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 24 June 2017 with a comparison to the same period over the previous 2 years.

Data Structures
UK
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 326 425 373
Rank change year-on-year +99 -52  
Permanent jobs citing Data Structures 841 660 927
As % of all permanent IT jobs advertised in the UK 0.96% 0.67% 0.84%
As % of the Miscellaneous category 2.27% 1.62% 2.04%
Number of salaries quoted 673 532 703
Median salary £55,000 £57,500 £57,500
Median salary % change year-on-year -4.34% -  
90% offered a salary of more than £32,500 £35,000 £37,500
10% offered a salary of more than £80,000 £89,500 £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 36971 40737 45408
As % of all permanent IT job vacancies advertised in the UK 42.03% 41.37% 40.94%
Number of salaries quoted 28915 33318 36224
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 24 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 24 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 +94 803 £55,000 -4.34% 154
London +31 394 £67,500 +3.84% 105
North West +43 101 £42,500 - 13
Manchester +45 87 £41,250 -13.61% 6
South East +72 77 £42,750 -9.04% 6
East of England +2 62 £51,250 +2.50% 6
City of London +27 58 £65,000 +8.33% 17
West Midlands +27 51 £35,000 -41.66% 3
Yorkshire +28 50 £60,000 +9.09% 9
South West +26 42 £50,000 +11.11% 9
West Yorkshire +27 36 £60,000 +9.09% 9
Cambridgeshire -11 34 £50,000 - 1
Cambridge -10 33 £50,000 -2.43% 1
Leeds +19 32 £60,000 +9.09% 9
Staffordshire +37 30 £35,000 -48.14%
Scotland +32 30 £70,000 -3.44% 5
Buckinghamshire +26 30 £35,356 -5.71%
Milton Keynes +23 30 £35,356 -11.61%
Stafford - 23 £21,500 -
East Midlands +14 21 £37,500 -18.47% 2
Bristol -7 21 £55,000 +41.02% 5
Hertfordshire -1 20 £55,000 -31.25% 4
Glasgow +22 18 £70,000 -
Berkshire +34 17 £40,000 -27.27% 2
Somerset - 13 £50,000 -
Leicestershire +23 12 £37,500 -6.25% 2
Sheffield +2 12 £60,000 +68.08%
South Yorkshire +2 12 £60,000 +68.08%
Edinburgh -2 12 £52,500 -27.58% 4
Bath - 12 - -

For the 6 months to 24 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.

1 720 (46.97%) Algorithms
2 657 (42.86%) Java
3 573 (37.38%) SQL
4 512 (33.40%) OO
5 499 (32.55%) Agile Software Development
6 492 (32.09%) Finance
7 366 (23.87%) Computer Science
8 365 (23.81%) Degree
9 363 (23.68%) Software Engineering
10 320 (20.87%) Python
11 301 (19.63%) JavaScript
12 286 (18.66%) Git (software)
13 277 (18.07%) NoSQL
14 270 (17.61%) C++
15 263 (17.16%) Linux
16 254 (16.57%) Continuous Integration
17 253 (16.50%) C#
18 249 (16.24%) Test Automation
19 220 (14.35%) Analytical Skills
20 216 (14.09%) SQL Server
21 203 (13.24%) Subversion
21 203 (13.24%) Multithreading
22 185 (12.07%) Data Modelling
23 180 (11.74%) Business Intelligence
24 179 (11.68%) Analytics
25 177 (11.55%) Scrum
26 176 (11.48%) Relational Database
27 171 (11.15%) TDD
27 171 (11.15%) HTML
28 167 (10.89%) 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 70 (4.57%) Apache Spark
2 68 (4.44%) Apache
3 58 (3.78%) Elasticsearch
4 36 (2.35%) SAS
4 36 (2.35%) Tomcat
5 31 (2.02%) JBoss
5 31 (2.02%) SharePoint
6 19 (1.24%) Apache Solr
7 13 (0.85%) CMS
8 12 (0.78%) Apache Pig
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 84 (5.48%) Microsoft Excel
2 37 (2.41%) Microsoft Office
3 26 (1.70%) MS Visio
