Period
to 25 September 2018

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 25 September 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 237 257 262
Rank change year-on-year +20 +5 +48
Permanent jobs citing Data Structures 103 113 95
As % of all permanent IT jobs advertised in the East of England 0.93% 0.96% 0.73%
As % of the Miscellaneous category 2.00% 2.10% 1.69%
Number of salaries quoted 90 87 75
East of England median annual salary £55,000 £50,000 £52,500
Median salary % change year-on-year +10.00% -4.76% +31.25%
10th Percentile £36,250 £32,500 £28,850
90th Percentile £72,500 £68,750 £90,000
England median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% +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 5,139 5,385 5,618
As % of all permanent IT jobs advertised in the East of England 46.26% 45.94% 43.14%
Number of salaries quoted 3,741 4,229 4,583
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +7.14%
10th Percentile £26,250 £25,750 £25,013
90th Percentile £72,500 £68,950 £68,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 25 September 2018.

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 25 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
Cambridgeshire +9 73 £55,000 +10.00% 9
Hertfordshire -14 15 £50,000 -9.09% 4
Essex +19 10 £60,000 +64.38% 1
Norfolk +17 3 £38,000 +1.33% 1
Bedfordshire -4 2 £35,000 -55.13% 1
Data Structures
England

For the 6 months to 25 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 East of England region with a requirement for Data Structures.

1 48 (46.60%) Algorithms
2 44 (42.72%) Java
3 38 (36.89%) Software Engineering
4 37 (35.92%) Agile Software Development
5 26 (25.24%) Git (software)
6 25 (24.27%) Amazon AWS
7 24 (23.30%) Unit Testing
8 23 (22.33%) NoSQL
8 23 (22.33%) Degree
9 22 (21.36%) JSON
10 21 (20.39%) SQL Server
10 21 (20.39%) SQL
10 21 (20.39%) Multithreading
10 21 (20.39%) Docker
11 20 (19.42%) Microsoft Azure
11 20 (19.42%) C++
12 19 (18.45%) MongoDB
12 19 (18.45%) Mathematics
12 19 (18.45%) Analytical Skills
13 18 (17.48%) HTML
13 18 (17.48%) C#
13 18 (17.48%) Python
14 17 (16.50%) Continuous Integration
14 17 (16.50%) RESTful
14 17 (16.50%) Machine Learning
14 17 (16.50%) Problem-Solving
15 16 (15.53%) Cloud Computing
15 16 (15.53%) Windows
16 15 (14.56%) OOP
16 15 (14.56%) Web Services

