Period
to 26 February 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 26 February 2020 with a comparison to the same period over the previous 2 years.

Data Structures
UK > England
6 months to
26 Feb 2020
Same period 2019 Same period 2018
Rank 310 310 380
Rank change year-on-year 0 +70 -2
Permanent jobs citing Data Structures 1,144 1,514 1,366
As % of all permanent IT jobs advertised in England 1.01% 1.08% 0.83%
As % of the Miscellaneous category 2.59% 2.71% 2.15%
Number of salaries quoted 861 1,218 1,079
England median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% -
10th Percentile £38,750 £36,000 £36,750
90th Percentile £107,500 £92,500 £97,500
UK median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% -

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 44,128 55,898 63,443
As % of all permanent IT jobs advertised in England 38.81% 39.76% 38.66%
Number of salaries quoted 34,123 42,843 50,118
England median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £30,500 £30,000 £28,250
90th Percentile £95,000 £87,500 £82,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +2.04%

Data Structures
Job Vacancy Trend in England

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

Job vacancy trend for Data Structures in England

Data Structures
Salary Trend in England

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

Salary trend for Data Structures in England

Data Structures
Salary Histogram in England

The salary distribution of IT jobs citing Data Structures in England over the 6 months to 26 February 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 26 February 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 -4 772 £67,500 - 163
North of England +8 107 £50,000 -4.76% 41
South East -30 85 £55,000 - 31
Midlands +52 80 £45,000 +12.50% 28
North West +34 69 £50,000 -13.04% 22
West Midlands +47 61 £45,500 +17.42% 13
East of England +73 60 £61,250 +31.02% 17
South West +12 40 £50,000 +23.46% 32
Yorkshire +16 21 £50,000 +17.65% 13
East Midlands +27 19 £37,500 -11.76% 15
North East +10 17 £73,999 +40.95% 6
Data Structures
UK

For the 6 months to 26 February 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.

1 493 (43.09%) Algorithms
2 422 (36.89%) SQL
3 410 (35.84%) Agile Software Development
4 400 (34.97%) Python
5 376 (32.87%) Java
6 341 (29.81%) Finance
7 318 (27.80%) Computer Science
8 257 (22.47%) OO
9 255 (22.29%) C#
9 255 (22.29%) Analytics
10 245 (21.42%) Software Engineering
11 238 (20.80%) AWS
12 219 (19.14%) TDD
13 199 (17.40%) JavaScript
13 199 (17.40%) Problem-Solving
14 198 (17.31%) Degree
14 198 (17.31%) Relational Database
15 196 (17.13%) Big Data
16 189 (16.52%) Data Modelling
17 181 (15.82%) Analytical Skills
18 180 (15.73%) Business Intelligence
19 161 (14.07%) Data Warehouse
20 159 (13.90%) C++
21 152 (13.29%) ETL
22 151 (13.20%) AngularJS
23 149 (13.02%) Azure
24 148 (12.94%) Docker
25 138 (12.06%) Scrum
26 137 (11.98%) Linux
27 136 (11.89%) Mathematics

