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 30 April 2017 with a comparison to the same period over the previous 2 years.

Data Structures
UK
3 months to
30 Apr 2017
Same period 2016 Same period 2015
Rank 345 432 379
Rank change year-on-year +87 -53  
Permanent jobs citing Data Structures 745 715 920
As % of all permanent IT jobs advertised in the UK 0.87% 0.69% 0.83%
As % of the Miscellaneous category 2.12% 1.63% 2.04%
Number of salaries quoted 644 588 706
Median salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.34% +4.54%  
90% offered a salary of more than £35,000 £37,500 £37,500
10% offered a salary of more than £87,500 £90,000 £85,000
UK excluding London median salary £49,750 £52,500 £47,500
% change year-on-year -5.23% +10.52%  

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 35068 43947 45135
As % of all permanent IT job vacancies advertised in the UK 40.91% 42.53% 40.79%
Number of salaries quoted 28361 35566 35658
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 £30,000 £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 30 April 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 30 April 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 +71 682 £60,000 +4.34% 123
London +25 373 £67,500 +3.84% 72
South East +88 67 £45,000 -10.00% 9
City of London +29 64 £70,000 +16.66% 14
North West +17 63 £60,000 +71.42% 7
Manchester +24 56 £60,000 +71.42% 6
Yorkshire +34 54 £60,000 +9.09% 8
East of England -9 49 £48,750 -4.87% 7
West Midlands +41 40 £35,000 -41.66% 3
West Yorkshire +9 35 £60,000 +9.09% 8
Leeds +9 32 £60,000 +9.09% 7
Cambridgeshire -15 29 £45,250 -4.73% 5
Cambridge -14 27 £40,500 -14.73% 5
Scotland +27 26 £70,000 -3.44% 9
East Midlands +18 23 £35,000 -15.15% 8
Staffordshire +24 17 £35,000 -48.14% 2
Berkshire +45 16 £50,000 -8.67%
Surrey +41 15 £60,000 +4.34%
Glasgow +24 15 £70,000 +27.27% 1
Sheffield +18 15 £60,000 +68.08%
South Yorkshire +14 15 £60,000 +68.08%
Leicestershire - 15 £35,000 - 3
South West +15 14 £49,500 +4.21% 8
West Sussex +19 13 £30,000 -40.00%
Leicester - 13 £35,000 - 3
Stafford - 12 £21,500 - 1
Reading +35 11 £55,000 +30.95%
Hertfordshire +13 11 £52,500 -4.54% 1
Wales +13 11 £40,000 -
Buckinghamshire +14 10 £68,500 +132.20% 4

For the 6 months to 30 April 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.

1 683 (47.17%) Algorithms
2 580 (40.06%) Java
3 550 (37.98%) SQL
4 486 (33.56%) OO
5 470 (32.46%) Finance
6 450 (31.08%) Agile Software Development
7 375 (25.90%) Degree
8 371 (25.62%) Software Engineering
9 363 (25.07%) Computer Science
10 291 (20.10%) Python
11 277 (19.13%) JavaScript
12 267 (18.44%) NoSQL
13 239 (16.51%) C++
14 232 (16.02%) Analytical Skills
15 231 (15.95%) Git (software)
16 223 (15.40%) Linux
17 210 (14.50%) C#
18 204 (14.09%) Continuous Integration
19 172 (11.88%) Data Modelling
20 170 (11.74%) Multithreading
21 166 (11.46%) TDD
22 162 (11.19%) HTML
23 154 (10.64%) Automated Testing
24 150 (10.36%) MySQL
25 149 (10.29%) OOP
25 149 (10.29%) Subversion
26 147 (10.15%) Mathematics
27 145 (10.01%) Data Warehouse
28 144 (9.94%) Analytics
28 144 (9.94%) Relational Database

