Period
to 4 June 2020

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 4 June 2020 with a comparison to the same period over the previous 2 years.

Data Structures
UK > England
6 months to
4 Jun 2020
Same period 2019 Same period 2018
Rank 279 314 354
Rank change year-on-year +35 +40 +4
Permanent jobs citing Data Structures 899 1,394 1,453
As % of all permanent jobs advertised in England 1.12% 1.05% 0.91%
As % of the Miscellaneous category 2.86% 2.68% 2.33%
Number of salaries quoted 732 1,058 1,128
Median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £37,600 £36,250 £37,500
90th Percentile £100,900 £94,125 £101,250
UK median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +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 England with a requirement for generic IT skills.

All Generic IT Skills
England
Permanent vacancies with a requirement for generic IT skills 31,449 52,056 62,357
As % of all permanent IT jobs advertised in England 39.20% 39.38% 38.90%
Number of salaries quoted 24,345 39,102 48,263
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £31,250 £29,750 £28,750
90th Percentile £95,000 £87,500 £85,000
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Data Structures
Job Vacancy Trend in England

Job postings citing Data Structures as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Structures in England

Data Structures
Salary Trend in England

3-month moving average salary quoted in jobs citing Data Structures in England.

Salary trend for Data Structures in England

Data Structures
Salary Histogram in England

Salary distribution for jobs citing Data Structures in England over the 6 months to 4 June 2020.

Salary histogram for Data Structures in England

Data Structures
Job Locations in 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 England region over the 6 months to 4 June 2020. 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
London +14 578 £67,500 -3.57% 59
North of England +63 114 £50,000 -9.09% 14
South East +22 77 £57,500 +4.55% 11
North West +29 72 £50,000 -20.00% 7
Midlands +89 52 £41,250 -2.94% 6
South West +68 40 £46,250 +10.12% 10
East of England +79 36 £45,816 +11.20% 13
West Midlands +61 29 £45,000 +12.50% 4
Yorkshire +82 25 £47,500 +5.56% 2
East Midlands +56 23 £35,000 -17.65% 2
North East +22 17 £56,499 +7.62% 5
South Coast - 1 £50,000 -
Data Structures
UK

For the 6 months to 4 June 2020, 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 England region with a requirement for Data Structures.

1 381 (42.38%) SQL
2 347 (38.60%) Algorithms
3 318 (35.37%) Agile Software Development
4 296 (32.93%) Java
5 285 (31.70%) Python
6 283 (31.48%) Finance
7 225 (25.03%) Computer Science
8 198 (22.02%) Software Engineering
9 194 (21.58%) OO
10 187 (20.80%) C#
11 179 (19.91%) Analytics
12 176 (19.58%) AWS
13 173 (19.24%) Business Intelligence
14 170 (18.91%) JavaScript
15 168 (18.69%) Data Modelling
16 161 (17.91%) TDD
17 160 (17.80%) Relational Database
18 159 (17.69%) ETL
18 159 (17.69%) Data Warehouse
19 152 (16.91%) SQL Server
20 136 (15.13%) Analytical Skills
21 131 (14.57%) Degree
21 131 (14.57%) Problem-Solving
22 128 (14.24%) Azure
23 127 (14.13%) Docker
24 118 (13.13%) C++
25 117 (13.01%) Big Data
26 116 (12.90%) Data Science
27 115 (12.79%) DevOps
28 112 (12.46%) Kubernetes