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 90 (7.87%) Apache Spark
2 45 (3.93%) Apache
3 33 (2.88%) Apache Airflow
4 24 (2.10%) Confluence
4 24 (2.10%) Luigi
5 18 (1.57%) Elasticsearch
6 14 (1.22%) SAS
7 9 (0.79%) SharePoint
8 8 (0.70%) nginx
9 5 (0.44%) CMS
9 5 (0.44%) Oracle Workflow
9 5 (0.44%) WildFly
10 4 (0.35%) Oracle SOA Suite
11 3 (0.26%) Apache Solr
11 3 (0.26%) Cloud Foundry
11 3 (0.26%) Tomcat
11 3 (0.26%) Umbraco
12 2 (0.17%) Tornado
13 1 (0.087%) Apache Pig
13 1 (0.087%) WebSphere
Applications
1 34 (2.97%) Microsoft Excel
2 22 (1.92%) Microsoft Office
3 9 (0.79%) MS Visio
4 5 (0.44%) Microsoft Project
4 5 (0.44%) SPSS
5 4 (0.35%) Microsoft PowerPoint
5 4 (0.35%) Simulink
5 4 (0.35%) Stateflow
6 3 (0.26%) Spreadsheet
7 1 (0.087%) Maya
Business Applications
1 14 (1.22%) Dynamics AX
2 6 (0.52%) SAP MDG
3 5 (0.44%) Eloqua
4 4 (0.35%) Oracle EBS
4 4 (0.35%) SAP HCM
4 4 (0.35%) Visualfiles
5 3 (0.26%) Salesforce.com CRM
5 3 (0.26%) SAP MDM
6 2 (0.17%) NetSuite
6 2 (0.17%) SAP HR
6 2 (0.17%) SAP Payroll
7 1 (0.087%) Dynamics CRM
7 1 (0.087%) Eikon
7 1 (0.087%) Infor CRM
7 1 (0.087%) Oracle 11i
7 1 (0.087%) Oracle Applications
7 1 (0.087%) Oracle Financials
7 1 (0.087%) RMDS
7 1 (0.087%) SAP ERP
7 1 (0.087%) Tesseract
Cloud Services
1 238 (20.80%) AWS
2 149 (13.02%) Azure
3 76 (6.64%) Power Platform
4 71 (6.21%) GCP
5 44 (3.85%) GitHub
6 41 (3.58%) Amazon S3
7 35 (3.06%) Amazon EMR
8 33 (2.88%) Amazon EC2
8 33 (2.88%) Serverless
9 21 (1.84%) AWS Lambda
9 21 (1.84%) npm
10 17 (1.49%) SaaS
11 16 (1.40%) Cloud Computing
11 16 (1.40%) SuccessFactors
12 15 (1.31%) Amazon Kinesis
13 14 (1.22%) Amazon EKS
14 13 (1.14%) Heroku
14 13 (1.14%) PaaS
15 12 (1.05%) Amazon Glacier
15 12 (1.05%) Azure Data Factory
Communications & Networking
1 14 (1.22%) HTTP
2 13 (1.14%) Internet
3 6 (0.52%) Ethernet
4 5 (0.44%) TCP/IP
5 4 (0.35%) Firewall
6 3 (0.26%) LAN
6 3 (0.26%) LTE
6 3 (0.26%) VoIP
6 3 (0.26%) WAN
7 2 (0.17%) FlexRay
7 2 (0.17%) MQTT
7 2 (0.17%) SAN
7 2 (0.17%) tcpdump
7 2 (0.17%) Wireshark
8 1 (0.087%) Intranet
8 1 (0.087%) NAS
8 1 (0.087%) Network Security
8 1 (0.087%) RTMP
Database & Business Intelligence
1 198 (17.31%) Relational Database
2 196 (17.13%) Big Data
3 161 (14.07%) Data Warehouse
4 134 (11.71%) NoSQL
5 115 (10.05%) SQL Server
6 82 (7.17%) Hadoop
7 77 (6.73%) SQL Server Integration Services
8 76 (6.64%) Power BI
9 73 (6.38%) PostgreSQL
10 61 (5.33%) Amazon Redshift
11 49 (4.28%) SQL Server Reporting Services
12 48 (4.20%) MySQL
13 43 (3.76%) SQL Server Analysis Services
14 33 (2.88%) Apache Hive
14 33 (2.88%) BigQuery
15 32 (2.80%) MongoDB
16 29 (2.53%) Amazon RDS
16 29 (2.53%) QlikView
16 29 (2.53%) RDBMS
17 28 (2.45%) Amazon DynamoDB
Development Applications
1 105 (9.18%) Git (software)
2 59 (5.16%) Jenkins
3 47 (4.11%) JIRA
4 44 (3.85%) Maven
5 42 (3.67%) Selenium
