Period
to 19 October 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Nottingham. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 19 October 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Nottinghamshire > Nottingham
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 90 121 113
Rank change year-on-year +31 -8 +18
Permanent jobs citing Data Structures 22 10 24
As % of all permanent IT jobs advertised in Nottingham 1.60% 0.56% 1.22%
As % of the Miscellaneous category 3.71% 1.33% 2.97%
Number of salaries quoted 19 10 19
Nottingham median annual salary £45,000 £50,000 £70,000
Median salary % change year-on-year -10.00% -28.57% +47.37%
10th Percentile £41,500 £37,000 £26,537
90th Percentile £65,000 £62,500 £75,000
Nottinghamshire median annual salary £45,000 £50,000 £70,000
% change year-on-year -10.00% -28.57% +47.37%

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 Nottingham with a requirement for generic IT skills.

All Generic IT Skills
Nottingham
Permanent vacancies with a requirement for generic IT skills 593 751 808
As % of all permanent IT jobs advertised in Nottingham 43.06% 41.84% 41.22%
Number of salaries quoted 462 631 642
Nottingham median annual salary £42,500 £42,500 £42,091
Median salary % change year-on-year - +0.97% +5.23%
10th Percentile £28,000 £25,000 £23,750
90th Percentile £74,875 £72,500 £72,375
Nottinghamshire median annual salary £42,500 £42,500 £41,500
% change year-on-year - +2.41% +3.75%

Data Structures
Job Vacancy Trend in Nottingham

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

Job vacancy trend for Data Structures in Nottingham

Data Structures
Salary Trend in Nottingham

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

Salary trend for Data Structures in Nottingham

Data Structures
Salary Histogram in Nottingham

The salary distribution of IT jobs citing Data Structures in Nottingham over the 6 months to 19 October 2018.

Salary histogram for Data Structures in Nottingham

For the 6 months to 19 October 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 Nottingham region with a requirement for Data Structures.

1 17 (77.27%) Business Intelligence
1 17 (77.27%) Power BI
2 11 (50.00%) C#
2 11 (50.00%) JSON
3 10 (45.45%) Release Management
3 10 (45.45%) SQL Server Reporting Services
3 10 (45.45%) Strategic Planning
3 10 (45.45%) Dynamics AX
3 10 (45.45%) Java
3 10 (45.45%) .NET
3 10 (45.45%) SQL Server
3 10 (45.45%) Python
3 10 (45.45%) Scrum
3 10 (45.45%) Microsoft
3 10 (45.45%) Dynamics 365
4 9 (40.91%) Finance
4 9 (40.91%) SQL
4 9 (40.91%) ERP
4 9 (40.91%) SOAP
4 9 (40.91%) Web Services
4 9 (40.91%) REST
4 9 (40.91%) X++
5 8 (36.36%) TDD
5 8 (36.36%) Microsoft Azure
5 8 (36.36%) NoSQL
6 7 (31.82%) R
6 7 (31.82%) Data Visualisation
6 7 (31.82%) Deep Learning
6 7 (31.82%) Data Analytics
6 7 (31.82%) Analytics

Data Structures
Co-occurring IT Skills in Nottingham 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 7 (31.82%) Apache Spark
Business Applications
1 10 (45.45%) Dynamics AX
Cloud Services
1 10 (45.45%) Dynamics 365
2 8 (36.36%) Microsoft Azure
3 2 (9.09%) npm
4 1 (4.55%) Amazon AWS
Database & Business Intelligence
1 17 (77.27%) Power BI
2 10 (45.45%) SQL Server
2 10 (45.45%) SQL Server Reporting Services
3 8 (36.36%) NoSQL
4 7 (31.82%) Big Data
4 7 (31.82%) Hadoop
5 2 (9.09%) PostgreSQL
Development Applications
1 7 (31.82%) Visual Studio
2 2 (9.09%) Git (software)
2 2 (9.09%) Subversion
2 2 (9.09%) webpack
3 1 (4.55%) Jenkins
General
1 9 (40.91%) Finance
2 6 (27.27%) Legal
3 4 (18.18%) French Language
3 4 (18.18%) German Language
Job Titles
1 12 (54.55%) Developer
2 10 (45.45%) Dynamics AX Developer
3 7 (31.82%) Big Data Engineer
3 7 (31.82%) Data Engineer
4 4 (18.18%) Development Engineer
4 4 (18.18%) Hadoop Engineer
5 2 (9.09%) Architect
5 2 (9.09%) Database Developer
5 2 (9.09%) Lead Architect
5 2 (9.09%) PostgreSQL Developer
6 1 (4.55%) DevOps Engineer
6 1 (4.55%) Linux DevOps Engineer
6 1 (4.55%) Linux Engineer
6 1 (4.55%) Linux/Unix DevOps
6 1 (4.55%) Operations Engineer
Libraries, Frameworks & Software Standards
1 11 (50.00%) JSON
2 10 (45.45%) .NET
3 9 (40.91%) REST
3 9 (40.91%) SOAP
3 9 (40.91%) Web Services
4 2 (9.09%) DOM
4 2 (9.09%) Immutable.js
4 2 (9.09%) Kafka
4 2 (9.09%) React
4 2 (9.09%) Redux
4 2 (9.09%) RESTful
5 1 (4.55%) Middleware
Miscellaneous
1 6 (27.27%) Analytical Skills
2 1 (4.55%) Algorithms
Operating Systems
1 3 (13.64%) Linux
2 1 (4.55%) Windows
Processes & Methodologies
1 17 (77.27%) Business Intelligence
2 10 (45.45%) Release Management
2 10 (45.45%) Scrum
2 10 (45.45%) Strategic Planning
3 9 (40.91%) ERP
4 8 (36.36%) TDD
5 7 (31.82%) Analytics
5 7 (31.82%) Big Data Analytics
5 7 (31.82%) Computational Intelligence
5 7 (31.82%) Data Analytics
5 7 (31.82%) Data Development
5 7 (31.82%) Data Visualisation
5 7 (31.82%) Deep Learning
5 7 (31.82%) Logistics
5 7 (31.82%) Machine Learning
5 7 (31.82%) MapReduce
5 7 (31.82%) MVC
5 7 (31.82%) Telematics
5 7 (31.82%) Visualisation
6 6 (27.27%) Data Protection
Programming Languages
1 11 (50.00%) C#
2 10 (45.45%) Java
2 10 (45.45%) Python
3 9 (40.91%) SQL
3 9 (40.91%) X++
4 7 (31.82%) MATLAB
4 7 (31.82%) R
4 7 (31.82%) Scala
5 3 (13.64%) JavaScript
6 1 (4.55%) Perl
6 1 (4.55%) PHP
6 1 (4.55%) PowerShell
6 1 (4.55%) Ruby
6 1 (4.55%) Shell Script
Quality Assurance & Compliance
1 7 (31.82%) Data Quality
2 2 (9.09%) QA
System Software
1 2 (9.09%) Docker
Systems Management
1 1 (4.55%) Ansible
1 1 (4.55%) Opscode Chef
1 1 (4.55%) Puppet
Vendors
1 10 (45.45%) Microsoft
2 7 (31.82%) Cloudera
2 7 (31.82%) Tableau
3 2 (9.09%) Oracle