Period
to 19 March 2019

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 19 March 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
19 Mar 2019
Same period 2018 Same period 2017
Rank 246 271 229
Rank change year-on-year +25 -42 +75
Permanent jobs citing Data Structures 36 35 94
As % of all permanent IT jobs advertised in Yorkshire 0.50% 0.35% 0.89%
As % of the Miscellaneous category 1.33% 1.09% 2.81%
Number of salaries quoted 32 32 93
Yorkshire median annual salary £42,500 £55,000 £60,000
Median salary % change year-on-year -22.73% -8.33% +9.09%
England median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - +7.14%

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 2,705 3,209 3,349
As % of all permanent IT jobs advertised in Yorkshire 37.47% 31.83% 31.83%
Number of salaries quoted 2,107 2,664 2,902
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £26,250 £26,250 £23,500
90th Percentile £62,500 £60,000 £60,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

Data Structures
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Structures in Yorkshire

Data Structures
Salary Trend in Yorkshire

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

Salary trend for Data Structures in Yorkshire

Data Structures
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Structures in Yorkshire over the 6 months to 19 March 2019.

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 19 March 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
West Yorkshire +36 22 £41,000 -25.45% 11
North Yorkshire -2 6 £43,000 -4.44% 5
South Yorkshire -1 2 - -
Data Structures
England

For the 6 months to 19 March 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 Yorkshire region with a requirement for Data Structures.

1 23 (63.89%) SQL
2 13 (36.11%) Analytics
3 12 (33.33%) Data Analysis
4 11 (30.56%) Oracle
4 11 (30.56%) Data Modelling
5 9 (25.00%) SQL Server
6 8 (22.22%) Business Intelligence
6 8 (22.22%) Python
6 8 (22.22%) Microsoft Excel
6 8 (22.22%) SAP
6 8 (22.22%) Agile Software Development
6 8 (22.22%) Decision-Making
7 7 (19.44%) Tableau
7 7 (19.44%) Coaching
7 7 (19.44%) QlikView
8 6 (16.67%) QA
8 6 (16.67%) Continuous Integration
8 6 (16.67%) SQL Server Integration Services
8 6 (16.67%) e-Learning
8 6 (16.67%) PL/SQL
8 6 (16.67%) ASP.NET
8 6 (16.67%) Web Services
8 6 (16.67%) .NET
8 6 (16.67%) C#
8 6 (16.67%) Java
8 6 (16.67%) Service Delivery
8 6 (16.67%) SAP BW
8 6 (16.67%) Data Analytics
8 6 (16.67%) Oracle Database
8 6 (16.67%) Algorithms

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:

Application Platforms
1 1 (2.78%) SAS
Applications
1 8 (22.22%) Microsoft Excel
2 2 (5.56%) Microsoft PowerPoint
3 1 (2.78%) Microsoft Office
3 1 (2.78%) MS Visio
Business Applications
1 2 (5.56%) FastStats
Cloud Services
1 5 (13.89%) Amazon AWS
Database & Business Intelligence
1 9 (25.00%) SQL Server
2 7 (19.44%) QlikView
3 6 (16.67%) Big Data
3 6 (16.67%) Oracle Database
3 6 (16.67%) Power BI
3 6 (16.67%) SAP BW
3 6 (16.67%) SQL Server Integration Services
4 4 (11.11%) NoSQL
Development Applications
1 4 (11.11%) Git (software)
1 4 (11.11%) Mercurial
1 4 (11.11%) Subversion
General
1 3 (8.33%) Finance
2 2 (5.56%) Marketing
Job Titles
1 15 (41.67%) Analyst
1 15 (41.67%) Developer
2 10 (27.78%) Data Analyst
3 6 (16.67%) IT Analyst
3 6 (16.67%) IT Trainer
3 6 (16.67%) Java Developer
3 6 (16.67%) Oracle Developer
3 6 (16.67%) Trainer
4 5 (13.89%) Business Analyst
4 5 (13.89%) DBA
4 5 (13.89%) SQL DBA
5 4 (11.11%) AWS Developer
5 4 (11.11%) Business Intelligence Analyst
5 4 (11.11%) Data Analytics Analyst
6 3 (8.33%) Business Intelligence Business Analyst
6 3 (8.33%) Cloud Developer
6 3 (8.33%) Data Business Analyst
7 2 (5.56%) Database Developer
8 1 (2.78%) Business Manager
8 1 (2.78%) Java Software Developer
Libraries, Frameworks & Software Standards
1 6 (16.67%) .NET
1 6 (16.67%) ASP.NET
1 6 (16.67%) Web Services
2 2 (5.56%) REST
Miscellaneous
1 6 (16.67%) Algorithms
1 6 (16.67%) e-Learning
2 5 (13.89%) Replication
3 1 (2.78%) Self-Motivation
Operating Systems
1 5 (13.89%) Linux
1 5 (13.89%) Solaris
1 5 (13.89%) Unix
1 5 (13.89%) Windows
Processes & Methodologies
1 13 (36.11%) Analytics
2 12 (33.33%) Data Analysis
3 11 (30.56%) Data Modelling
4 8 (22.22%) Agile Software Development
4 8 (22.22%) Business Intelligence
4 8 (22.22%) Decision-Making
5 7 (19.44%) Coaching
6 6 (16.67%) Continuous Integration
6 6 (16.67%) Data Analytics
6 6 (16.67%) Data Integration
6 6 (16.67%) Service Delivery
6 6 (16.67%) Test Automation
7 5 (13.89%) Business Continuity
7 5 (13.89%) Disaster Recovery
7 5 (13.89%) Problem-Solving
8 4 (11.11%) Dashboard Development
8 4 (11.11%) OO
8 4 (11.11%) Software Engineering
9 3 (8.33%) Data Management
10 2 (5.56%) Data Architecture
Programming Languages
1 23 (63.89%) SQL
2 8 (22.22%) Python
3 6 (16.67%) C#
3 6 (16.67%) Java
3 6 (16.67%) PL/SQL
3 6 (16.67%) R
4 5 (13.89%) Shell Script
5 2 (5.56%) Elixir
5 2 (5.56%) JavaScript
5 2 (5.56%) Ruby
Qualifications
1 5 (13.89%) Degree
2 1 (2.78%) Numerate Degree
Quality Assurance & Compliance
1 6 (16.67%) QA
2 2 (5.56%) Data Quality
Vendors
1 11 (30.56%) Oracle
2 8 (22.22%) SAP
3 7 (19.44%) Tableau
4 3 (8.33%) Microsoft
5 2 (5.56%) Apteco
6 1 (2.78%) MicroStrategy