Period
to 24 May 2019

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 24 May 2019 with a comparison to the same period over the previous 2 years.

Data Structures
UK > England
6 months to
24 May 2019
Same period 2018 Same period 2017
Rank 307 347 363
Rank change year-on-year +40 +16 +35
Permanent jobs citing Data Structures 1,432 1,452 1,379
As % of all permanent IT jobs advertised in England 1.07% 0.90% 0.86%
As % of the Miscellaneous category 2.54% 2.21% 2.15%
Number of salaries quoted 1,068 1,106 1,161
England median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% - +4.35%
10th Percentile £36,740 £37,500 £30,000
90th Percentile £92,500 £101,875 £93,750
UK median annual salary £62,500 £60,000 £60,000
% 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 England with a requirement for generic IT skills.

All Generic IT Skills
England
Permanent vacancies with a requirement for generic IT skills 56,329 65,625 64,229
As % of all permanent IT jobs advertised in England 41.90% 40.65% 40.25%
Number of salaries quoted 42,947 51,204 51,824
England median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £30,000 £29,000 £27,500
90th Percentile £90,000 £85,000 £81,250
UK median annual salary £53,500 £50,000 £48,500
% change year-on-year +7.00% +3.09% -3.00%

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 24 May 2019.

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 24 May 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
London +29 892 £70,000 +3.70% 67
North of England +127 200 £55,000 +22.22% 3
South East +75 165 £55,000 +10.00% 11
North West +102 147 £62,500 +38.89% 3
Midlands -7 67 £42,500 -15.00% 1
South West +31 60 £42,000 -1.18% 4
Yorkshire +26 43 £45,000 -
West Midlands +9 43 £41,250 -13.16% 1
East of England +5 38 £46,000 -16.36% 9
East Midlands +5 24 £42,500 -22.73%
North East +17 10 £52,500 -
Data Structures
UK

For the 6 months to 24 May 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 England region with a requirement for Data Structures.

1 728 (50.84%) Algorithms
2 593 (41.41%) SQL
3 477 (33.31%) Agile Software Development
4 474 (33.10%) Java
5 464 (32.40%) Python
6 399 (27.86%) Computer Science
7 398 (27.79%) Finance
8 321 (22.42%) Software Engineering
9 317 (22.14%) Analytics
10 316 (22.07%) OO
11 307 (21.44%) Degree
12 292 (20.39%) JavaScript
13 273 (19.06%) Amazon AWS
14 270 (18.85%) Problem-Solving
15 267 (18.65%) C#
16 252 (17.60%) Machine Learning
17 245 (17.11%) SQL Server
18 233 (16.27%) Analytical Skills
19 223 (15.57%) Data Modelling
20 207 (14.46%) Linux
21 205 (14.32%) ETL
22 194 (13.55%) C++
23 188 (13.13%) HTML
24 185 (12.92%) User Experience
25 184 (12.85%) Big Data
26 175 (12.22%) Git (software)
27 172 (12.01%) Business Intelligence
28 171 (11.94%) CSS
28 171 (11.94%) NoSQL
29 167 (11.66%) Apache Spark

