Period
to 18 June 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the East of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 June 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
18 Jun 2019
Same period 2018 Same period 2017
Rank 234 250 258
Rank change year-on-year +16 +8 -6
Permanent jobs citing Data Structures 42 114 101
As % of all permanent IT jobs advertised in the East of England 0.55% 0.93% 0.83%
As % of the Miscellaneous category 1.41% 2.36% 2.20%
Number of salaries quoted 18 96 90
East of England median annual salary £46,000 £55,000 £50,000
Median salary % change year-on-year -16.36% +10.00% -
10th Percentile £29,700 £40,000 £32,500
90th Percentile £85,000 £70,000 £67,500
England median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% -

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 the East of England with a requirement for generic IT skills.

All Generic IT Skills
East of England
Permanent vacancies with a requirement for generic IT skills 2,984 4,837 4,591
As % of all permanent IT jobs advertised in the East of England 39.35% 39.59% 37.73%
Number of salaries quoted 2,191 3,482 3,568
East of England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,000 £26,750 £25,250
90th Percentile £75,000 £71,250 £67,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -

Data Structures
Job Vacancy Trend in the East of England

Job postings citing Data Structures as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Data Structures in the East of England

Data Structures
Salary Trend in the East of England

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

Salary trend for Data Structures in the East of England

Data Structures
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Structures in the East of England over the 6 months to 18 June 2019.

Salary histogram for Data Structures in the East of England

Data Structures
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the East of England region over the 6 months to 18 June 2019. 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
Cambridgeshire +11 22 £75,000 +36.36% 1
Hertfordshire +36 15 £30,000 -40.00%
Suffolk +34 2 £80,000 +220.00%
Essex +23 2 £36,404 -39.33%
Bedfordshire +4 1 £80,000 +77.78%
Data Structures
England

For the 6 months to 18 June 2019, 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 East of England region with a requirement for Data Structures.

1 21 (50.00%) Scrum
2 20 (47.62%) Amazon AWS
3 18 (42.86%) Algorithms
4 17 (40.48%) Analytical Skills
4 17 (40.48%) Linux
5 16 (38.10%) XML
5 16 (38.10%) SOAP
5 16 (38.10%) HTML
5 16 (38.10%) Project Management
5 16 (38.10%) TDD
5 16 (38.10%) WorldPay
5 16 (38.10%) API Testing
5 16 (38.10%) Defect Tracking
5 16 (38.10%) Gherkin
5 16 (38.10%) BDD
5 16 (38.10%) REST
5 16 (38.10%) QA
5 16 (38.10%) Kanban
5 16 (38.10%) Test Automation
5 16 (38.10%) Virtual Team
5 16 (38.10%) Problem-Solving
6 15 (35.71%) Docker
7 14 (33.33%) Salesforce.com CRM
7 14 (33.33%) Red Hat Enterprise Linux
7 14 (33.33%) SaaS
7 14 (33.33%) Degree
7 14 (33.33%) Red Hat
7 14 (33.33%) Salesforce.com
7 14 (33.33%) CRM
7 14 (33.33%) Java

