Period
to 24 September 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Nottinghamshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 24 September 2018 with a comparison to the same period over the previous 2 years.

Data Structures
East Midlands > Nottinghamshire
6 months to
24 Sep 2018
Same period 2017 Same period 2016
Rank 94 128 125
Rank change year-on-year +34 -3 +30
Permanent jobs citing Data Structures 27 10 19
As % of all permanent IT jobs advertised in Nottinghamshire 1.74% 0.52% 0.84%
As % of the Miscellaneous category 4.26% 1.19% 2.03%
Number of salaries quoted 24 10 16
Nottinghamshire median annual salary £50,000 £50,000 £70,000
Median salary % change year-on-year - -28.57% +40.00%
10th Percentile £42,500 £31,875 £26,537
90th Percentile £65,000 £62,500 £75,000
East Midlands median annual salary £45,000 £40,000 £50,000
% change year-on-year +12.50% -20.00% +56.25%

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 Nottinghamshire with a requirement for generic IT skills.

All Generic IT Skills
Nottinghamshire
Permanent vacancies with a requirement for generic IT skills 634 838 934
As % of all permanent IT jobs advertised in Nottinghamshire 40.75% 43.20% 41.47%
Number of salaries quoted 500 693 755
Nottinghamshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £26,250 £24,000 £23,676
90th Percentile £72,500 £71,250 £65,000
East Midlands median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

Data Structures
Job Vacancy Trend in Nottinghamshire

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

Job vacancy trend for Data Structures in Nottinghamshire

Data Structures
Salary Trend in Nottinghamshire

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

Salary trend for Data Structures in Nottinghamshire

Data Structures
Salary Histogram in Nottinghamshire

The salary distribution of IT jobs citing Data Structures in Nottinghamshire over the 6 months to 24 September 2018.

Salary histogram for Data Structures in Nottinghamshire

Data Structures
Job Locations in Nottinghamshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Nottinghamshire region over the 6 months to 24 September 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
Nottingham +48 27 £50,000 - 3
Data Structures
East Midlands

For the 6 months to 24 September 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 Nottinghamshire region with a requirement for Data Structures.

1 17 (62.96%) Business Intelligence
1 17 (62.96%) Power BI
2 14 (51.85%) Python
2 14 (51.85%) C#
2 14 (51.85%) Java
3 13 (48.15%) Scrum
4 12 (44.44%) NoSQL
5 11 (40.74%) Microsoft Azure
5 11 (40.74%) Finance
5 11 (40.74%) TDD
5 11 (40.74%) SQL Server Reporting Services
5 11 (40.74%) Dynamics AX
5 11 (40.74%) JSON
5 11 (40.74%) Microsoft
5 11 (40.74%) SQL
5 11 (40.74%) SQL Server
6 10 (37.04%) .NET
6 10 (37.04%) X++
6 10 (37.04%) Strategic Planning
6 10 (37.04%) Release Management
6 10 (37.04%) Dynamics 365
7 9 (33.33%) REST
7 9 (33.33%) SOAP
7 9 (33.33%) Web Services
7 9 (33.33%) ERP
8 8 (29.63%) Logistics
9 7 (25.93%) Telematics
9 7 (25.93%) Scala
9 7 (25.93%) Hadoop
9 7 (25.93%) Visualisation

