The table below looks at the prevalence of the term Data Structures in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 3 months to 22 June 2017 with a comparison to the same period over the previous 2 years.

Data Structures
UK
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 318 434 378
Rank change year-on-year +116 -56  
Permanent jobs citing Data Structures 850 663 921
As % of all permanent IT jobs advertised in the UK 0.96% 0.67% 0.83%
As % of the Miscellaneous category 2.28% 1.62% 2.03%
Number of salaries quoted 686 537 698
Median salary £55,000 £60,000 £57,500
Median salary % change year-on-year -8.33% +4.34%  
90% offered a salary of more than £32,500 £35,000 £37,500
10% offered a salary of more than £80,000 £90,000 £85,000
UK excluding London median salary £45,000 £50,000 £43,000
% change year-on-year -10.00% +16.27%  

Data Structures is in the generic IT skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for generic IT skills.

Generic IT Skills
UK
Permanent job vacancies with a requirement for generic IT skills 37332 40904 45376
As % of all permanent IT job vacancies advertised in the UK 42.03% 41.47% 40.91%
Number of salaries quoted 29237 33478 36186
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £30,000 £29,500 £28,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Data Structures
Job Vacancy Trend

The job posting trend of jobs advertised citing Data Structures as a proportion of all permanent or contract IT jobs with a match in the Miscellaneous category.

Job vacancy trend for Data Structures in the UK

Data Structures
Salary Trend

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

Salary trend for Data Structures in the UK

Data Structures
Salary Histogram

The salary distribution of IT jobs citing Data Structures over the 3 months to 22 June 2017.

Salary histogram for Data Structures in the UK

Data Structures
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the UK over the 3 months to 22 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +98 810 £55,000 -8.33% 161
London +38 400 £67,500 +3.84% 114
North West +36 99 £42,500 - 13
Manchester +38 86 £40,000 -16.23% 5
South East +66 78 £42,500 -10.52% 7
East of England +8 65 £50,000 - 6
City of London +20 57 £65,000 +8.33% 20
Yorkshire +28 51 £60,000 +9.09% 7
West Midlands +31 49 £35,000 -41.66% 2
South West +27 42 £50,000 +11.11% 9
West Yorkshire +29 37 £60,000 +9.09% 7
Cambridgeshire -14 36 £50,000 - 1
Cambridge -7 34 £50,000 -2.43% 1
Leeds +20 33 £60,000 +9.09% 7
Staffordshire +42 30 £35,000 -48.14%
Scotland +28 30 £70,000 +9.80% 7
Milton Keynes +17 30 £35,356 -11.61%
Buckinghamshire +17 30 £35,356 +5.53%
Stafford - 23 £21,500 -
East Midlands +22 21 £37,500 -18.47% 2
Bristol -3 21 £50,000 +28.20% 5
Hertfordshire +3 20 £55,000 -31.25% 4
Glasgow +25 19 £70,000 +27.27% 2
Berkshire +29 17 £40,000 -27.27% 2
Somerset - 13 £50,000 -
Leicestershire +22 12 £37,500 -6.25% 2
Sheffield +5 12 £60,000 +68.08%
South Yorkshire -4 12 £60,000 +68.08%
Bath - 12 - -
Edinburgh -4 11 £52,500 -27.58% 5

For the 6 months to 22 June 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Data Structures.

1 717 (46.68%) Algorithms
2 658 (42.84%) Java
3 577 (37.57%) SQL
4 518 (33.72%) OO
5 497 (32.36%) Agile Software Development
6 494 (32.16%) Finance
7 366 (23.83%) Degree
8 364 (23.70%) Computer Science
9 360 (23.44%) Software Engineering
10 322 (20.96%) Python
11 303 (19.73%) JavaScript
12 285 (18.55%) Git (software)
13 278 (18.10%) NoSQL
14 268 (17.45%) C++
15 262 (17.06%) Linux
16 255 (16.60%) Continuous Integration
17 249 (16.21%) Test Automation
18 248 (16.15%) C#
19 224 (14.58%) Analytical Skills
20 216 (14.06%) SQL Server
21 202 (13.15%) Subversion
22 199 (12.96%) Multithreading
23 189 (12.30%) Data Modelling
24 179 (11.65%) Business Intelligence
24 179 (11.65%) Analytics
25 177 (11.52%) Scrum
25 177 (11.52%) Relational Database
26 173 (11.26%) HTML
27 172 (11.20%) TDD
28 171 (11.13%) MySQL