4 24 (1.57%) 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 13 (0.85%) 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 4 (0.26%) NetSuite
7 4 (0.26%) Oracle Payables
7 4 (0.26%) Oracle Receivables
7 4 (0.26%) Salesforce.com CRM
8 3 (0.20%) Eloqua
8 3 (0.20%) Infor CRM
8 3 (0.20%) Oracle CRM
8 3 (0.20%) SAP S/4HANA
9 2 (0.13%) Oracle General Ledger
9 2 (0.13%) Oracle Procure-to-Pay
9 2 (0.13%) Unica
Cloud Services
1 130 (8.48%) Amazon AWS
2 47 (3.07%) Microsoft Azure
3 30 (1.96%) GitHub
4 29 (1.89%) SaaS
5 25 (1.63%) Cloud Computing
6 23 (1.50%) Amazon EMR
6 23 (1.50%) Google Cloud Platform
7 6 (0.39%) Adobe Analytics
7 6 (0.39%) Amazon S3
7 6 (0.39%) Dynamics 365
7 6 (0.39%) Salesforce Sales Cloud
8 5 (0.33%) AWS CloudFormation
8 5 (0.33%) Google Play
8 5 (0.33%) OpenShift
9 4 (0.26%) Amazon EC2
9 4 (0.26%) PaaS
10 3 (0.20%) Amazon Kinesis
10 3 (0.20%) FinancialForce.com
10 3 (0.20%) IaaS
10 3 (0.20%) Salesforce Service Cloud
Communications & Networking
1 54 (3.52%) TCP/IP
2 50 (3.26%) Internet
3 37 (2.41%) HTTP
4 25 (1.63%) Skype
5 22 (1.44%) 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%) Bluetooth
10 2 (0.13%) VoIP
10 2 (0.13%) ZigBee
11 1 (0.065%) Fibre Channel
11 1 (0.065%) iSCSI
11 1 (0.065%) Multicast
11 1 (0.065%) Network Security
11 1 (0.065%) PABX
Database & Business Intelligence
1 277 (18.07%) NoSQL
2 216 (14.09%) SQL Server
3 176 (11.48%) Relational Database
4 167 (10.89%) Big Data
4 167 (10.89%) MySQL
5 164 (10.70%) Data Warehouse
6 103 (6.72%) SQL Server Reporting Services
7 96 (6.26%) Hadoop
8 90 (5.87%) MongoDB
9 75 (4.89%) SQL Server Integration Services
10 69 (4.50%) RDBMS
11 58 (3.78%) Apache Cassandra
12 51 (3.33%) Data Mining
13 48 (3.13%) Power BI
14 45 (2.94%) BusinessObjects
15 44 (2.87%) Redis
16 38 (2.48%) Amazon Redshift
17 37 (2.41%) HBase
18 36 (2.35%) PostgreSQL
19 34 (2.22%) QlikView
Development Applications
1 286 (18.66%) Git (software)
2 203 (13.24%) Subversion
3 151 (9.85%) Mercurial
4 72 (4.70%) JIRA
5 63 (4.11%) Maven
6 50 (3.26%) Ant
7 47 (3.07%) Visual Studio
8 34 (2.22%) JUnit
9 31 (2.02%) Hudson
10 27 (1.76%) EasyMock
10 27 (1.76%) jMock
10 27 (1.76%) NUnit
10 27 (1.76%) Team Foundation Server
10 27 (1.76%) TeamCity
11 24 (1.57%) Jenkins
12 21 (1.37%) NuGet
13 19 (1.24%) Xcode
14 17 (1.11%) Gradle
14 17 (1.11%) Microsoft Blend
14 17 (1.11%) MSI
General
1 492 (32.09%) Finance
2 158 (10.31%) Retail
3 129 (8.41%) Banking
4 69 (4.50%) Financial Institution
5 64 (4.17%) Investment Banking
6 54 (3.52%) Marketing
7 46 (3.00%) Electronics
8 45 (2.94%) Front Office
9 44 (2.87%) Retail Banking
10 36 (2.35%) Manufacturing
11 28 (1.83%) Automotive
11 28 (1.83%) Games
12 22 (1.44%) Telecoms
13 21 (1.37%) Advertising
14 17 (1.11%) Legal
15 14 (0.91%) Back Office
16 11 (0.72%) Law
17 6 (0.39%) Publishing
18 4 (0.26%) Billing
18 4 (0.26%) Digital Economy
Job Titles
1 809 (52.77%) Developer
2 270 (17.61%) Java Developer
3 207 (13.50%) Software Engineer
4 154 (10.05%) Analyst
5 122 (7.96%) Java Engineer
6 119 (7.76%) Senior Developer
7 118 (7.70%) Architect
8 105 (6.85%) Java Software Engineer
8 105 (6.85%) JavaScript Developer
9 98 (6.39%) Software Developer
10 96 (6.26%) Senior Software Engineer
11 89 (5.81%) Python Developer
12 85 (5.54%) C# Developer
13 76 (4.96%) Senior Java Engineer
