Period
to 18 December 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridgeshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 December 2018 with a comparison to the same period over the previous 2 years.

Data Structures
East of England > Cambridgeshire
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 132 142 141
Rank change year-on-year +10 -1 -47
Permanent jobs citing Data Structures 48 71 43
As % of all permanent IT jobs advertised in Cambridgeshire 1.57% 1.64% 1.25%
As % of the Miscellaneous category 3.26% 3.59% 3.18%
Number of salaries quoted 38 30 32
Cambridgeshire median annual salary £57,500 £50,000 £31,500
Median salary % change year-on-year +15.00% +58.73% -21.25%
10th Percentile £32,500 £37,500 £18,000
90th Percentile £72,500 £68,750 £61,250
East of England median annual salary £50,000 £50,000 £50,000

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 Cambridgeshire with a requirement for generic IT skills.

All Generic IT Skills
Cambridgeshire
Permanent vacancies with a requirement for generic IT skills 1,472 1,976 1,353
As % of all permanent IT jobs advertised in Cambridgeshire 47.99% 45.53% 39.46%
Number of salaries quoted 1,039 1,418 1,110
Cambridgeshire median annual salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11% +5.88%
10th Percentile £27,500 £30,000 £26,250
90th Percentile £72,500 £75,000 £67,500
East of England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Data Structures
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Data Structures in Cambridgeshire

Data Structures
Salary Trend in Cambridgeshire

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

Salary trend for Data Structures in Cambridgeshire

Data Structures
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Structures in Cambridgeshire over the 6 months to 18 December 2018.

Salary histogram for Data Structures in Cambridgeshire

Data Structures
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Cambridgeshire region over the 6 months to 18 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
Cambridge +12 37 £61,250 +22.50% 6
Peterborough - 7 £42,375 - 1
Data Structures
East of England

For the 6 months to 18 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 Cambridgeshire region with a requirement for Data Structures.

1 29 (60.42%) Software Engineering
2 27 (56.25%) Algorithms
3 26 (54.17%) Agile Software Development
4 21 (43.75%) Java
5 17 (35.42%) Unit Testing
6 16 (33.33%) Test Automation
7 15 (31.25%) SQL
8 14 (29.17%) Web Services
9 12 (25.00%) Amazon AWS
9 12 (25.00%) Computer Science
10 11 (22.92%) JSON
10 11 (22.92%) Microsoft Azure
10 11 (22.92%) Continuous Integration
10 11 (22.92%) Microsoft
11 10 (20.83%) JavaScript
11 10 (20.83%) CSS
11 10 (20.83%) HTML
11 10 (20.83%) jQuery
11 10 (20.83%) Multithreading
11 10 (20.83%) Data Management
12 9 (18.75%) Degree
12 9 (18.75%) NoSQL
12 9 (18.75%) Windows
12 9 (18.75%) Computer Science Degree
13 8 (16.67%) Spring
14 7 (14.58%) MongoDB
14 7 (14.58%) RESTful
14 7 (14.58%) OOP
14 7 (14.58%) MVC
14 7 (14.58%) Kubernetes

