Period
to 16 December 2018

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 16 December 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 251 237 269
Rank change year-on-year -14 +32 +50
Permanent jobs citing Data Structures 29 71 74
As % of all permanent IT jobs advertised in Yorkshire 0.37% 0.73% 0.67%
As % of the Miscellaneous category 0.99% 2.21% 2.13%
Number of salaries quoted 25 63 69
Yorkshire median annual salary £42,500 £55,000 £55,000
Median salary % change year-on-year -22.73% - -
10th Percentile £32,750 £33,950 £32,500
90th Percentile £47,250 £60,000 £60,000
England median annual salary £62,500 £57,500 £62,500
% change year-on-year +8.70% -8.00% +8.70%

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 2,924 3,212 3,468
As % of all permanent IT jobs advertised in Yorkshire 37.27% 32.97% 31.38%
Number of salaries quoted 2,245 2,589 2,827
Yorkshire median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £25,500 £24,750
90th Percentile £60,000 £61,250 £62,500
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +2.04%

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 16 December 2018.

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 16 December 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
West Yorkshire -18 11 £42,500 -22.73% 3
North Yorkshire -4 3 £43,000 -11.79% 3
South Yorkshire - 3 £37,500 -
Data Structures
England

For the 6 months to 16 December 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 Yorkshire region with a requirement for Data Structures.

1 19 (65.52%) Analytics
2 15 (51.72%) SAP
3 14 (48.28%) QlikView
4 12 (41.38%) SAP BW
4 12 (41.38%) Data Modelling
4 12 (41.38%) Business Intelligence
4 12 (41.38%) Data Analytics
5 10 (34.48%) Problem-Solving
5 10 (34.48%) SQL
6 9 (31.03%) Data Analysis
7 8 (27.59%) Microsoft Excel
7 8 (27.59%) Dashboard Development
8 7 (24.14%) Agile Software Development
9 6 (20.69%) e-Learning
9 6 (20.69%) Degree
9 6 (20.69%) QA
9 6 (20.69%) Data Integration
9 6 (20.69%) R
9 6 (20.69%) Tableau
9 6 (20.69%) Big Data
9 6 (20.69%) Python
9 6 (20.69%) Service Delivery
9 6 (20.69%) Power BI
9 6 (20.69%) Coaching
9 6 (20.69%) Decision-Making
10 5 (17.24%) C#
10 5 (17.24%) Data Quality
10 5 (17.24%) Predictive Analytics
11 4 (13.79%) Web Analytics
11 4 (13.79%) Data Management

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:

Applications
1 8 (27.59%) Microsoft Excel
Business Applications
1 1 (3.45%) FastStats
1 1 (3.45%) SAP ERP
Database & Business Intelligence
1 14 (48.28%) QlikView
2 12 (41.38%) SAP BW
3 6 (20.69%) Big Data
3 6 (20.69%) Power BI
4 3 (10.34%) Oracle Database
5 2 (6.90%) NoSQL
5 2 (6.90%) RDBMS
5 2 (6.90%) Relational Database
6 1 (3.45%) DB2
6 1 (3.45%) Oracle Reports
6 1 (3.45%) Qlik Sense
6 1 (3.45%) SQL Server
General
1 2 (6.90%) Manufacturing
2 1 (3.45%) Finance
2 1 (3.45%) Marketing
Job Titles
1 21 (72.41%) Analyst
2 13 (44.83%) Data Analyst
3 8 (27.59%) Business Analyst
3 8 (27.59%) Business Intelligence Analyst
3 8 (27.59%) Data Analytics Analyst
4 6 (20.69%) Developer
4 6 (20.69%) IT Analyst
4 6 (20.69%) IT Trainer
4 6 (20.69%) Trainer
5 5 (17.24%) Business Intelligence Business Analyst
5 5 (17.24%) Data Business Analyst
6 3 (10.34%) Business Intelligence Data Analyst
6 3 (10.34%) Oracle Developer
7 2 (6.90%) Architect
7 2 (6.90%) C# Architect
7 2 (6.90%) QlikView Developer
7 2 (6.90%) Technical Architect
8 1 (3.45%) Database Developer
8 1 (3.45%) SQL Analyst
8 1 (3.45%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 3 (10.34%) .NET
1 3 (10.34%) ASP.NET
1 3 (10.34%) Web Services
Miscellaneous
1 6 (20.69%) e-Learning
2 4 (13.79%) Analytical Skills
3 2 (6.90%) Algorithms
Processes & Methodologies
1 19 (65.52%) Analytics
2 12 (41.38%) Business Intelligence
2 12 (41.38%) Data Analytics
2 12 (41.38%) Data Modelling
3 10 (34.48%) Problem-Solving
4 9 (31.03%) Data Analysis
5 8 (27.59%) Dashboard Development
6 7 (24.14%) Agile Software Development
7 6 (20.69%) Coaching
7 6 (20.69%) Data Integration
7 6 (20.69%) Decision-Making
7 6 (20.69%) Service Delivery
8 5 (17.24%) Predictive Analytics
9 4 (13.79%) Data Management
9 4 (13.79%) Web Analytics
10 3 (10.34%) Data Architecture
10 3 (10.34%) Master Data Management
11 2 (6.90%) Computer Science
11 2 (6.90%) Continuous Integration
11 2 (6.90%) Kanban
Programming Languages
1 10 (34.48%) SQL
2 6 (20.69%) Python
2 6 (20.69%) R
3 5 (17.24%) C#
4 3 (10.34%) PL/SQL
5 2 (6.90%) VBA
Qualifications
1 6 (20.69%) Degree
Quality Assurance & Compliance
1 6 (20.69%) QA
2 5 (17.24%) Data Quality
Vendors
1 15 (51.72%) SAP
2 6 (20.69%) Tableau
3 4 (13.79%) Oracle
4 1 (3.45%) Apteco
4 1 (3.45%) Microsoft