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 67 (4.63%) Apache Spark
2 65 (4.49%) Elasticsearch
3 29 (2.00%) SAS
4 26 (1.80%) Apache Solr
5 21 (1.45%) Apache
6 17 (1.17%) SharePoint
7 9 (0.62%) Tomcat
8 7 (0.48%) Apache Pig
9 6 (0.41%) Oracle SOA Suite
10 5 (0.35%) CMS
10 5 (0.35%) JBoss
10 5 (0.35%) SharePoint 2010
11 4 (0.28%) MS Exchange
12 3 (0.21%) Cloud Foundry
12 3 (0.21%) Exchange Server 2010
12 3 (0.21%) Foswiki
12 3 (0.21%) Jetty
12 3 (0.21%) Mule
12 3 (0.21%) WebSphere
12 3 (0.21%) WordPress
Applications
1 62 (4.28%) Microsoft Excel
2 22 (1.52%) Microsoft Office
3 19 (1.31%) MS Visio
4 8 (0.55%) Microsoft PowerPoint
5 7 (0.48%) Microsoft Project
6 1 (0.069%) AutoCAD
6 1 (0.069%) Revit
6 1 (0.069%) Spreadsheet
6 1 (0.069%) SPSS
6 1 (0.069%) SPSS Modeler
Business Applications
1 15 (1.04%) Magento
2 13 (0.90%) Dynamics CRM
3 10 (0.69%) Dynamics AX
4 7 (0.48%) SAP MM
5 6 (0.41%) Oracle EBS
5 6 (0.41%) Unit4 Business World
6 5 (0.35%) SAP FI
6 5 (0.35%) SAP SRM
7 4 (0.28%) Oracle General Ledger
7 4 (0.28%) Salesforce.com CRM
8 3 (0.21%) JDE EnterpriseOne
8 3 (0.21%) NetSuite
8 3 (0.21%) Oracle Payables
8 3 (0.21%) Oracle Receivables
9 2 (0.14%) Eloqua
9 2 (0.14%) Infor CRM
9 2 (0.14%) Oracle CRM
9 2 (0.14%) Oracle Procure-to-Pay
9 2 (0.14%) SAP Oil and Gas
10 1 (0.069%) JDE World
Cloud Services
1 97 (6.70%) Amazon AWS
2 40 (2.76%) Microsoft Azure
3 38 (2.62%) GitHub
4 25 (1.73%) Cloud Computing
5 22 (1.52%) SaaS
6 14 (0.97%) Google Cloud Platform
7 12 (0.83%) Amazon S3
8 9 (0.62%) Amazon EC2
9 7 (0.48%) Force.com
10 4 (0.28%) Google Play
10 4 (0.28%) OpenShift
11 3 (0.21%) Amazon EMR
11 3 (0.21%) Amazon Kinesis
11 3 (0.21%) AWS Lambda
11 3 (0.21%) iTunes
12 2 (0.14%) Amazon CloudWatch
12 2 (0.14%) AWS CloudFormation
12 2 (0.14%) FinancialForce.com
12 2 (0.14%) Google Analytics
12 2 (0.14%) Google App Engine
Communications & Networking
1 64 (4.42%) Internet
2 38 (2.62%) TCP/IP
3 24 (1.66%) HTTP
4 21 (1.45%) Skype
5 16 (1.10%) InfiniBand
6 12 (0.83%) Ethernet
7 11 (0.76%) RS-232
8 5 (0.35%) DNS
8 5 (0.35%) SAN
9 4 (0.28%) ICMP
10 3 (0.21%) Multicast
11 2 (0.14%) Network Security
11 2 (0.14%) SMS
11 2 (0.14%) SSL
12 1 (0.069%) DHCP
12 1 (0.069%) DSL
12 1 (0.069%) Fibre Channel
12 1 (0.069%) iSCSI
12 1 (0.069%) VLAN
12 1 (0.069%) VoIP
Database & Business Intelligence
1 267 (18.44%) NoSQL
2 150 (10.36%) MySQL
3 145 (10.01%) Data Warehouse
4 144 (9.94%) Relational Database
5 143 (9.88%) Big Data
6 138 (9.53%) SQL Server
7 78 (5.39%) MongoDB