Data Structures
Co-occurring IT Skills in Cambridgeshire 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 5 (10.42%) Cloud Foundry
1 5 (10.42%) Elasticsearch
2 4 (8.33%) Apache
3 2 (4.17%) SAS
Applications
1 4 (8.33%) Microsoft Excel
2 2 (4.17%) Microsoft Office
Business Applications
1 2 (4.17%) Dynamics CRM
Cloud Services
1 12 (25.00%) Amazon AWS
2 11 (22.92%) Microsoft Azure
3 6 (12.50%) Firebase
3 6 (12.50%) Google Cloud Platform
4 5 (10.42%) Cloud Computing
5 2 (4.17%) Dynamics 365
Communications & Networking
1 1 (2.08%) Software-Defined Networking
1 1 (2.08%) SSL
Database & Business Intelligence
1 9 (18.75%) NoSQL
2 7 (14.58%) MongoDB
3 6 (12.50%) SQL Server Integration Services
3 6 (12.50%) SQL Server Reporting Services
4 5 (10.42%) HBase
4 5 (10.42%) MySQL
5 4 (8.33%) Big Data
5 4 (8.33%) Hadoop
5 4 (8.33%) PostgreSQL
5 4 (8.33%) SQL Server
6 3 (6.25%) Microsoft Analysis Services
6 3 (6.25%) QlikView
6 3 (6.25%) SQL Server 2008
6 3 (6.25%) SQL Server Analysis Services
7 2 (4.17%) Base SAS
7 2 (4.17%) Data Warehouse
7 2 (4.17%) Relational Database
8 1 (2.08%) Amazon Redshift
8 1 (2.08%) Power BI
8 1 (2.08%) SQL Server 2016
Development Applications
1 6 (12.50%) Git (software)
1 6 (12.50%) Maven
2 2 (4.17%) Gradle
2 2 (4.17%) JUnit
3 1 (2.08%) Jenkins
3 1 (2.08%) Selenium
3 1 (2.08%) Subversion
3 1 (2.08%) Travis CI
General
1 5 (10.42%) Finance
2 2 (4.17%) Marketing
2 2 (4.17%) Pharmaceutical
3 1 (2.08%) Advertising
3 1 (2.08%) Banking
Job Titles
1 27 (56.25%) Software Engineer
2 10 (20.83%) Developer
3 6 (12.50%) C# Developer
4 5 (10.42%) Java Engineer
4 5 (10.42%) Java Software Engineer
5 4 (8.33%) Analyst
5 4 (8.33%) JavaScript Engineer
5 4 (8.33%) Senior Software Engineer
6 3 (6.25%) Business Intelligence Analyst
6 3 (6.25%) Data Engineer
6 3 (6.25%) Lead Software Engineer
7 2 (4.17%) Architect
7 2 (4.17%) Business Intelligence Developer
7 2 (4.17%) Data Architect
7 2 (4.17%) Junior
7 2 (4.17%) Machine Learning Engineer
7 2 (4.17%) Programmer
7 2 (4.17%) Python Software Engineer
7 2 (4.17%) SAS Programmer
7 2 (4.17%) Senior Developer
Libraries, Frameworks & Software Standards
1 14 (29.17%) Web Services
2 11 (22.92%) JSON
3 10 (20.83%) CSS
3 10 (20.83%) HTML
3 10 (20.83%) jQuery
4 8 (16.67%) Spring
5 7 (14.58%) RESTful
6 6 (12.50%) REST
6 6 (12.50%) TensorFlow
7 5 (10.42%) Node.js
8 4 (8.33%) Apache Commons
8 4 (8.33%) Hibernate
8 4 (8.33%) HTML5
8 4 (8.33%) OSGi
8 4 (8.33%) SOAP
8 4 (8.33%) WSDL
9 3 (6.25%) JDBC
9 3 (6.25%) JPA
9 3 (6.25%) Polymer
9 3 (6.25%) Web Components
Miscellaneous
1 27 (56.25%) Algorithms
2 5 (10.42%) Analytical Skills
2 5 (10.42%) Enterprise Cloud
3 4 (8.33%) Virtual Team
4 3 (6.25%) Enterprise Software
5 1 (2.08%) Blog
5 1 (2.08%) Life Science
5 1 (2.08%) PKI
Operating Systems
1 9 (18.75%) Windows
2 2 (4.17%) Linux
Processes & Methodologies
1 29 (60.42%) Software Engineering
2 26 (54.17%) Agile Software Development
3 17 (35.42%) Unit Testing
4 16 (33.33%) Test Automation
5 12 (25.00%) Computer Science
6 11 (22.92%) Continuous Integration
7 10 (20.83%) Data Management
7 10 (20.83%) Multithreading
8 7 (14.58%) DevOps
8 7 (14.58%) MVC
8 7 (14.58%) OOP
9 6 (12.50%) ETL
9 6 (12.50%) Mathematical Modelling
9 6 (12.50%) Mathematics
10 5 (10.42%) Biometrics
10 5 (10.42%) Business Intelligence
10 5 (10.42%) Data Modelling
10 5 (10.42%) Machine Learning
10 5 (10.42%) Scrum
10 5 (10.42%) Technical Leadership
Programming Languages
1 21 (43.75%) Java
2 15 (31.25%) SQL
3 10 (20.83%) JavaScript
4 6 (12.50%) C#
4 6 (12.50%) Kotlin
4 6 (12.50%) Python
4 6 (12.50%) T-SQL
5 5 (10.42%) C++
6 1 (2.08%) Groovy
6 1 (2.08%) Java 8
6 1 (2.08%) Perl
6 1 (2.08%) PHP
6 1 (2.08%) Ruby
Qualifications
1 9 (18.75%) Computer Science Degree
1 9 (18.75%) Degree
Quality Assurance & Compliance
1 2 (4.17%) Data Quality
System Software
1 7 (14.58%) Docker
2 1 (2.08%) Active Directory
Systems Management
1 7 (14.58%) Kubernetes
2 2 (4.17%) Ansible
3 1 (2.08%) Opscode Chef
3 1 (2.08%) Puppet
3 1 (2.08%) Single Sign-On
Vendors
1 11 (22.92%) Microsoft
2 6 (12.50%) Google
3 5 (10.42%) Oracle
4 2 (4.17%) Salesforce.com
5 1 (2.08%) IBM
5 1 (2.08%) Tableau