14 75 (4.89%) Senior Java Developer
15 74 (4.83%) Senior Java Software Engineer
16 72 (4.70%) Programmer
17 70 (4.57%) C++ Developer
18 60 (3.91%) Data Architect
19 57 (3.72%) Junior
Libraries, Frameworks & Software Standards
1 171 (11.15%) HTML
2 156 (10.18%) CSS
3 145 (9.46%) Web Services
4 140 (9.13%) .NET
5 139 (9.07%) XML
6 109 (7.11%) JSON
7 102 (6.65%) AngularJS
8 97 (6.33%) jQuery
9 87 (5.68%) RESTful
10 81 (5.28%) Node.js
11 78 (5.09%) HTML5
12 77 (5.02%) SOAP
13 76 (4.96%) REST
14 74 (4.83%) Spring
15 73 (4.76%) React
16 58 (3.78%) Hibernate
17 51 (3.33%) .NET Framework
18 45 (2.94%) J2EE
19 44 (2.87%) Ajax
20 41 (2.67%) Backbone.js
Miscellaneous
1 720 (46.97%) Algorithms
2 366 (23.87%) Computer Science
3 220 (14.35%) Analytical Skills
4 90 (5.87%) Mobile App
5 74 (4.83%) User Experience
6 72 (4.70%) Fintech
7 71 (4.63%) Management Information System
8 62 (4.04%) Greenfield Project
9 54 (3.52%) Hedge funds
10 47 (3.07%) Foreign Exchange (FX)
11 38 (2.48%) Equities
12 36 (2.35%) Derivative
13 32 (2.09%) Linux Command Line
14 29 (1.89%) Fixed Income
15 26 (1.70%) mHealth
16 22 (1.44%) Device Driver
16 22 (1.44%) Internet of Things
17 17 (1.11%) Industrial Internet of Things
18 15 (0.98%) Enterprise Software
18 15 (0.98%) Virtual Team
Operating Systems
1 263 (17.16%) Linux
2 140 (9.13%) Unix
3 129 (8.41%) Windows
4 105 (6.85%) Apple iOS
5 98 (6.39%) Android
6 36 (2.35%) 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
1 512 (33.40%) OO
2 499 (32.55%) Agile Software Development
3 363 (23.68%) Software Engineering
4 254 (16.57%) Continuous Integration
5 249 (16.24%) Test Automation
6 203 (13.24%) Multithreading
7 185 (12.07%) Data Modelling
8 180 (11.74%) Business Intelligence
9 179 (11.68%) Analytics
10 177 (11.55%) Scrum
11 171 (11.15%) TDD
12 144 (9.39%) OOD
13 133 (8.68%) E-Commerce
14 131 (8.55%) OOP
15 127 (8.28%) ETL
16 122 (7.96%) Data Analysis
17 118 (7.70%) Kanban
18 111 (7.24%) Mathematics
19 105 (6.85%) Unit Testing
20 104 (6.78%) Concurrent Programming
Programming Languages
1 657 (42.86%) Java
2 573 (37.38%) SQL
3 320 (20.87%) Python
4 301 (19.63%) JavaScript
5 270 (17.61%) C++
6 253 (16.50%) C#
7 106 (6.91%) C
8 89 (5.81%) PHP
9 82 (5.35%) Scala
10 81 (5.28%) Objective-C
11 66 (4.31%) Perl
12 54 (3.52%) Apple Swift
13 51 (3.33%) T-SQL
14 41 (2.67%) R
15 37 (2.41%) Clojure
15 37 (2.41%) Groovy
16 29 (1.89%) F#
16 29 (1.89%) PL/SQL
17 26 (1.70%) Haskell
18 24 (1.57%) VB
Qualifications
1 365 (23.81%) Degree
2 88 (5.74%) Computer Science Degree
3 35 (2.28%) PhD
4 21 (1.37%) Master's Degree
5 11 (0.72%) SAS Certification
6 10 (0.65%) Sun Certification
7 6 (0.39%) ACCA
7 6 (0.39%) CIMA
8 5 (0.33%) ISEB
8 5 (0.33%) Microsoft Certification
8 5 (0.33%) Oracle Certification
9 4 (0.26%) OCA
10 3 (0.20%) CCNA
10 3 (0.20%) Chartered Engineer
10 3 (0.20%) Cisco Certification
10 3 (0.20%) HND
10 3 (0.20%) MCSE
11 2 (0.13%) Security Cleared
12 1 (0.065%) SANS
12 1 (0.065%) Six Sigma Yellow Belt
Quality Assurance & Compliance
1 138 (9.00%) QA
2 117 (7.63%) 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 27001
8 2 (0.13%) PCI DSS
9 1 (0.065%) Actionable Recommendations
9 1 (0.065%) ISO/IEC 20000
System Software
1 55 (3.59%) Docker
2 18 (1.17%) Virtual Machines
3 11 (0.72%) HDFS
4 8 (0.52%) Active Directory
4 8 (0.52%) Apache Flume