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
1 167 (11.66%) Apache Spark
2 51 (3.56%) Apache
3 38 (2.65%) Elasticsearch
4 30 (2.09%) SAS
5 22 (1.54%) SharePoint
6 19 (1.33%) Apache Pig
7 17 (1.19%) IIS
8 16 (1.12%) Umbraco
9 13 (0.91%) nginx
10 10 (0.70%) Tomcat
11 6 (0.42%) Confluence
11 6 (0.42%) Hyperledger
12 4 (0.28%) Apache Airflow
13 3 (0.21%) CMS
13 3 (0.21%) SharePoint Server
14 2 (0.14%) Luigi
14 2 (0.14%) MS Exchange
14 2 (0.14%) Sitefinity
14 2 (0.14%) SugarCRM
15 1 (0.070%) Alfresco
Applications
1 81 (5.66%) Microsoft Excel
2 32 (2.23%) Microsoft Office
3 24 (1.68%) Microsoft PowerPoint
4 16 (1.12%) MS Visio
5 7 (0.49%) Microsoft Project
5 7 (0.49%) SPSS
6 6 (0.42%) Spreadsheet
7 1 (0.070%) Adobe Creative Suite
Business Applications
1 23 (1.61%) Salesforce.com CRM
2 20 (1.40%) SAP S/4HANA
3 14 (0.98%) SAP BPC
4 7 (0.49%) Dynamics CRM
5 6 (0.42%) SAP GTS
6 5 (0.35%) Oracle EBS
7 4 (0.28%) Magento
7 4 (0.28%) OpenText VIM for SAP
7 4 (0.28%) SAP CO
7 4 (0.28%) SAP FI
7 4 (0.28%) SAP FI/CO
7 4 (0.28%) SAP SD
7 4 (0.28%) SAP SRM
8 3 (0.21%) Dynamics NAV
8 3 (0.21%) FastStats
8 3 (0.21%) Payment Gateway
9 2 (0.14%) Adobe Campaign
9 2 (0.14%) Infor CRM
9 2 (0.14%) NetSuite
9 2 (0.14%) SAP Oil and Gas
Cloud Services
1 273 (19.06%) Amazon AWS
2 165 (11.52%) Microsoft Azure
3 86 (6.01%) Power Platform
4 74 (5.17%) Cloud Computing
5 60 (4.19%) Google Cloud Platform
6 43 (3.00%) GitHub
7 41 (2.86%) SaaS
8 31 (2.16%) Amazon S3
9 23 (1.61%) Amazon EMR
10 20 (1.40%) Amazon EC2
11 12 (0.84%) AWS CloudFormation
12 10 (0.70%) PaaS
13 9 (0.63%) Serverless
14 7 (0.49%) SuccessFactors
15 6 (0.42%) Dynamics 365
16 5 (0.35%) Force.com
16 5 (0.35%) Google Analytics
16 5 (0.35%) npm
16 5 (0.35%) Office 365
17 4 (0.28%) AWS Elastic Beanstalk
Communications & Networking
1 58 (4.05%) Broadband
2 27 (1.89%) HTTP
3 12 (0.84%) Internet
3 12 (0.84%) TCP/IP
4 6 (0.42%) Intranet
5 4 (0.28%) Wireless
6 3 (0.21%) Firewall
6 3 (0.21%) SAN
6 3 (0.21%) VPN
7 2 (0.14%) Bluetooth
7 2 (0.14%) Ethernet
7 2 (0.14%) NFC
8 1 (0.070%) Network Security
8 1 (0.070%) Software-Defined Networking
8 1 (0.070%) SSL
Database & Business Intelligence
1 245 (17.11%) SQL Server
2 184 (12.85%) Big Data
3 171 (11.94%) NoSQL
4 165 (11.52%) Data Warehouse
5 157 (10.96%) Hadoop
6 154 (10.75%) Relational Database
7 92 (6.42%) PostgreSQL
8 91 (6.35%) MySQL
9 86 (6.01%) Power BI
10 81 (5.66%) Apache Hive
11 72 (5.03%) SQL Server Integration Services
12 59 (4.12%) SQL Server Reporting Services
13 52 (3.63%) RDBMS
14 47 (3.28%) MongoDB
15 37 (2.58%) Blockchain
15 37 (2.58%) Data Mining
16 34 (2.37%) BusinessObjects
17 33 (2.30%) Amazon Redshift
18 32 (2.23%) SQL Server Analysis Services
19 31 (2.16%) Redis
Development Applications
1 175 (12.22%) Git (software)
2 93 (6.49%) Subversion
3 61 (4.26%) Jenkins
4 56 (3.91%) Mercurial
5 46 (3.21%) Maven
6 37 (2.58%) Gradle