6 32 (2.80%) Sinon.JS
7 31 (2.71%) JUnit
8 30 (2.62%) webpack
9 25 (2.19%) Gradle
9 25 (2.19%) Jasmine
10 24 (2.10%) Atlassian Bamboo
10 24 (2.10%) Mocha
11 23 (2.01%) Subversion
12 21 (1.84%) Karma Test Runner
13 20 (1.75%) Protractor
14 17 (1.49%) Cucumber
14 17 (1.49%) Grunt
14 17 (1.49%) TestNG
15 16 (1.40%) gulp
15 16 (1.40%) Visual Studio
General
1 341 (29.81%) Finance
2 70 (6.12%) Front Office
3 61 (5.33%) Games
4 49 (4.28%) Banking
5 36 (3.15%) Legal
6 30 (2.62%) Retail
7 26 (2.27%) Law
8 15 (1.31%) Financial Institution
8 15 (1.31%) Marketing
9 11 (0.96%) Digital Economy
9 11 (0.96%) General Ledger
10 9 (0.79%) Investment Banking
11 8 (0.70%) Automotive
12 7 (0.61%) Advertising
13 4 (0.35%) Multimedia
13 4 (0.35%) Police
13 4 (0.35%) Telecoms
14 3 (0.26%) Manufacturing
14 3 (0.26%) Public Sector
15 2 (0.17%) Aerospace
Job Titles
1 549 (47.99%) Developer
2 184 (16.08%) Java Developer
3 145 (12.67%) C# Developer
4 143 (12.50%) Analyst
5 120 (10.49%) Data Engineer
6 104 (9.09%) Python Developer
7 94 (8.22%) Senior Developer
8 76 (6.64%) C++ Developer
8 76 (6.64%) Junior
9 71 (6.21%) Data Analyst
10 70 (6.12%) Junior Developer
11 67 (5.86%) Graduate
12 65 (5.68%) Graduate Developer
12 65 (5.68%) Software Engineer
13 63 (5.51%) Architect
13 63 (5.51%) C++/C# Developer
13 63 (5.51%) C++/Java Developer
14 62 (5.42%) Java Developer - Fintech
14 62 (5.42%) Python Developer - Fintech
15 61 (5.33%) Junior Python Developer
Libraries, Frameworks & Software Standards
1 151 (13.20%) AngularJS
2 130 (11.36%) REST
3 126 (11.01%) .NET
4 123 (10.75%) HTML
5 105 (9.18%) CSS
6 90 (7.87%) Node.js
7 88 (7.69%) React
8 79 (6.91%) Kafka
9 75 (6.56%) HTML5
10 69 (6.03%) RESTful
11 65 (5.68%) Web Services
12 49 (4.28%) Spring
13 45 (3.93%) CSS3
13 45 (3.93%) XML
14 44 (3.85%) JSON
15 43 (3.76%) Pandas
16 40 (3.50%) NumPy
16 40 (3.50%) Spring Boot
17 37 (3.23%) Gherkin
17 37 (3.23%) WCF
Miscellaneous
1 493 (43.09%) Algorithms
2 181 (15.82%) Analytical Skills
3 127 (11.10%) Derivative
4 121 (10.58%) User Experience
5 104 (9.09%) Hedge funds
6 62 (5.42%) Management Information System
7 51 (4.46%) Foreign Exchange (FX)
8 50 (4.37%) Fixed Income
9 40 (3.50%) Self-Motivation
10 33 (2.88%) Greenfield Project
11 31 (2.71%) Equity Derivative
12 25 (2.19%) Virtual Team
13 20 (1.75%) Online Gambling
14 19 (1.66%) Public Cloud
15 18 (1.57%) Linux Command Line
16 17 (1.49%) Mobile App
17 12 (1.05%) Data Protection Act
17 12 (1.05%) Grid Computing
18 10 (0.87%) Enterprise Software
18 10 (0.87%) Equities
Operating Systems
1 137 (11.98%) Linux
2 55 (4.81%) Unix
3 29 (2.53%) Windows
4 14 (1.22%) Android
5 5 (0.44%) Windows Server
6 3 (0.26%) Apple iOS
7 1 (0.087%) CentOS
7 1 (0.087%) Red Hat Enterprise Linux
7 1 (0.087%) Solaris
Processes & Methodologies
1 410 (35.84%) Agile Software Development
2 318 (27.80%) Computer Science