Data Structures
Co-occurring IT Skills in 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 55 (6.12%) Apache Spark
2 44 (4.89%) Apache
3 23 (2.56%) Confluence
4 22 (2.45%) Apache Airflow
5 16 (1.78%) Luigi
6 14 (1.56%) SAS
7 12 (1.33%) nginx
8 8 (0.89%) Elasticsearch
9 6 (0.67%) Tornado
10 5 (0.56%) Tomcat
10 5 (0.56%) WildFly
11 4 (0.44%) Apache Solr
11 4 (0.44%) Apache Synapse
11 4 (0.44%) IIS
11 4 (0.44%) Oracle Workflow
12 3 (0.33%) CMS
13 2 (0.22%) SharePoint
13 2 (0.22%) Umbraco
13 2 (0.22%) WebSphere
14 1 (0.11%) MS Exchange
Applications
1 27 (3.00%) Microsoft Excel
2 10 (1.11%) Microsoft Office
3 7 (0.78%) Microsoft Project
4 5 (0.56%) MS Visio
4 5 (0.56%) SPSS
5 4 (0.44%) Spreadsheet
6 1 (0.11%) Sketch
6 1 (0.11%) Zeplin
Business Applications
1 28 (3.11%) Dynamics AX
2 7 (0.78%) Dynamics CRM
3 4 (0.44%) SAP MDG
3 4 (0.44%) SAP MDM
3 4 (0.44%) Workday HCM
4 3 (0.33%) MIS ActiveH
4 3 (0.33%) NetSuite
5 2 (0.22%) Adobe Campaign
5 2 (0.22%) FastStats
5 2 (0.22%) Oracle EBS
5 2 (0.22%) SAP HCM
5 2 (0.22%) SAP HR
5 2 (0.22%) SAP IBP
6 1 (0.11%) Distributed Ledger
6 1 (0.11%) JDE OneWorld
6 1 (0.11%) Oracle Applications
6 1 (0.11%) Refinitiv Enterprise Platform
6 1 (0.11%) RMDS
6 1 (0.11%) Salesforce.com CRM
6 1 (0.11%) Tesseract
Cloud Services
1 176 (19.58%) AWS
2 128 (14.24%) Azure
3 86 (9.57%) Power Platform
4 52 (5.78%) GCP
5 36 (4.00%) Amazon S3
6 35 (3.89%) Amazon EC2
7 31 (3.45%) Amazon EMR
8 24 (2.67%) SaaS
8 24 (2.67%) Serverless
9 22 (2.45%) GitHub
10 21 (2.34%) Azure Data Factory
11 18 (2.00%) Dynamics 365
12 16 (1.78%) AWS Lambda
13 13 (1.45%) Amazon Kinesis
14 11 (1.22%) Cloud Computing
14 11 (1.22%) npm
14 11 (1.22%) PaaS
15 9 (1.00%) Amazon Glacier
16 7 (0.78%) Amazon EKS
17 6 (0.67%) Slack
Communications & Networking
1 8 (0.89%) Internet
2 6 (0.67%) Firewall
2 6 (0.67%) MQTT
2 6 (0.67%) TCP/IP
3 4 (0.44%) HTTP
4 3 (0.33%) LTE
4 3 (0.33%) VoIP
5 1 (0.11%) Kerberos
5 1 (0.11%) NAS
5 1 (0.11%) SAN
Database & Business Intelligence
1 160 (17.80%) Relational Database
2 159 (17.69%) Data Warehouse
3 152 (16.91%) SQL Server
4 117 (13.01%) Big Data
5 101 (11.23%) NoSQL
6 86 (9.57%) Power BI
7 70 (7.79%) SQL Server Integration Services
8 52 (5.78%) Hadoop
8 52 (5.78%) PostgreSQL
9 51 (5.67%) SQL Server Analysis Services
10 49 (5.45%) SQL Server Reporting Services
11 42 (4.67%) Amazon Redshift
12 33 (3.67%) BusinessObjects
13 30 (3.34%) Data Lake
13 30 (3.34%) QlikView
14 29 (3.23%) MySQL
15 27 (3.00%) RDBMS
16 26 (2.89%) Amazon RDS
16 26 (2.89%) Microsoft Analysis Services
17 25 (2.78%) Amazon DynamoDB
Development Applications
1 83 (9.23%) Git (software)
2 58 (6.45%) JIRA
3 35 (3.89%) Maven
4 33 (3.67%) Selenium
5 27 (3.00%) Jenkins