7 28 (1.96%) Ant
8 27 (1.89%) JIRA
9 22 (1.54%) Selenium
10 19 (1.33%) Jasmine
11 18 (1.26%) Visual Studio
12 17 (1.19%) Grunt
12 17 (1.19%) gulp
13 16 (1.12%) JUnit
13 16 (1.12%) Mocha
13 16 (1.12%) webpack
14 15 (1.05%) TeamCity
15 13 (0.91%) Karma Test Runner
15 13 (0.91%) Protractor
15 13 (0.91%) Sinon.JS
General
1 398 (27.79%) Finance
2 67 (4.68%) Games
3 39 (2.72%) Retail
4 38 (2.65%) Banking
4 38 (2.65%) Marketing
5 36 (2.51%) Front Office
6 27 (1.89%) Law
7 21 (1.47%) Manufacturing
8 19 (1.33%) Financial Institution
9 14 (0.98%) Telecoms
10 13 (0.91%) Advertising
11 10 (0.70%) Digital Economy
12 9 (0.63%) Investment Banking
13 5 (0.35%) Electronics
13 5 (0.35%) Publishing
14 4 (0.28%) Legal
15 2 (0.14%) Aerospace
15 2 (0.14%) Greek Language
16 1 (0.070%) Avionics
16 1 (0.070%) Retail Banking
Job Titles
1 621 (43.37%) Developer
2 188 (13.13%) Java Developer
3 172 (12.01%) Analyst
4 167 (11.66%) Software Engineer
5 147 (10.27%) C# Developer
6 129 (9.01%) Data Engineer
7 115 (8.03%) Senior Developer
8 97 (6.77%) Python Developer
9 79 (5.52%) Architect
10 67 (4.68%) C++ Developer
10 67 (4.68%) Development Engineer
11 66 (4.61%) Data Analyst
12 65 (4.54%) Python Engineer
12 65 (4.54%) Senior Software Engineer
13 64 (4.47%) Java Engineer
14 63 (4.40%) Junior
15 59 (4.12%) Software Development Engineer
16 51 (3.56%) Java Software Engineer
17 47 (3.28%) Senior Java Developer
18 46 (3.21%) Junior Developer
Libraries, Frameworks & Software Standards
1 188 (13.13%) HTML
2 171 (11.94%) CSS
3 153 (10.68%) .NET
4 139 (9.71%) AngularJS
5 131 (9.15%) React
6 114 (7.96%) RESTful
7 96 (6.70%) XML
8 92 (6.42%) REST
9 91 (6.35%) Spring
10 85 (5.94%) Kafka
11 78 (5.45%) Web Services
12 73 (5.10%) Node.js
13 66 (4.61%) JSON
14 58 (4.05%) HTML5
15 54 (3.77%) ASP.NET
16 53 (3.70%) GraphQL
17 52 (3.63%) Redux
18 44 (3.07%) CSS3
19 39 (2.72%) jQuery
20 36 (2.51%) Reactive Extensions
Miscellaneous
1 728 (50.84%) Algorithms
2 233 (16.27%) Analytical Skills
3 185 (12.92%) User Experience
4 106 (7.40%) Hedge funds
5 94 (6.56%) Fintech
6 92 (6.42%) Derivative
7 56 (3.91%) Management Information System
8 54 (3.77%) Fixed Income
9 51 (3.56%) Greenfield Project
10 45 (3.14%) Self-Motivation
11 43 (3.00%) Equities
12 32 (2.23%) Foreign Exchange (FX)
13 29 (2.03%) Equity Derivative
14 22 (1.54%) Enterprise Software
14 22 (1.54%) Online Gambling
15 18 (1.26%) Social Media
16 17 (1.19%) Client/Server
16 17 (1.19%) Robotics
17 16 (1.12%) Mobile App
18 15 (1.05%) Virtual Team
Operating Systems
1 207 (14.46%) Linux
2 85 (5.94%) Unix
3 47 (3.28%) Windows
4 27 (1.89%) Android
5 22 (1.54%) Red Hat Enterprise Linux
6 18 (1.26%) Apple iOS
7 14 (0.98%) Windows Server
8 10 (0.70%) Solaris
9 5 (0.35%) CentOS
9 5 (0.35%) Fedora
10 4 (0.28%) Mac OS
10 4 (0.28%) Oracle Linux
11 1 (0.070%) Mac OS X
11 1 (0.070%) Windows 10
Processes & Methodologies