Data Structures
Co-occurring IT Skills 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 72 (4.69%) Apache Spark
2 68 (4.43%) Apache
3 58 (3.78%) Elasticsearch
4 35 (2.28%) SAS
4 35 (2.28%) Tomcat
5 31 (2.02%) SharePoint
6 30 (1.95%) JBoss
7 19 (1.24%) Apache Solr
8 12 (0.78%) Apache Pig
8 12 (0.78%) CMS
9 10 (0.65%) Cloud Foundry
10 8 (0.52%) OpenEdge
11 6 (0.39%) Oracle SOA Suite
12 5 (0.33%) MS Exchange
12 5 (0.33%) SharePoint 2010
13 4 (0.26%) EPiServer
13 4 (0.26%) Exchange Server 2010
13 4 (0.26%) Foswiki
13 4 (0.26%) WordPress
14 3 (0.20%) SugarCRM
Applications
1 86 (5.60%) Microsoft Excel
2 37 (2.41%) Microsoft Office
3 25 (1.63%) MS Visio
4 23 (1.50%) Microsoft PowerPoint
5 9 (0.59%) Spreadsheet
6 7 (0.46%) Microsoft Project
7 2 (0.13%) Photoshop
8 1 (0.065%) AutoCAD
8 1 (0.065%) Revit
8 1 (0.065%) SPSS
8 1 (0.065%) SPSS Modeler
Business Applications
1 29 (1.89%) Magento
2 14 (0.91%) Dynamics AX
2 14 (0.91%) Dynamics CRM
3 12 (0.78%) SAP Oil and Gas
4 8 (0.52%) SAP MM
5 7 (0.46%) Oracle EBS
6 6 (0.39%) SAP FI
6 6 (0.39%) SAP SRM
6 6 (0.39%) Unit4 Business World
7 5 (0.33%) Salesforce.com CRM
8 4 (0.26%) NetSuite
8 4 (0.26%) Oracle Payables
8 4 (0.26%) Oracle Receivables
9 3 (0.20%) Eloqua
9 3 (0.20%) Infor CRM
9 3 (0.20%) Oracle CRM
9 3 (0.20%) SAP S/4HANA
10 2 (0.13%) Oracle General Ledger
10 2 (0.13%) Oracle Procure-to-Pay
10 2 (0.13%) Unica
Cloud Services
1 130 (8.46%) Amazon AWS
2 46 (2.99%) Microsoft Azure
3 30 (1.95%) GitHub
4 28 (1.82%) SaaS
5 25 (1.63%) Cloud Computing
6 23 (1.50%) Amazon EMR
6 23 (1.50%) Google Cloud Platform
7 7 (0.46%) Amazon S3
8 6 (0.39%) Adobe Analytics
8 6 (0.39%) Dynamics 365
8 6 (0.39%) Salesforce Sales Cloud
9 5 (0.33%) AWS CloudFormation
9 5 (0.33%) Google Play
9 5 (0.33%) OpenShift
10 4 (0.26%) Amazon EC2
10 4 (0.26%) Force.com
10 4 (0.26%) PaaS
10 4 (0.26%) Salesforce Service Cloud
11 3 (0.20%) Amazon Kinesis
11 3 (0.20%) iTunes
Communications & Networking
1 54 (3.52%) TCP/IP
2 52 (3.39%) Internet
3 37 (2.41%) HTTP
4 25 (1.63%) Skype
5 22 (1.43%) InfiniBand
6 17 (1.11%) Ethernet
6 17 (1.11%) RS-232
7 9 (0.59%) DNS
8 7 (0.46%) ICMP
9 3 (0.20%) SAN
9 3 (0.20%) SMS
9 3 (0.20%) SSL
10 2 (0.13%) VoIP
11 1 (0.065%) Bluetooth
11 1 (0.065%) DHCP
11 1 (0.065%) DSL
11 1 (0.065%) Firewall
11 1 (0.065%) Intranet
11 1 (0.065%) Intrusion Detection
11 1 (0.065%) VLAN
Database & Business Intelligence
1 278 (18.10%) NoSQL
2 216 (14.06%) SQL Server
3 177 (11.52%) Relational Database
4 171 (11.13%) MySQL
5 169 (11.00%) Big Data
6 164 (10.68%) Data Warehouse
7 102 (6.64%) SQL Server Reporting Services
8 98 (6.38%) Hadoop
9 90 (5.86%) MongoDB
10 75 (4.88%) SQL Server Integration Services
11 70 (4.56%) RDBMS
12 58 (3.78%) Apache Cassandra
13 52 (3.39%) Data Mining
14 48 (3.13%) Power BI
15 45 (2.93%) BusinessObjects
16 43 (2.80%) Redis
17 39 (2.54%) Amazon Redshift
18 37 (2.41%) HBase
19 36 (2.34%) PostgreSQL
20 35 (2.28%) QlikView