3 257 (22.47%) OO
4 255 (22.29%) Analytics
5 245 (21.42%) Software Engineering
6 219 (19.14%) TDD
7 199 (17.40%) Problem-Solving
8 189 (16.52%) Data Modelling
9 180 (15.73%) Business Intelligence
10 152 (13.29%) ETL
11 138 (12.06%) Scrum
12 136 (11.89%) Mathematics
13 135 (11.80%) DevOps
14 128 (11.19%) Data Science
15 123 (10.75%) Fintech
16 119 (10.40%) Microservices
17 109 (9.53%) Multithreading
18 107 (9.35%) Continuous Integration
18 107 (9.35%) Data Analysis
19 104 (9.09%) Test Automation
Programming Languages
1 422 (36.89%) SQL
2 400 (34.97%) Python
3 376 (32.87%) Java
4 255 (22.29%) C#
5 199 (17.40%) JavaScript
6 159 (13.90%) C++
7 116 (10.14%) Scala
8 90 (7.87%) R
9 60 (5.24%) Java 8
10 53 (4.63%) PHP
11 41 (3.58%) C
12 36 (3.15%) Kotlin
13 33 (2.88%) TypeScript
14 29 (2.53%) Bash Shell
15 28 (2.45%) ES6
15 28 (2.45%) T-SQL
16 27 (2.36%) Go
17 25 (2.19%) F#
18 22 (1.92%) PowerShell
19 13 (1.14%) Haskell
Qualifications
1 198 (17.31%) Degree
2 54 (4.72%) Computer Science Degree
3 24 (2.10%) Security Cleared
4 17 (1.49%) Master's Degree
5 15 (1.31%) PhD
5 15 (1.31%) SC Cleared
6 14 (1.22%) Numerate Degree
7 6 (0.52%) DV Cleared
8 3 (0.26%) DBS Check
9 2 (0.17%) MCDBA
9 2 (0.17%) MCITP
9 2 (0.17%) MCTS
9 2 (0.17%) Microsoft Certification
9 2 (0.17%) PMP
10 1 (0.087%) A+ Certification
10 1 (0.087%) MCIPD
10 1 (0.087%) MOS
10 1 (0.087%) Postgraduate
Quality Assurance & Compliance
1 85 (7.43%) Data Quality
2 67 (5.86%) QA
3 15 (1.31%) GDPR
4 3 (0.26%) CDISC
4 3 (0.26%) HL7
4 3 (0.26%) PMO
5 2 (0.17%) ISO 26262
5 2 (0.17%) MISRA
5 2 (0.17%) Solvency II
6 1 (0.087%) Actionable Recommendations
System Software
1 148 (12.94%) Docker
2 18 (1.57%) Active Directory
3 5 (0.44%) GridGain
4 3 (0.26%) Apache Flume
4 3 (0.26%) Apache ZooKeeper
5 1 (0.087%) DFS Replication
5 1 (0.087%) Firmware
5 1 (0.087%) Virtual Machines
5 1 (0.087%) VMware Infrastructure
5 1 (0.087%) vSphere
Systems Management
1 125 (10.93%) Kubernetes
2 38 (3.32%) Terraform
3 17 (1.49%) Ansible
4 13 (1.14%) Oozie
5 8 (0.70%) Opscode Chef
6 7 (0.61%) Puppet
7 6 (0.52%) Consul
8 3 (0.26%) Kibana
9 2 (0.17%) Grafana
9 2 (0.17%) logstash
10 1 (0.087%) CA Single Sign-On
10 1 (0.087%) Docker Swarm
10 1 (0.087%) Microsoft Data Protection Manager
10 1 (0.087%) Packer
10 1 (0.087%) SCCM
10 1 (0.087%) StatsD
10 1 (0.087%) Thomson Reuters DACS
10 1 (0.087%) vCenter Server
Vendors
1 100 (8.74%) Microsoft
2 91 (7.95%) Oracle
3 71 (6.21%) Google
4 56 (4.90%) Tableau
5 32 (2.80%) SAP
6 31 (2.71%) Informatica
7 26 (2.27%) WorldPay
8 21 (1.84%) Talend
9 18 (1.57%) Salesforce.com
10 13 (1.14%) Cognos
10 13 (1.14%) Sage
11 12 (1.05%) IBM
12 11 (0.96%) Databricks
13 10 (0.87%) Charles River
13 10 (0.87%) Facebook
14 7 (0.61%) Atlassian
15 5 (0.44%) Bloomberg
15 5 (0.44%) Marketo
15 5 (0.44%) Pardot
15 5 (0.44%) Salesforce Marketing Cloud