1 477 (33.31%) Agile Software Development
2 399 (27.86%) Computer Science
3 321 (22.42%) Software Engineering
4 317 (22.14%) Analytics
5 316 (22.07%) OO
6 270 (18.85%) Problem-Solving
7 252 (17.60%) Machine Learning
8 223 (15.57%) Data Modelling
9 205 (14.32%) ETL
10 172 (12.01%) Business Intelligence
11 159 (11.10%) Mathematics
12 153 (10.68%) Test Automation
13 146 (10.20%) OOD
14 144 (10.06%) Decision-Making
15 139 (9.71%) Visualisation
16 138 (9.64%) Artificial Intelligence
17 130 (9.08%) Continuous Integration
18 127 (8.87%) Data Analysis
19 124 (8.66%) TDD
20 120 (8.38%) SDLC
Programming Languages
1 593 (41.41%) SQL
2 474 (33.10%) Java
3 464 (32.40%) Python
4 292 (20.39%) JavaScript
5 267 (18.65%) C#
6 194 (13.55%) C++
7 100 (6.98%) Scala
8 89 (6.22%) R
8 89 (6.22%) TypeScript
9 82 (5.73%) ES6
10 65 (4.54%) PHP
11 60 (4.19%) T-SQL
12 55 (3.84%) Go
13 48 (3.35%) C
14 44 (3.07%) PL/SQL
15 43 (3.00%) VBA
16 37 (2.58%) Objective-C
17 32 (2.23%) F#
17 32 (2.23%) Perl
17 32 (2.23%) Shell Script
Qualifications
1 307 (21.44%) Degree
2 70 (4.89%) Computer Science Degree
3 23 (1.61%) Security Cleared
4 21 (1.47%) SC Cleared
5 17 (1.19%) Master's Degree
6 15 (1.05%) PhD
7 13 (0.91%) Microsoft Certification
8 12 (0.84%) MCSA
9 6 (0.42%) IIBA
10 5 (0.35%) Numerate Degree
11 3 (0.21%) A+ Certification
12 2 (0.14%) ISEB
12 2 (0.14%) ISTQB Foundation Certification
12 2 (0.14%) PMP
13 1 (0.070%) ACCA
13 1 (0.070%) CIMA
13 1 (0.070%) CompTIA Security+
13 1 (0.070%) ISTQB
13 1 (0.070%) Network+ Certification
13 1 (0.070%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 79 (5.52%) Data Quality
2 56 (3.91%) QA
3 24 (1.68%) GDPR
4 14 (0.98%) WAI
5 9 (0.63%) SLA
6 5 (0.35%) Sarbanes-Oxley
7 4 (0.28%) ISO 20022
8 3 (0.21%) PCI DSS
8 3 (0.21%) PMO
9 1 (0.070%) MiFID
System Software
1 155 (10.82%) Docker
2 25 (1.75%) HDFS
3 13 (0.91%) Apache Flume
4 7 (0.49%) Apache ZooKeeper
4 7 (0.49%) etcd
5 4 (0.28%) Active Directory
6 3 (0.21%) VirtualBox
7 1 (0.070%) GridGain
7 1 (0.070%) KVM
7 1 (0.070%) Virtual Machines
7 1 (0.070%) VMware Infrastructure
Systems Management
1 61 (4.26%) Kubernetes
2 36 (2.51%) Ansible
3 17 (1.19%) Salt
3 17 (1.19%) Terraform
4 11 (0.77%) Opscode Chef
5 7 (0.49%) Consul
5 7 (0.49%) Hadoop YARN
6 5 (0.35%) Grafana
6 5 (0.35%) Puppet
7 4 (0.28%) Control-M
7 4 (0.28%) Kibana
8 3 (0.21%) Docker Swarm
9 2 (0.14%) Prometheus
9 2 (0.14%) SCCM
10 1 (0.070%) Single Sign-On
Vendors
1 165 (11.52%) Microsoft
2 129 (9.01%) Oracle
3 97 (6.77%) Tableau
4 61 (4.26%) SAP
5 52 (3.63%) Google
6 46 (3.21%) Salesforce.com
7 38 (2.65%) Cloudera
8 35 (2.44%) Informatica
9 32 (2.23%) Talend
10 26 (1.82%) IBM
11 24 (1.68%) WorldPay
12 23 (1.61%) Alteryx
13 22 (1.54%) Red Hat
14 20 (1.40%) Sybase
15 15 (1.05%) Netezza
16 9 (0.63%) Ab Initio
17 8 (0.56%) Cognizant
17 8 (0.56%) MicroStrategy
17 8 (0.56%) Teradata
17 8 (0.56%) Trillium