Development Applications
1 285 (18.55%) Git (software)
2 202 (13.15%) Subversion
3 151 (9.83%) Mercurial
4 72 (4.69%) JIRA
5 63 (4.10%) Maven
6 50 (3.26%) Ant
7 47 (3.06%) Visual Studio
8 33 (2.15%) JUnit
9 31 (2.02%) Hudson
10 28 (1.82%) Team Foundation Server
11 27 (1.76%) NUnit
12 26 (1.69%) EasyMock
12 26 (1.69%) jMock
12 26 (1.69%) TeamCity
13 25 (1.63%) Jenkins
14 21 (1.37%) NuGet
15 19 (1.24%) Xcode
16 17 (1.11%) Gradle
16 17 (1.11%) MSI
16 17 (1.11%) WiX
General
1 494 (32.16%) Finance
2 157 (10.22%) Retail
3 129 (8.40%) Banking
4 72 (4.69%) Financial Institution
5 63 (4.10%) Investment Banking
6 54 (3.52%) Marketing
7 44 (2.86%) Electronics
7 44 (2.86%) Front Office
8 43 (2.80%) Retail Banking
9 35 (2.28%) Manufacturing
10 29 (1.89%) Automotive
11 28 (1.82%) Games
12 21 (1.37%) Advertising
12 21 (1.37%) Telecoms
13 17 (1.11%) Legal
14 14 (0.91%) Back Office
15 11 (0.72%) Law
16 7 (0.46%) Publishing
17 4 (0.26%) Billing
17 4 (0.26%) Digital Economy
Job Titles
1 810 (52.73%) Developer
2 272 (17.71%) Java Developer
3 204 (13.28%) Software Engineer
4 157 (10.22%) Analyst
5 121 (7.88%) Senior Developer
6 120 (7.81%) Architect
6 120 (7.81%) Java Engineer
7 105 (6.84%) JavaScript Developer
8 103 (6.71%) Java Software Engineer
9 98 (6.38%) Software Developer
10 94 (6.12%) Senior Software Engineer
11 90 (5.86%) Python Developer
12 83 (5.40%) C# Developer
13 77 (5.01%) Senior Java Developer
14 75 (4.88%) Senior Java Engineer
15 74 (4.82%) Programmer
16 73 (4.75%) Senior Java Software Engineer
17 71 (4.62%) C++ Developer
18 60 (3.91%) Data Architect
19 57 (3.71%) Junior
Libraries, Frameworks & Software Standards
1 173 (11.26%) HTML
2 157 (10.22%) CSS
3 147 (9.57%) Web Services
4 140 (9.11%) XML
5 137 (8.92%) .NET
6 111 (7.23%) JSON
7 103 (6.71%) AngularJS
8 99 (6.45%) jQuery
9 85 (5.53%) RESTful
10 81 (5.27%) Node.js
11 78 (5.08%) HTML5
11 78 (5.08%) REST
11 78 (5.08%) SOAP
12 75 (4.88%) Spring
13 72 (4.69%) React
14 57 (3.71%) Hibernate
15 50 (3.26%) .NET Framework
16 46 (2.99%) J2EE
17 44 (2.86%) Ajax
18 41 (2.67%) Backbone.js
Miscellaneous
1 717 (46.68%) Algorithms
2 364 (23.70%) Computer Science
3 224 (14.58%) Analytical Skills
4 90 (5.86%) Mobile App
5 74 (4.82%) Fintech
5 74 (4.82%) User Experience
6 70 (4.56%) Management Information System
7 63 (4.10%) Greenfield Project
8 56 (3.65%) Hedge funds
9 46 (2.99%) Foreign Exchange (FX)
10 38 (2.47%) Equities
11 36 (2.34%) Derivative
12 31 (2.02%) Linux Command Line
13 29 (1.89%) Fixed Income
14 26 (1.69%) mHealth
15 22 (1.43%) Device Driver
15 22 (1.43%) Internet of Things
16 17 (1.11%) Industrial Internet of Things
17 15 (0.98%) Enterprise Software
17 15 (0.98%) Virtual Team
Operating Systems
1 262 (17.06%) Linux
2 138 (8.98%) Unix
3 129 (8.40%) Windows
4 103 (6.71%) Apple iOS
5 97 (6.32%) Android
6 36 (2.34%) Mac OS
7 17 (1.11%) Windows Embedded Compact
8 12 (0.78%) Solaris
9 8 (0.52%) Windows Server 2008
10 6 (0.39%) Mac OS X