6 24 (2.67%) JUnit
6 24 (2.67%) Subversion
7 21 (2.34%) Atlassian Bamboo
7 21 (2.34%) Gradle
8 17 (1.89%) Cucumber
8 17 (1.89%) Mercurial
8 17 (1.89%) TestNG
8 17 (1.89%) webpack
9 15 (1.67%) ERwin
10 14 (1.56%) Jasmine
11 12 (1.33%) SQL Server Management Studio (SSMS)
12 11 (1.22%) Sinon.JS
13 10 (1.11%) Karma Test Runner
14 9 (1.00%) Mocha
14 9 (1.00%) Protractor
General
1 283 (31.48%) Finance
2 43 (4.78%) Games
3 39 (4.34%) Law
4 36 (4.00%) Front Office
5 35 (3.89%) Banking
6 28 (3.11%) Retail
7 14 (1.56%) Financial Institution
7 14 (1.56%) General Ledger
7 14 (1.56%) Legal
8 9 (1.00%) Investment Banking
9 8 (0.89%) Marketing
10 7 (0.78%) Advertising
11 6 (0.67%) Digital Economy
11 6 (0.67%) Police
11 6 (0.67%) Telecoms
12 3 (0.33%) Aerospace
12 3 (0.33%) Automotive
12 3 (0.33%) Back Office
13 2 (0.22%) Manufacturing
13 2 (0.22%) Public Sector
Job Titles
1 425 (47.27%) Developer
2 125 (13.90%) Java Developer
3 118 (13.13%) Analyst
4 101 (11.23%) C# Developer
5 100 (11.12%) Data Engineer
6 80 (8.90%) Python Developer
7 69 (7.68%) Software Engineer
8 68 (7.56%) Junior
9 59 (6.56%) Junior Developer
10 56 (6.23%) Data Analyst
11 52 (5.78%) Architect
12 50 (5.56%) Junior Python Developer
13 49 (5.45%) Graduate
13 49 (5.45%) Junior C# Developer
14 48 (5.34%) Graduate Developer
14 48 (5.34%) Senior Developer
15 47 (5.23%) C++ Developer
15 47 (5.23%) C++/Java Developer
15 47 (5.23%) Junior Java Developer
16 46 (5.12%) C++/C# Developer
Libraries, Frameworks & Software Standards
1 107 (11.90%) AngularJS
2 94 (10.46%) .NET
3 79 (8.79%) HTML
4 78 (8.68%) REST
5 69 (7.68%) Node.js
6 68 (7.56%) CSS
7 67 (7.45%) Kafka
7 67 (7.45%) Web Services
8 59 (6.56%) RESTful
9 45 (5.01%) React
10 44 (4.89%) HTML5
10 44 (4.89%) XML
11 43 (4.78%) Spring
12 39 (4.34%) JSON
13 38 (4.23%) Spring Boot
14 29 (3.23%) Pandas
15 28 (3.11%) NumPy
16 27 (3.00%) CSS3
17 25 (2.78%) Redux
18 24 (2.67%) WCF
Miscellaneous
1 347 (38.60%) Algorithms
2 136 (15.13%) Analytical Skills
3 89 (9.90%) User Experience
4 83 (9.23%) Derivative
4 83 (9.23%) Hedge funds
5 58 (6.45%) Management Information System
6 40 (4.45%) Self-Motivation
7 37 (4.12%) Greenfield Project
8 35 (3.89%) Foreign Exchange (FX)
9 31 (3.45%) Fixed Income
10 20 (2.22%) Equity Derivative
11 16 (1.78%) Equities
12 15 (1.67%) Enterprise Software
13 11 (1.22%) Blog
13 11 (1.22%) Cloud Native
14 9 (1.00%) Credit Risk
14 9 (1.00%) Linux Command Line
14 9 (1.00%) Online Gambling
14 9 (1.00%) Public Cloud
15 8 (0.89%) Social Media
Operating Systems
1 106 (11.79%) Linux
2 38 (4.23%) Unix
3 19 (2.11%) Windows
4 17 (1.89%) Android
5 2 (0.22%) Red Hat Enterprise Linux
5 2 (0.22%) Windows Server
6 1 (0.11%) VMS
Processes & Methodologies
