Period
to 15 December 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 15 December 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Nottinghamshire > Nottingham
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 93 133 122
Rank change year-on-year +40 -11 +8
Permanent jobs citing Data Structures 15 9 21
As % of all permanent IT jobs advertised in Nottingham 1.23% 0.49% 1.03%
As % of the Miscellaneous category 2.94% 1.31% 2.66%
Number of salaries quoted 12 9 19
Nottingham median annual salary £47,500 £50,000 £70,000
Median salary % change year-on-year -5.00% -28.57% +24.44%
10th Percentile £38,000 £44,500 £26,537
90th Percentile £65,000 £62,500 £75,000
Nottinghamshire median annual salary £47,500 £50,000 £70,000
% change year-on-year -5.00% -28.57% +33.33%

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 511 685 789
As % of all permanent IT jobs advertised in Nottingham 42.02% 37.29% 38.62%
Number of salaries quoted 399 574 655
Nottingham median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +12.50%
10th Percentile £29,650 £26,250 £23,750
90th Percentile £73,750 £71,250 £75,000
Nottinghamshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 15 December 2018.

Salary histogram for Data Structures in Nottingham

For the 6 months to 15 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 Nottingham region with a requirement for Data Structures.

1 11 (73.33%) Business Intelligence
1 11 (73.33%) Power BI
2 9 (60.00%) Python
2 9 (60.00%) Java
2 9 (60.00%) SQL
3 7 (46.67%) MATLAB
3 7 (46.67%) TDD
3 7 (46.67%) Logistics
3 7 (46.67%) Scala
3 7 (46.67%) Hadoop
3 7 (46.67%) Visualisation
3 7 (46.67%) MapReduce
3 7 (46.67%) Tableau
3 7 (46.67%) Data Quality
3 7 (46.67%) Machine Learning
3 7 (46.67%) Big Data
3 7 (46.67%) Big Data Analytics
3 7 (46.67%) Cloudera
3 7 (46.67%) NoSQL
3 7 (46.67%) R
3 7 (46.67%) Data Visualisation
3 7 (46.67%) Data Analytics
3 7 (46.67%) Analytics
3 7 (46.67%) Deep Learning
3 7 (46.67%) Telematics
3 7 (46.67%) Apache Spark
3 7 (46.67%) Computational Intelligence
3 7 (46.67%) Data Development
4 6 (40.00%) JSON
5 4 (26.67%) Finance

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 (46.67%) Apache Spark
Business Applications
1 4 (26.67%) Dynamics AX
Cloud Services
1 4 (26.67%) Dynamics 365
2 3 (20.00%) Microsoft Azure
3 2 (13.33%) npm
Database & Business Intelligence
1 11 (73.33%) Power BI
2 7 (46.67%) Big Data
2 7 (46.67%) Hadoop
2 7 (46.67%) NoSQL
3 4 (26.67%) SQL Server
3 4 (26.67%) SQL Server Reporting Services
4 2 (13.33%) PostgreSQL
Development Applications
1 3 (20.00%) Visual Studio
2 2 (13.33%) Git (software)
2 2 (13.33%) Subversion
2 2 (13.33%) webpack
General
1 4 (26.67%) Finance
1 4 (26.67%) French Language
1 4 (26.67%) German Language
2 3 (20.00%) Legal
Job Titles
1 7 (46.67%) Big Data Engineer
1 7 (46.67%) Data Engineer
2 6 (40.00%) Developer
3 4 (26.67%) Development Engineer
3 4 (26.67%) Dynamics AX Developer
3 4 (26.67%) Hadoop Engineer
4 2 (13.33%) Architect
4 2 (13.33%) Database Developer
4 2 (13.33%) Lead Architect
4 2 (13.33%) PostgreSQL Developer
Libraries, Frameworks & Software Standards
1 6 (40.00%) JSON
2 4 (26.67%) .NET
2 4 (26.67%) REST
2 4 (26.67%) SOAP
2 4 (26.67%) Web Services
3 2 (13.33%) DOM
3 2 (13.33%) Immutable.js
3 2 (13.33%) Kafka
3 2 (13.33%) React
3 2 (13.33%) Redux
3 2 (13.33%) RESTful
Miscellaneous
1 3 (20.00%) Analytical Skills
Operating Systems
1 2 (13.33%) Linux
Processes & Methodologies
1 11 (73.33%) Business Intelligence
2 7 (46.67%) Analytics
2 7 (46.67%) Big Data Analytics
2 7 (46.67%) Computational Intelligence
2 7 (46.67%) Data Analytics
2 7 (46.67%) Data Development
2 7 (46.67%) Data Visualisation
2 7 (46.67%) Deep Learning
2 7 (46.67%) Logistics
2 7 (46.67%) Machine Learning
2 7 (46.67%) MapReduce
2 7 (46.67%) TDD
2 7 (46.67%) Telematics
2 7 (46.67%) Visualisation
3 4 (26.67%) ERP
3 4 (26.67%) Release Management
3 4 (26.67%) Scrum
3 4 (26.67%) Strategic Planning
4 3 (20.00%) MVC
4 3 (20.00%) Service Delivery
Programming Languages
1 9 (60.00%) Java
1 9 (60.00%) Python
1 9 (60.00%) SQL
2 7 (46.67%) MATLAB
2 7 (46.67%) R
2 7 (46.67%) Scala
3 4 (26.67%) C#
3 4 (26.67%) X++
4 2 (13.33%) JavaScript
Quality Assurance & Compliance
1 7 (46.67%) Data Quality
2 2 (13.33%) QA
System Software
1 2 (13.33%) Docker
Vendors
1 7 (46.67%) Cloudera
1 7 (46.67%) Tableau
2 4 (26.67%) Microsoft
3 2 (13.33%) Oracle