11 5 (0.33%) Windows Server
12 4 (0.26%) Debian
12 4 (0.26%) Red Hat Enterprise Linux
12 4 (0.26%) Windows 7
13 3 (0.20%) Amazon Linux
13 3 (0.20%) CentOS
13 3 (0.20%) Oracle Linux
13 3 (0.20%) Windows 10
14 2 (0.13%) Tizen
15 1 (0.065%) Windows Server 2012
Processes & Methodologies
1 518 (33.72%) OO
2 497 (32.36%) Agile Software Development
3 360 (23.44%) Software Engineering
4 255 (16.60%) Continuous Integration
5 249 (16.21%) Test Automation
6 199 (12.96%) Multithreading
7 189 (12.30%) Data Modelling
8 179 (11.65%) Analytics
8 179 (11.65%) Business Intelligence
9 177 (11.52%) Scrum
10 172 (11.20%) TDD
11 143 (9.31%) OOD
12 131 (8.53%) E-Commerce
13 130 (8.46%) OOP
14 127 (8.27%) ETL
15 122 (7.94%) Data Analysis
16 117 (7.62%) Kanban
17 113 (7.36%) Mathematics
18 103 (6.71%) Unit Testing
19 102 (6.64%) Migration
Programming Languages
1 658 (42.84%) Java
2 577 (37.57%) SQL
3 322 (20.96%) Python
4 303 (19.73%) JavaScript
5 268 (17.45%) C++
6 248 (16.15%) C#
7 105 (6.84%) C
8 90 (5.86%) PHP
9 84 (5.47%) Scala
10 80 (5.21%) Objective-C
11 68 (4.43%) Perl
12 53 (3.45%) Apple Swift
13 51 (3.32%) T-SQL
14 41 (2.67%) R
15 37 (2.41%) Clojure
16 36 (2.34%) Groovy
17 29 (1.89%) PL/SQL
18 27 (1.76%) F#
19 26 (1.69%) Haskell
20 24 (1.56%) VB
Qualifications
1 366 (23.83%) Degree
2 89 (5.79%) Computer Science Degree
3 35 (2.28%) PhD
4 21 (1.37%) Master's Degree
5 10 (0.65%) SAS Certification
5 10 (0.65%) Sun Certification
6 6 (0.39%) ACCA
6 6 (0.39%) CIMA
7 5 (0.33%) ISEB
7 5 (0.33%) Microsoft Certification
7 5 (0.33%) Oracle Certification
8 4 (0.26%) OCA
9 3 (0.20%) CCNA
9 3 (0.20%) Chartered Engineer
9 3 (0.20%) Cisco Certification
9 3 (0.20%) HND
9 3 (0.20%) MCSE
10 2 (0.13%) Numerate Degree
10 2 (0.13%) Security Cleared
11 1 (0.065%) SANS
Quality Assurance & Compliance
1 136 (8.85%) QA
2 116 (7.55%) Data Quality
3 29 (1.89%) GDPR
4 12 (0.78%) MiFID
5 7 (0.46%) Solvency II
6 4 (0.26%) HL7
7 3 (0.20%) GCP
7 3 (0.20%) SLA
8 2 (0.13%) ISO/IEC 20000
8 2 (0.13%) ISO/IEC 27001
8 2 (0.13%) PCI DSS
9 1 (0.065%) Actionable Recommendations
System Software
1 55 (3.58%) Docker
2 18 (1.17%) Virtual Machines
3 11 (0.72%) HDFS
4 8 (0.52%) Apache Flume
5 7 (0.46%) Active Directory
6 6 (0.39%) Apache ZooKeeper
7 5 (0.33%) etcd
7 5 (0.33%) Varnish
8 3 (0.20%) Terminal Server
8 3 (0.20%) VMware Infrastructure
9 1 (0.065%) Hyper-V
9 1 (0.065%) KVM
9 1 (0.065%) Platform Symphony
Systems Management
1 15 (0.98%) Opscode Chef
2 13 (0.85%) Ansible
3 12 (0.78%) Puppet
4 7 (0.46%) Kubernetes
5 6 (0.39%) Oozie
6 5 (0.33%) Consul
6 5 (0.33%) Terraform
7 4 (0.26%) HP Quality Center
7 4 (0.26%) Kibana
8 2 (0.13%) Docker Swarm
8 2 (0.13%) Mesos
8 2 (0.13%) rkt
8 2 (0.13%) yum
9 1 (0.065%) CA Single Sign-On
Vendors
1 153 (9.96%) Microsoft
2 143 (9.31%) Oracle
3 62 (4.04%) SAP
4 52 (3.39%) Tableau
5 47 (3.06%) Apple
6 31 (2.02%) Salesforce.com
7 30 (1.95%) Sybase
8 27 (1.76%) Perforce
9 26 (1.69%) CA Agile Central