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 14 (13.59%) Elasticsearch
2 5 (4.85%) Apache
2 5 (4.85%) Cloud Foundry
3 3 (2.91%) Apache Spark
4 2 (1.94%) SAS
5 1 (0.97%) Apache Pig
Applications
1 4 (3.88%) Microsoft Excel
2 2 (1.94%) Microsoft Office
Business Applications
1 7 (6.80%) Salesforce.com CRM
2 2 (1.94%) Dynamics CRM
Cloud Services
1 25 (24.27%) Amazon AWS
2 20 (19.42%) Microsoft Azure
3 16 (15.53%) Cloud Computing
4 9 (8.74%) SaaS
5 3 (2.91%) Firebase
5 3 (2.91%) Google Cloud Platform
6 2 (1.94%) Dynamics 365
Communications & Networking
1 8 (7.77%) FTP
2 4 (3.88%) OpenFlow
3 1 (0.97%) 802.15
3 1 (0.97%) HTTP
3 1 (0.97%) Internet
3 1 (0.97%) TCP/IP
3 1 (0.97%) ZigBee
Database & Business Intelligence
1 23 (22.33%) NoSQL
2 21 (20.39%) SQL Server
3 19 (18.45%) MongoDB
4 14 (13.59%) HBase
5 13 (12.62%) SQL Server Reporting Services
6 12 (11.65%) Data Warehouse
7 11 (10.68%) Relational Database
8 10 (9.71%) SQL Server Integration Services
9 8 (7.77%) Enterprise Data Warehouse
9 8 (7.77%) Hadoop
10 7 (6.80%) Big Data
10 7 (6.80%) RDBMS
11 6 (5.83%) MySQL
11 6 (5.83%) PostgreSQL
12 5 (4.85%) SQL Server 2008
12 5 (4.85%) SQL Server Analysis Services
13 3 (2.91%) Cosmos DB
13 3 (2.91%) Microsoft Analysis Services
14 2 (1.94%) SQL Server 2005
14 2 (1.94%) SQL Server 2016
Development Applications
1 26 (25.24%) Git (software)
2 9 (8.74%) Mercurial
3 6 (5.83%) Maven
4 1 (0.97%) Gradle
4 1 (0.97%) JUnit
4 1 (0.97%) Subversion
General
1 5 (4.85%) Retail
2 2 (1.94%) Banking
2 2 (1.94%) Finance
2 2 (1.94%) Pharmaceutical
2 2 (1.94%) Telecoms
3 1 (0.97%) Advertising
3 1 (0.97%) Automotive
Job Titles
1 37 (35.92%) Developer
1 37 (35.92%) Software Engineer
2 17 (16.50%) C# Developer
3 10 (9.71%) Analyst
3 10 (9.71%) Architect
4 9 (8.74%) iOS Developer
4 9 (8.74%) Objective-C Developer
4 9 (8.74%) Python Engineer
4 9 (8.74%) Python Software Engineer
4 9 (8.74%) UI Developer
4 9 (8.74%) UI/UX Developer
4 9 (8.74%) UX Developer
5 8 (7.77%) Solutions Architect
6 7 (6.80%) Applications Support
6 7 (6.80%) Applications Support Analyst
6 7 (6.80%) IT Architect
6 7 (6.80%) Machine Learning Engineer
6 7 (6.80%) Support Analyst
7 6 (5.83%) Java Engineer
7 6 (5.83%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 22 (21.36%) JSON
2 18 (17.48%) HTML
3 17 (16.50%) RESTful
4 15 (14.56%) Web Services
5 11 (10.68%) CSS
5 11 (10.68%) jQuery
6 10 (9.71%) XML
7 9 (8.74%) .NET
7 9 (8.74%) Google Maps API
7 9 (8.74%) OAuth
7 9 (8.74%) OAuth2
7 9 (8.74%) Spring
8 6 (5.83%) Node.js
9 5 (4.85%) .NET Framework
9 5 (4.85%) Apache Commons
9 5 (4.85%) HTML5
9 5 (4.85%) OSGi
9 5 (4.85%) REST
9 5 (4.85%) SOAP
9 5 (4.85%) TensorFlow
Miscellaneous
1 48 (46.60%) Algorithms
2 19 (18.45%) Analytical Skills
3 15 (14.56%) Computer Science
4 9 (8.74%) Mobile App
4 9 (8.74%) User Experience
5 5 (4.85%) Enterprise Cloud
6 2 (1.94%) Enterprise Software
6 2 (1.94%) NHS
6 2 (1.94%) Robotics
6 2 (1.94%) Virtual Team
7 1 (0.97%) Analytical Mindset
7 1 (0.97%) Device Driver
7 1 (0.97%) Internet of Things
7 1 (0.97%) Self-Motivation
7 1 (0.97%) Smart City
Operating Systems
1 16 (15.53%) Windows
2 9 (8.74%) Apple iOS
3 8 (7.77%) Linux
4 7 (6.80%) Red Hat Enterprise Linux
Processes & Methodologies
1 38 (36.89%) Software Engineering
2 37 (35.92%) Agile Software Development
3 24 (23.30%) Unit Testing
4 21 (20.39%) Multithreading
5 19 (18.45%) Mathematics
6 17 (16.50%) Continuous Integration
6 17 (16.50%) Machine Learning
6 17 (16.50%) Problem-Solving
7 15 (14.56%) Mathematical Modelling
7 15 (14.56%) OOP
8 13 (12.62%) Project Management
8 13 (12.62%) Test Automation
9 12 (11.65%) SDLC
10 11 (10.68%) Artificial Intelligence
10 11 (10.68%) Microservices
11 9 (8.74%) CRM
11 9 (8.74%) Data Management
11 9 (8.74%) ETL
11 9 (8.74%) Mobile Development
11 9 (8.74%) OO
Programming Languages
1 44 (42.72%) Java
2 21 (20.39%) SQL
3 20 (19.42%) C++
4 18 (17.48%) C#
4 18 (17.48%) Python
5 11 (10.68%) JavaScript
5 11 (10.68%) T-SQL
6 9 (8.74%) Apple Swift
6 9 (8.74%) Objective-C
7 3 (2.91%) C
7 3 (2.91%) Kotlin
7 3 (2.91%) R
8 2 (1.94%) MATLAB
9 1 (0.97%) Embedded C
9 1 (0.97%) Java 8
9 1 (0.97%) PHP
9 1 (0.97%) Scala
Qualifications
1 23 (22.33%) Degree
2 10 (9.71%) Computer Science Degree
3 2 (1.94%) PhD
4 1 (0.97%) Numerate Degree
Quality Assurance & Compliance
1 3 (2.91%) Data Quality
2 1 (0.97%) QA
System Software
1 21 (20.39%) Docker
Systems Management
1 3 (2.91%) Kubernetes
Vendors
1 15 (14.56%) Microsoft
2 12 (11.65%) Google
3 9 (8.74%) Mapbox
4 7 (6.80%) Red Hat
4 7 (6.80%) Salesforce.com
5 6 (5.83%) Oracle
6 2 (1.94%) Tableau
7 1 (0.97%) IBM