Data Structures
Co-occurring IT Skills in the East of England 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 4 (9.52%) Apache Spark
2 3 (7.14%) Elasticsearch
3 1 (2.38%) Apache Airflow
3 1 (2.38%) Luigi
3 1 (2.38%) nginx
Business Applications
1 14 (33.33%) Salesforce.com CRM
2 1 (2.38%) Oracle SCM
2 1 (2.38%) SAP APO
2 1 (2.38%) SAP SCM
Cloud Services
1 20 (47.62%) Amazon AWS
2 14 (33.33%) SaaS
3 4 (9.52%) Amazon EMR
4 3 (7.14%) Amazon S3
4 3 (7.14%) Amazon SQS
5 2 (4.76%) AWS Lambda
5 2 (4.76%) Serverless
6 1 (2.38%) Amazon EC2
6 1 (2.38%) Amazon Kinesis
6 1 (2.38%) Microsoft Azure
Database & Business Intelligence
1 14 (33.33%) SQL Server
2 6 (14.29%) Big Data
3 5 (11.90%) Relational Database
4 4 (9.52%) Amazon Redshift
5 3 (7.14%) Amazon Aurora
5 3 (7.14%) Apache Hive
5 3 (7.14%) Data Warehouse
5 3 (7.14%) Hadoop
5 3 (7.14%) MySQL
5 3 (7.14%) PostgreSQL
5 3 (7.14%) Star Schema
6 2 (4.76%) Data Lake
6 2 (4.76%) RDBMS
6 2 (4.76%) SQL Server Integration Services
7 1 (2.38%) Amazon Athena
7 1 (2.38%) Amazon RDS
7 1 (2.38%) Data Mining
Development Applications
1 3 (7.14%) Git (software)
1 3 (7.14%) Jenkins
1 3 (7.14%) Sonatype Nexus
2 1 (2.38%) GitLab
2 1 (2.38%) JIRA
General
1 2 (4.76%) Humanities
1 2 (4.76%) Social Science
2 1 (2.38%) Manufacturing
2 1 (2.38%) Retail
Job Titles
1 16 (38.10%) Analyst
1 16 (38.10%) Senior Software Tester
1 16 (38.10%) Senior Tester
1 16 (38.10%) Software Tester
1 16 (38.10%) Tester
2 14 (33.33%) Support Analyst
3 11 (26.19%) Applications Support
3 11 (26.19%) Applications Support Analyst
4 2 (4.76%) Architect
4 2 (4.76%) AWS Architect
4 2 (4.76%) Business Analyst
4 2 (4.76%) Data Architect
4 2 (4.76%) Developer
4 2 (4.76%) SaaS Analyst
4 2 (4.76%) Technical Analyst
4 2 (4.76%) Technical Support
4 2 (4.76%) Technical Support Analyst
4 2 (4.76%) Web Developer
5 1 (2.38%) Senior Scrum Master
5 1 (2.38%) Supply Chain Business Analyst
Libraries, Frameworks & Software Standards
1 16 (38.10%) Gherkin
1 16 (38.10%) HTML
1 16 (38.10%) REST
1 16 (38.10%) SOAP
1 16 (38.10%) XML
2 4 (9.52%) JSON
3 2 (4.76%) CSS
3 2 (4.76%) CSS3
3 2 (4.76%) Ember.js
3 2 (4.76%) HTML5
3 2 (4.76%) React
3 2 (4.76%) Vue.js
4 1 (2.38%) Natural Language Processing
4 1 (2.38%) PySpark
4 1 (2.38%) Web Services
Miscellaneous
1 18 (42.86%) Algorithms
2 17 (40.48%) Analytical Skills
3 16 (38.10%) Virtual Team
4 2 (4.76%) Smart Energy
4 2 (4.76%) Smart Meter
4 2 (4.76%) User Experience
5 1 (2.38%) Cloud Native
Operating Systems
1 17 (40.48%) Linux
2 14 (33.33%) Red Hat Enterprise Linux
Processes & Methodologies
1 21 (50.00%) Scrum
2 16 (38.10%) API Testing
2 16 (38.10%) BDD
2 16 (38.10%) Defect Tracking
2 16 (38.10%) Kanban
2 16 (38.10%) Problem-Solving
2 16 (38.10%) Project Management
2 16 (38.10%) TDD
2 16 (38.10%) Test Automation
3 14 (33.33%) CRM
4 6 (14.29%) Agile Software Development
4 6 (14.29%) Analytics
5 5 (11.90%) ETL
6 4 (9.52%) Data Analysis
7 3 (7.14%) Continuous Integration
7 3 (7.14%) Data Modelling
7 3 (7.14%) High Availability
7 3 (7.14%) Machine Learning
7 3 (7.14%) Technical Leadership
7 3 (7.14%) Visualisation
Programming Languages
1 14 (33.33%) Java
2 6 (14.29%) JavaScript
3 4 (9.52%) Python
4 2 (4.76%) SQL
5 1 (2.38%) C
5 1 (2.38%) C++
5 1 (2.38%) Go
Qualifications
1 14 (33.33%) Degree
2 1 (2.38%) Computer Science Degree
Quality Assurance & Compliance
1 16 (38.10%) QA
2 2 (4.76%) PMO
System Software
1 15 (35.71%) Docker
Systems Management
1 1 (2.38%) Ansible
1 1 (2.38%) Docker Swarm
1 1 (2.38%) Kubernetes
1 1 (2.38%) Terraform
Vendors
1 16 (38.10%) WorldPay
2 14 (33.33%) Red Hat
2 14 (33.33%) Salesforce.com
3 2 (4.76%) Alteryx
4 1 (2.38%) Infor
4 1 (2.38%) Oracle
4 1 (2.38%) SAP
4 1 (2.38%) Tableau