10 25 (1.63%) Google
11 15 (0.98%) Informatica
11 15 (0.98%) MicroStrategy
11 15 (0.98%) TIBCO
11 15 (0.98%) VMware
12 12 (0.78%) NetApp
12 12 (0.78%) Talend
13 11 (0.72%) IBM
14 9 (0.59%) Adobe
14 9 (0.59%) Ariba
15 8 (0.52%) Cognos
City, London
Client Server
Salary: £55k to £70k + benefits
Posted: 21 hours ago
Welwyn Garden City, Hertfordshire
ClearCube Consulting
Salary: Up to £85,000 per annum
Posted: 15 hours ago
London
ClearCube Consulting
Salary: From £55,000 to £85,000 per annum
Posted: 15 hours ago
London
ClearCube Consulting
Salary: From £75,000 to £100,000 per annum + Package
Posted: 15 hours ago
London
ClearCube Consulting
Salary: From £40,000 to £90,000 per annum + Benefits
Posted: 15 hours ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: From £55,000 to £70,000 per annum + Benefits
Posted: 15 hours ago
Central London / West End
Client Server
Salary: £50k to £65k + benefits
Posted: 19 hours ago
London
Client Server
Salary: £60k to £75k + bonus + benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
St. Albans, Hertfordshire
Resource Group
Salary: £50,000-£80,000 + Bonus & Benefits
Posted: 18 hours ago
City, London
Client Server
Salary: £70k to £85k + bonus + benefits
Posted: Yesterday
London
ClearCube Consulting
Salary: From £80,000 to £100,000 per annum
Posted: 15 hours ago
East London
ClearCube Consulting
Salary: Up to £100,000 per annum
Posted: Yesterday
Manchester, Lancashire
Hotfoot Recruitment
Salary: Up to £50,000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £50,000 per annum
Posted: Yesterday
London
ClearCube Consulting
Salary: From £30,000 to £45,000 per annum + Benefits
Posted: 15 hours ago
London
Client Server
Salary: £70k to £85k + bonus + benefits
Posted: Yesterday
Edinburgh, Midlothian
ClearCube Consulting
Salary: Up to £80,000 per annum
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Salary: £70000 - £120000 per annum
Posted: 10 hours ago
City, London
Client Server
Salary: £70k to £80k + bonus + benefits
Posted: Yesterday
London
Durlston Partners
Salary: Up to £65,000 per annum + Bonus + Benefits
Posted: 3 days ago
Manchester, Lancashire
Hotfoot Recruitment
Salary: Up to £70,000 per annum
Posted: Yesterday
London
Resource Group
Salary: £50,000-£80,000 + Bonus & Benefits
Posted: Yesterday
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £50,000 per annum
Posted: Yesterday
Central London / West End
Client Server
Salary: £35k to £40k + bonus + benefits
Posted: 2 days ago
Edinburgh, Midlothian
Search Consultancy
Salary: bonus and benefits
Posted: 4 days ago
Bristol, Avon
n-tier selection limited
Salary: £40000 - £55000 per annum + 36 days holiday + lots more!
Posted: 2 days ago
Central London / West End
Client Server
Salary: £40k to £60k + bonus + benefits
Posted: 3 days ago
City, London
Client Server
Salary: £100k to £130k + bonus + benefits
Posted: 3 days ago
London
Burns Sheehan
Salary: £0.00 per annum
Posted: 2 days ago