1 318 (35.37%) Agile Software Development
2 225 (25.03%) Computer Science
3 198 (22.02%) Software Engineering
4 194 (21.58%) OO
5 179 (19.91%) Analytics
6 173 (19.24%) Business Intelligence
7 168 (18.69%) Data Modelling
8 161 (17.91%) TDD
9 159 (17.69%) ETL
10 131 (14.57%) Problem-Solving
11 116 (12.90%) Data Science
12 115 (12.79%) DevOps
13 103 (11.46%) Fintech
14 101 (11.23%) Microservices
15 98 (10.90%) Mathematics
16 93 (10.34%) Scrum
17 84 (9.34%) Test Automation
18 82 (9.12%) Data Analysis
19 79 (8.79%) Multithreading
20 73 (8.12%) Visualisation
Programming Languages
1 381 (42.38%) SQL
2 296 (32.93%) Java
3 285 (31.70%) Python
4 187 (20.80%) C#
5 170 (18.91%) JavaScript
6 118 (13.13%) C++
7 90 (10.01%) Scala
8 62 (6.90%) R
9 51 (5.67%) PHP
10 45 (5.01%) T-SQL
11 43 (4.78%) Java 8
12 31 (3.45%) Go
13 30 (3.34%) C
14 25 (2.78%) Kotlin
15 19 (2.11%) Bash Shell
16 16 (1.78%) Data Analysis Expressions (DAX)
17 15 (1.67%) F#
18 14 (1.56%) X++
19 13 (1.45%) PowerShell
19 13 (1.45%) TypeScript
Qualifications
1 131 (14.57%) Degree
2 44 (4.89%) Computer Science Degree
3 23 (2.56%) Master's Degree
4 19 (2.11%) Security Cleared
5 12 (1.33%) SC Cleared
6 9 (1.00%) Numerate Degree
7 3 (0.33%) PhD
7 3 (0.33%) PMP
8 2 (0.22%) AWS Certification
8 2 (0.22%) DV Cleared
9 1 (0.11%) A+ Certification
9 1 (0.11%) ACCA
9 1 (0.11%) CIMA
9 1 (0.11%) MOS
9 1 (0.11%) PMI Certification
Quality Assurance & Compliance
1 54 (6.01%) Data Quality
2 39 (4.34%) QA
3 11 (1.22%) GDPR
4 7 (0.78%) PMO
5 1 (0.11%) Actionable Recommendations
5 1 (0.11%) COBIT
5 1 (0.11%) Solvency II
System Software
1 127 (14.13%) Docker
2 10 (1.11%) Active Directory
3 2 (0.22%) Apache Flume
3 2 (0.22%) Apache ZooKeeper
4 1 (0.11%) DFS Replication
4 1 (0.11%) Firmware
4 1 (0.11%) Virtual Machines
4 1 (0.11%) VMware Infrastructure
4 1 (0.11%) vSphere
Systems Management
1 112 (12.46%) Kubernetes
2 22 (2.45%) Terraform
3 8 (0.89%) Ansible
4 5 (0.56%) CA Single Sign-On
5 3 (0.33%) Opscode Chef
6 2 (0.22%) Kibana
6 2 (0.22%) Oozie
6 2 (0.22%) Puppet
7 1 (0.11%) Docker Swarm
7 1 (0.11%) logstash
7 1 (0.11%) Marathon
7 1 (0.11%) Microsoft Data Protection Manager
7 1 (0.11%) MIIS
7 1 (0.11%) Packer
7 1 (0.11%) SCCM
7 1 (0.11%) Thomson Reuters DACS
7 1 (0.11%) vCenter Server
Vendors
1 108 (12.01%) Microsoft
2 73 (8.12%) Tableau
3 71 (7.90%) Oracle
4 38 (4.23%) Google
5 18 (2.00%) SAP
6 17 (1.89%) Salesforce.com
7 14 (1.56%) Databricks
7 14 (1.56%) Informatica
8 13 (1.45%) Cognos
8 13 (1.45%) Sage
9 10 (1.11%) Talend
10 7 (0.78%) Cognizant
11 6 (0.67%) Facebook
11 6 (0.67%) Siebel
12 5 (0.56%) Alteryx
12 5 (0.56%) Citrix
12 5 (0.56%) Jitterbit
12 5 (0.56%) ServiceNow
12 5 (0.56%) Workday
13 4 (0.44%) Plumtree