Period
to 22 January 2019

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 22 January 2019 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Cheshire
6 months to
22 Jan 2019
Same period 2018 Same period 2017
Rank 118 155 139
Rank change year-on-year +37 -16 +31
Permanent jobs citing Data Structures 23 18 6
As % of all permanent IT jobs advertised in Cheshire 1.07% 0.56% 0.27%
As % of the Miscellaneous category 2.41% 1.38% 0.71%
Number of salaries quoted 17 18 1
Cheshire median annual salary £50,000 £35,000 £50,000
Median salary % change year-on-year +42.86% -30.00% +33.33%
North West median annual salary £57,500 £57,500 £60,000
% change year-on-year - -4.17% +71.43%

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 954 1,301 845
As % of all permanent IT jobs advertised in Cheshire 44.50% 40.52% 38.17%
Number of salaries quoted 703 908 624
Cheshire median annual salary £45,000 £45,000 £37,500
Median salary % change year-on-year - +20.00% -3.85%
10th Percentile £26,250 £26,250 £21,250
90th Percentile £73,500 £70,000 £56,250
North West median annual salary £45,000 £43,750 £40,000
% change year-on-year +2.86% +9.38% -

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 22 January 2019.

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 22 January 2019. 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 +3 11 £50,000 +42.86%
Knutsford - 6 - -
Chester - 3 £35,000 -
Nantwich - 2 £28,500 -
Data Structures
North West

For the 6 months to 22 January 2019, 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 17 (73.91%) SQL
2 9 (39.13%) Git (software)
2 9 (39.13%) Test Automation
2 9 (39.13%) Algorithms
3 8 (34.78%) Degree
3 8 (34.78%) Continuous Integration
3 8 (34.78%) SQL Server Reporting Services
3 8 (34.78%) T-SQL
3 8 (34.78%) SQL Server
3 8 (34.78%) ETL
3 8 (34.78%) Microsoft
4 7 (30.43%) OO
4 7 (30.43%) Data Analysis
4 7 (30.43%) Software Engineering
5 6 (26.09%) Wealth Management
5 6 (26.09%) Investment Banking
5 6 (26.09%) Risk Management
5 6 (26.09%) Banking
5 6 (26.09%) Law
5 6 (26.09%) Java
5 6 (26.09%) Analytical Skills
5 6 (26.09%) Problem-Solving
6 5 (21.74%) Decision-Making
6 5 (21.74%) Performance Tuning
6 5 (21.74%) Microsoft Azure
6 5 (21.74%) NoSQL
6 5 (21.74%) Subversion
6 5 (21.74%) Mercurial
7 4 (17.39%) QlikView
7 4 (17.39%) Google

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:

Cloud Services
1 5 (21.74%) Microsoft Azure
Database & Business Intelligence
1 8 (34.78%) SQL Server
1 8 (34.78%) SQL Server Reporting Services
2 5 (21.74%) NoSQL
3 4 (17.39%) QlikView
4 3 (13.04%) Relational Database
4 3 (13.04%) SQL Server 2005
4 3 (13.04%) SQL Server 2008
4 3 (13.04%) SQL Server Analysis Services
4 3 (13.04%) SQL Server Integration Services
5 2 (8.70%) Big Data
5 2 (8.70%) Hadoop
5 2 (8.70%) Power BI
5 2 (8.70%) SQL Server 2014
5 2 (8.70%) SQL Server 2016
6 1 (4.35%) Data Warehouse
6 1 (4.35%) Qlik Sense
Development Applications
1 9 (39.13%) Git (software)
2 5 (21.74%) Mercurial
2 5 (21.74%) Subversion
3 4 (17.39%) Visual Studio
4 3 (13.04%) HP UFT
4 3 (13.04%) Protractor
4 3 (13.04%) Selenium
4 3 (13.04%) Team Foundation Server
4 3 (13.04%) TeamCity
4 3 (13.04%) WebDriver
5 2 (8.70%) SQL Server Management Studio (SSMS)
General
1 6 (26.09%) Banking
1 6 (26.09%) Investment Banking
1 6 (26.09%) Law
2 2 (8.70%) Finance
Job Titles
1 7 (30.43%) Developer
2 5 (21.74%) Java Engineer
2 5 (21.74%) Java Software Engineer
2 5 (21.74%) Senior Java Engineer
2 5 (21.74%) Senior Java Software Engineer
2 5 (21.74%) Senior Software Engineer
2 5 (21.74%) Software Engineer
2 5 (21.74%) SQL Developer
3 4 (17.39%) Test Automation Engineer
3 4 (17.39%) Test Engineer
4 3 (13.04%) Administrator
4 3 (13.04%) DBA
5 2 (8.70%) Business Intelligence Developer
5 2 (8.70%) C++ Developer
5 2 (8.70%) Designer
5 2 (8.70%) Process Designer
5 2 (8.70%) SQL BI Developer
6 1 (4.35%) Business Intelligence Analyst
6 1 (4.35%) Business Intelligence Lead
6 1 (4.35%) QlikView Developer
Libraries, Frameworks & Software Standards
1 4 (17.39%) HTML
1 4 (17.39%) HTML5
1 4 (17.39%) REST
2 2 (8.70%) Anaconda
2 2 (8.70%) DirectX
Miscellaneous
1 9 (39.13%) Algorithms
2 6 (26.09%) Analytical Skills
3 2 (8.70%) Virtual Team
Operating Systems
1 3 (13.04%) Unix
Processes & Methodologies
1 9 (39.13%) Test Automation
2 8 (34.78%) Continuous Integration
2 8 (34.78%) ETL
3 7 (30.43%) Data Analysis
3 7 (30.43%) OO
3 7 (30.43%) Software Engineering
4 6 (26.09%) Problem-Solving
4 6 (26.09%) Risk Management
4 6 (26.09%) Wealth Management
5 5 (21.74%) Decision-Making
5 5 (21.74%) Performance Tuning
6 4 (17.39%) Business Intelligence
6 4 (17.39%) Test Strategy
7 3 (13.04%) CRM
7 3 (13.04%) Data Cleansing
7 3 (13.04%) Data Management
7 3 (13.04%) Functional Testing
7 3 (13.04%) High Availability
7 3 (13.04%) Migration
7 3 (13.04%) Stakeholder Management
Programming Languages
1 17 (73.91%) SQL
2 8 (34.78%) T-SQL
3 6 (26.09%) Java
4 4 (17.39%) ES6
4 4 (17.39%) JavaScript
5 3 (13.04%) Bash Shell
5 3 (13.04%) C#
5 3 (13.04%) PowerShell
5 3 (13.04%) Shell Script
6 2 (8.70%) C++
6 2 (8.70%) Python
6 2 (8.70%) R
6 2 (8.70%) VC++
Qualifications
1 8 (34.78%) Degree
System Software
1 2 (8.70%) HDFS
Vendors
1 8 (34.78%) Microsoft
2 4 (17.39%) Google
3 3 (13.04%) Ab Initio
3 3 (13.04%) Oracle
3 3 (13.04%) Teradata
4 1 (4.35%) Actuate
4 1 (4.35%) Tableau