Data Structures
Co-occurring IT Skills in Nottinghamshire 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 (25.93%) Apache Spark
Applications
1 1 (3.70%) Microsoft Office
Business Applications
1 11 (40.74%) Dynamics AX
Cloud Services
1 11 (40.74%) Microsoft Azure
2 10 (37.04%) Dynamics 365
3 5 (18.52%) Amazon AWS
4 2 (7.41%) npm
5 1 (3.70%) Google Cloud Platform
5 1 (3.70%) Office 365
Database & Business Intelligence
1 17 (62.96%) Power BI
2 12 (44.44%) NoSQL
3 11 (40.74%) SQL Server
3 11 (40.74%) SQL Server Reporting Services
4 7 (25.93%) Big Data
4 7 (25.93%) Hadoop
5 2 (7.41%) PostgreSQL
6 1 (3.70%) MongoDB
Development Applications
1 7 (25.93%) Visual Studio
2 4 (14.81%) Jenkins
3 3 (11.11%) Git (software)
4 2 (7.41%) Subversion
4 2 (7.41%) webpack
5 1 (3.70%) Mercurial
General
1 11 (40.74%) Finance
2 6 (22.22%) Legal
3 4 (14.81%) French Language
3 4 (14.81%) German Language
Job Titles
1 13 (48.15%) Developer
2 10 (37.04%) Dynamics AX Developer
3 7 (25.93%) Big Data Engineer
3 7 (25.93%) Data Engineer
4 4 (14.81%) Development Engineer
4 4 (14.81%) DevOps Engineer
4 4 (14.81%) Hadoop Engineer
4 4 (14.81%) Linux DevOps Engineer
4 4 (14.81%) Linux Engineer
4 4 (14.81%) Linux/Unix DevOps
4 4 (14.81%) Operations Engineer
5 2 (7.41%) Architect
5 2 (7.41%) Database Developer
5 2 (7.41%) Lead Architect
5 2 (7.41%) PostgreSQL Developer
6 1 (3.70%) Analyst
6 1 (3.70%) Developer in Test
6 1 (3.70%) Support Analyst
6 1 (3.70%) Technical Support
6 1 (3.70%) Technical Support Analyst
Libraries, Frameworks & Software Standards
1 11 (40.74%) JSON
2 10 (37.04%) .NET
3 9 (33.33%) REST
3 9 (33.33%) SOAP
3 9 (33.33%) Web Services
4 4 (14.81%) Middleware
5 2 (7.41%) DOM
5 2 (7.41%) Immutable.js
5 2 (7.41%) Kafka
5 2 (7.41%) React
5 2 (7.41%) Redux
5 2 (7.41%) RESTful
Miscellaneous
1 6 (22.22%) Analytical Skills
2 5 (18.52%) Algorithms
Operating Systems
1 6 (22.22%) Linux
2 5 (18.52%) Windows
Processes & Methodologies
1 17 (62.96%) Business Intelligence
2 13 (48.15%) Scrum
3 11 (40.74%) TDD
4 10 (37.04%) Release Management
4 10 (37.04%) Strategic Planning
5 9 (33.33%) ERP
6 8 (29.63%) Logistics
7 7 (25.93%) Analytics
7 7 (25.93%) Big Data Analytics
7 7 (25.93%) Computational Intelligence
7 7 (25.93%) Data Analytics
7 7 (25.93%) Data Development
7 7 (25.93%) Data Visualisation
7 7 (25.93%) Deep Learning
7 7 (25.93%) Machine Learning
7 7 (25.93%) MapReduce
7 7 (25.93%) MVC
7 7 (25.93%) Telematics
7 7 (25.93%) Visualisation
8 6 (22.22%) Service Delivery
Programming Languages
1 14 (51.85%) C#
1 14 (51.85%) Java
1 14 (51.85%) Python
2 11 (40.74%) SQL
3 10 (37.04%) X++
4 7 (25.93%) MATLAB
4 7 (25.93%) R
4 7 (25.93%) Scala
5 6 (22.22%) JavaScript
6 5 (18.52%) Ruby
7 4 (14.81%) Perl
7 4 (14.81%) PHP
7 4 (14.81%) PowerShell
7 4 (14.81%) Shell Script
Quality Assurance & Compliance
1 7 (25.93%) Data Quality
2 2 (7.41%) QA
System Software
1 2 (7.41%) Docker
Systems Management
1 5 (18.52%) Opscode Chef
2 4 (14.81%) Ansible
2 4 (14.81%) Puppet
Vendors
1 11 (40.74%) Microsoft
2 7 (25.93%) Cloudera
2 7 (25.93%) Tableau
3 2 (7.41%) Oracle
4 1 (3.70%) Google