5 6 (0.39%) Apache ZooKeeper
6 5 (0.33%) etcd
6 5 (0.33%) Varnish
7 3 (0.20%) Terminal Server
7 3 (0.20%) VMware Infrastructure
8 1 (0.065%) Hyper-V
8 1 (0.065%) KVM
8 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
9 1 (0.065%) CA Single Sign-On
9 1 (0.065%) yum
Vendors
1 153 (9.98%) Microsoft
2 143 (9.33%) Oracle
3 63 (4.11%) SAP
4 52 (3.39%) Tableau
5 48 (3.13%) Apple
6 31 (2.02%) Sybase
7 28 (1.83%) Perforce
7 28 (1.83%) Salesforce.com
8 27 (1.76%) CA Agile Central
9 26 (1.70%) Google
10 16 (1.04%) Informatica
11 15 (0.98%) MicroStrategy
11 15 (0.98%) TIBCO
11 15 (0.98%) VMware
12 12 (0.78%) IBM
12 12 (0.78%) NetApp
12 12 (0.78%) Talend
13 9 (0.59%) Ab Initio
13 9 (0.59%) Adobe
13 9 (0.59%) Ariba
London
ClearCube Consulting
Salary: From £50,000 to £85,000 per annum
Posted: Yesterday
Dundee, Angus
Search Consultancy
Salary: £40000 - £50000 per annum + Excellent benefits
Posted: Yesterday
North London
360 Resourcing Solutions
Posted: Yesterday
London
ClearCube Consulting
Salary: Up to £100,000 per annum
Posted: Yesterday
City, London
Client Server
Salary: £80k to £100k + bonus + benefits
Posted: Yesterday
London
Westbourne Partners
Salary: Up to £90,000 per annum
Posted: 23 hours ago
London
ClearCube Consulting
Salary: From £50,000 to £100,000 per annum
Posted: Yesterday
City, London
Client Server
Salary: £55k to £70k + benefits
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
Welwyn Garden City, Hertfordshire
ClearCube Consulting
Salary: Up to £85,000 per annum
Posted: 2 days ago
London
ClearCube Consulting
Salary: From £55,000 to £85,000 per annum
Posted: 2 days ago
London
ClearCube Consulting
Salary: From £75,000 to £100,000 per annum + Package
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
London
ClearCube Consulting
Salary: From £40,000 to £90,000 per annum + Benefits
Posted: 2 days ago
East London
Freshtechit
Salary: From £50,000 to £70,000 per annum
Posted: Yesterday
North West London
Client Server
Salary: £90k to £110k + bonus + benefits
Posted: Yesterday
London
Client Server
Salary: £60k to £75k + bonus + benefits
Posted: 3 days ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: From £55,000 to £70,000 per annum + Benefits
Posted: 2 days ago
City, London
Client Server
Salary: £70k to £85k + bonus + benefits
Posted: 3 days ago
Central London / West End
Client Server
Salary: £50k to £65k + benefits
Posted: 2 days ago
East London
ClearCube Consulting
Salary: Up to £100,000 per annum
Posted: 3 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum
Posted: Yesterday
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £30,000 to £40,000 per annum plus excellent additional benefits
Posted: 23 hours ago
St. Albans, Hertfordshire
Resource Group
Salary: £50,000-£80,000 + Bonus & Benefits
Posted: 2 days ago
Manchester, Lancashire
Hotfoot Recruitment
Salary: Up to £50,000 per annum
Posted: 3 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £50,000 per annum
Posted: 3 days ago
London
ClearCube Consulting
Salary: From £80,000 to £100,000 per annum
Posted: 2 days ago
London
Client Server
Salary: £70k to £85k + bonus + benefits
Posted: 3 days ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: Up to £80,000 per annum
Posted: 3 days ago
London
ClearCube Consulting
Salary: From £30,000 to £45,000 per annum + Benefits
Posted: 2 days ago