Period
to 12 November 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cheshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 12 November 2018 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Cheshire
6 months to
12 Nov 2018
Same period 2017 Same period 2016
Rank 132 148 136
Rank change year-on-year +16 -12 +44
Permanent jobs citing Data Structures 19 23 9
As % of all permanent IT jobs advertised in Cheshire 0.73% 0.78% 0.40%
As % of the Miscellaneous category 1.66% 1.81% 0.98%
Number of salaries quoted 14 18 3
Cheshire median annual salary £45,000 £38,250 £42,500
Median salary % change year-on-year +17.65% -10.00% +49.12%
10th Percentile £28,475 £27,500 £41,250
90th Percentile £51,750 £71,500 £48,750
North West median annual salary £50,000 £50,000 £60,000
% change year-on-year - -16.67% +60.00%

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 Cheshire with a requirement for generic IT skills.

All Generic IT Skills
Cheshire
Permanent vacancies with a requirement for generic IT skills 1,144 1,269 921
As % of all permanent IT jobs advertised in Cheshire 44.10% 42.84% 40.55%
Number of salaries quoted 864 880 743
Cheshire median annual salary £45,000 £45,000 £37,500
Median salary % change year-on-year - +20.00% -3.85%
10th Percentile £26,250 £25,000 £21,875
90th Percentile £72,500 £65,000 £55,000
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

Data Structures
Job Vacancy Trend in Cheshire

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cheshire.

Job vacancy trend for Data Structures in Cheshire

Data Structures
Salary Trend in Cheshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cheshire.

Salary trend for Data Structures in Cheshire

Data Structures
Salary Histogram in Cheshire

The salary distribution of IT jobs citing Data Structures in Cheshire over the 6 months to 12 November 2018.

Salary histogram for Data Structures in Cheshire

Data Structures
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Cheshire region over the 6 months to 12 November 2018. 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
Warrington +2 6 £48,750 +39.29% 3
Knutsford +17 4 - -
Chester - 4 £35,000 -
Nantwich - 2 £28,500 -
Crewe - 1 £47,500 -
Data Structures
North West

For the 6 months to 12 November 2018, 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 Cheshire region with a requirement for Data Structures.

1 12 (63.16%) SQL
2 9 (47.37%) T-SQL
3 8 (42.11%) Microsoft
3 8 (42.11%) SQL Server
3 8 (42.11%) SQL Server Reporting Services
3 8 (42.11%) Problem-Solving
4 7 (36.84%) Analytical Skills
5 6 (31.58%) ETL
6 5 (26.32%) Business Intelligence
6 5 (26.32%) Data Analysis
6 5 (26.32%) Microsoft Azure
6 5 (26.32%) Performance Tuning
7 4 (21.05%) REST
7 4 (21.05%) High Availability
7 4 (21.05%) HTML5
7 4 (21.05%) Git (software)
7 4 (21.05%) Test Automation
7 4 (21.05%) Test Strategy
7 4 (21.05%) ES6
7 4 (21.05%) Analytical Thinking
7 4 (21.05%) Banking
7 4 (21.05%) Finance
7 4 (21.05%) Law
7 4 (21.05%) Risk Management
7 4 (21.05%) Investment Banking
7 4 (21.05%) Google
7 4 (21.05%) Wealth Management
7 4 (21.05%) JavaScript
7 4 (21.05%) Visual Studio
7 4 (21.05%) C#

Data Structures
Co-occurring IT Skills in Cheshire 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:

Business Applications
1 2 (10.53%) Oracle Financials
Cloud Services
1 5 (26.32%) Microsoft Azure
Communications & Networking
1 1 (5.26%) Intranet
Database & Business Intelligence
1 8 (42.11%) SQL Server
1 8 (42.11%) SQL Server Reporting Services
2 3 (15.79%) QlikView
2 3 (15.79%) Relational Database
2 3 (15.79%) SQL Server 2005
2 3 (15.79%) SQL Server 2008
2 3 (15.79%) SQL Server Analysis Services
2 3 (15.79%) SQL Server Integration Services
3 2 (10.53%) Oracle BI Publisher
3 2 (10.53%) Oracle Database
3 2 (10.53%) Oracle Reports
3 2 (10.53%) Power BI
3 2 (10.53%) SQL Server 2014
3 2 (10.53%) SQL Server 2016
4 1 (5.26%) Data Warehouse
Development Applications
1 4 (21.05%) Git (software)
1 4 (21.05%) Visual Studio
2 3 (15.79%) HP UFT
2 3 (15.79%) Protractor
2 3 (15.79%) Selenium
2 3 (15.79%) TeamCity
2 3 (15.79%) WebDriver
3 2 (10.53%) SQL Server Management Studio (SSMS)
4 1 (5.26%) Team Foundation Server
General
1 4 (21.05%) Banking
1 4 (21.05%) Finance
1 4 (21.05%) Investment Banking
1 4 (21.05%) Law
2 2 (10.53%) Billing
Job Titles
1 9 (47.37%) Developer
2 5 (26.32%) SQL Developer
3 4 (21.05%) Business Intelligence Developer
3 4 (21.05%) DBA
3 4 (21.05%) Test Automation Engineer
3 4 (21.05%) Test Engineer
4 3 (15.79%) Administrator
5 2 (10.53%) C++ Developer
5 2 (10.53%) Oracle BI Developer
5 2 (10.53%) Oracle Developer
5 2 (10.53%) SQL BI Developer
6 1 (5.26%) Business Intelligence Lead
6 1 (5.26%) Development Team Leader
6 1 (5.26%) Lead Developer
6 1 (5.26%) QlikView Developer
6 1 (5.26%) Team Leader
6 1 (5.26%) Technical Leader
6 1 (5.26%) Technical Team Leader
Libraries, Frameworks & Software Standards
1 4 (21.05%) HTML
1 4 (21.05%) HTML5
1 4 (21.05%) REST
2 2 (10.53%) DirectX
3 1 (5.26%) .NET
3 1 (5.26%) Apache Flex
3 1 (5.26%) ASP.NET
Miscellaneous
1 7 (36.84%) Analytical Skills
2 2 (10.53%) Algorithms
Operating Systems
1 1 (5.26%) Unix
1 1 (5.26%) Windows
1 1 (5.26%) Windows Server
Processes & Methodologies
1 8 (42.11%) Problem-Solving
2 6 (31.58%) ETL
3 5 (26.32%) Business Intelligence
3 5 (26.32%) Data Analysis
3 5 (26.32%) Performance Tuning
4 4 (21.05%) Analytical Thinking
4 4 (21.05%) High Availability
4 4 (21.05%) Risk Management
4 4 (21.05%) Test Automation
4 4 (21.05%) Test Strategy
4 4 (21.05%) Wealth Management
5 3 (15.79%) Continuous Integration
5 3 (15.79%) Data Cleansing
5 3 (15.79%) Data Management
5 3 (15.79%) Data Security
5 3 (15.79%) Functional Testing
5 3 (15.79%) Migration
5 3 (15.79%) Presales
6 2 (10.53%) Analytics
6 2 (10.53%) Pattern Recognition
Programming Languages
1 12 (63.16%) SQL
2 9 (47.37%) T-SQL
3 4 (21.05%) C#
3 4 (21.05%) ES6
3 4 (21.05%) JavaScript
4 3 (15.79%) Bash Shell
4 3 (15.79%) PowerShell
5 2 (10.53%) C++
5 2 (10.53%) VC++
6 1 (5.26%) Java
6 1 (5.26%) PHP
6 1 (5.26%) PL/SQL
6 1 (5.26%) Shell Script
6 1 (5.26%) VBA
Qualifications
1 1 (5.26%) Degree
Vendors
1 8 (42.11%) Microsoft
2 4 (21.05%) Google
3 3 (15.79%) Oracle
4 1 (5.26%) Ab Initio
4 1 (5.26%) Actuate
4 1 (5.26%) Tableau
4 1 (5.26%) Teradata