngularJS
2 5 (14.71%) HTML5
2 5 (14.71%) RESTful
3 3 (8.82%) jQuery
3 3 (8.82%) JSON
3 3 (8.82%) React
3 3 (8.82%) WCF
4 2 (5.88%) CSS3
4 2 (5.88%) J2EE
4 2 (5.88%) LAMP
4 2 (5.88%) Node.js
4 2 (5.88%) Spring
4 2 (5.88%) Web Services
5 1 (2.94%) ASP.NET
5 1 (2.94%) Entity Framework
5 1 (2.94%) XML
Miscellaneous
1 5 (14.71%) Algorithms
1 5 (14.71%) Analytical Skills
2 3 (8.82%) User Experience
Operating Systems
1 3 (8.82%) Linux
2 2 (5.88%) Windows
3 1 (2.94%) Unix
Processes & Methodologies
1 12 (35.29%) Business Intelligence
2 8 (23.53%) Problem-Solving
3 6 (17.65%) Data Analysis
4 5 (14.71%) Data Modelling
4 5 (14.71%) Wireframes
5 4 (11.76%) Fintech
5 4 (11.76%) Line Management
5 4 (11.76%) Mentoring
6 3 (8.82%) Analytics
6 3 (8.82%) Change Management
6 3 (8.82%) MVC
6 3 (8.82%) Refactoring
6 3 (8.82%) Resource Management
6 3 (8.82%) SDLC
6 3 (8.82%) Software Engineering
6 3 (8.82%) SOLID
6 3 (8.82%) User Stories
7 2 (5.88%) Agile Software Development
7 2 (5.88%) Data Management
7 2 (5.88%) Rapid Prototyping
Programming Languages
1 21 (61.76%) SQL
2 10 (29.41%) JavaScript
3 9 (26.47%) T-SQL
4 8 (23.53%) Data Analysis Expressions (DAX)
5 5 (14.71%) C#
6 3 (8.82%) Java
6 3 (8.82%) PL/SQL
7 2 (5.88%) PHP
7 2 (5.88%) PHP 7
8 1 (2.94%) C
8 1 (2.94%) C++
8 1 (2.94%) PowerShell
8 1 (2.94%) Python
8 1 (2.94%) SAS Macro
8 1 (2.94%) TypeScript
Qualifications
1 3 (8.82%) Degree
2 2 (5.88%) SAS Certification
3 1 (2.94%) Security Cleared
Quality Assurance & Compliance
1 5 (14.71%) Data Quality
2 4 (11.76%) QA
System Software
1 1 (2.94%) Active Directory
Vendors
1 6 (17.65%) Microsoft
2 3 (8.82%) Salesforce.com
3 2 (5.88%) Databricks
3 2 (5.88%) OutSystems
3 2 (5.88%) Tableau
4 1 (2.94%) Cognos
4 1 (2.94%) Google
4 1 (2.94%) Plumtree