8 77 (5.32%) SQL Server Reporting Services
9 68 (4.70%) Hadoop
10 66 (4.56%) Data Mining
11 60 (4.14%) RDBMS
12 52 (3.59%) SQL Server Integration Services
13 48 (3.31%) Apache Cassandra
14 42 (2.90%) BusinessObjects
15 32 (2.21%) HBase
16 30 (2.07%) PostgreSQL
17 27 (1.86%) QlikView
18 25 (1.73%) SQL Server Analysis Services
19 23 (1.59%) Amazon Redshift
20 20 (1.38%) Apache Hive
Development Applications
1 231 (15.95%) Git (software)
2 149 (10.29%) Subversion
3 127 (8.77%) Mercurial
4 36 (2.49%) JIRA
5 31 (2.14%) Maven
6 27 (1.86%) Jenkins
6 27 (1.86%) Visual Studio
7 22 (1.52%) Team Foundation Server
8 20 (1.38%) Ant
9 17 (1.17%) JUnit
10 15 (1.04%) NuGet
10 15 (1.04%) NUnit
11 11 (0.76%) Gradle
11 11 (0.76%) Microsoft Blend
11 11 (0.76%) MSI
11 11 (0.76%) MSTest
11 11 (0.76%) WiX
12 10 (0.69%) Talend Open Studio
13 8 (0.55%) webpack
14 7 (0.48%) Selenium
General
1 470 (32.46%) Finance
2 97 (6.70%) Banking
3 90 (6.22%) Retail
4 75 (5.18%) Financial Institution
5 43 (2.97%) Front Office
6 37 (2.56%) Marketing
7 30 (2.07%) Telecoms
8 27 (1.86%) Manufacturing
9 24 (1.66%) Advertising
9 24 (1.66%) Investment Banking
10 23 (1.59%) Games
11 22 (1.52%) Electronics
12 21 (1.45%) Legal
13 18 (1.24%) Automotive
14 8 (0.55%) Publishing
15 6 (0.41%) Back Office
16 5 (0.35%) German Language
16 5 (0.35%) Law
17 3 (0.21%) General Ledger
17 3 (0.21%) Military
Job Titles
1 781 (53.94%) Developer
2 249 (17.20%) Java Developer
3 170 (11.74%) Software Engineer
4 160 (11.05%) Analyst
5 138 (9.53%) Senior Developer
6 116 (8.01%) Architect
7 106 (7.32%) Java Engineer
8 102 (7.04%) JavaScript Developer
9 96 (6.63%) C++ Developer
10 93 (6.42%) Programmer
10 93 (6.42%) Senior Software Engineer
11 86 (5.94%) Java Software Engineer
12 83 (5.73%) C# Developer
13 82 (5.66%) Python Developer
14 79 (5.46%) Senior Java Developer
15 77 (5.32%) .NET Developer
16 75 (5.18%) Senior Java Engineer
17 74 (5.11%) Senior Java Software Engineer
18 70 (4.83%) Software Developer
19 69 (4.77%) C# .NET Developer
Libraries, Frameworks & Software Standards
1 162 (11.19%) HTML
2 134 (9.25%) XML
3 133 (9.19%) .NET
4 132 (9.12%) CSS
5 98 (6.77%) JSON
6 94 (6.49%) AngularJS
7 89 (6.15%) Web Services
8 81 (5.59%) HTML5
9 75 (5.18%) jQuery
10 70 (4.83%) REST
11 67 (4.63%) Node.js
12 64 (4.42%) React
13 50 (3.45%) Spring
14 49 (3.38%) Ajax
15 42 (2.90%) Kafka
16 41 (2.83%) SOAP
17 39 (2.69%) Backbone.js
17 39 (2.69%) RESTful
18 38 (2.62%) J2EE
19 36 (2.49%) STL
Miscellaneous
1 683 (47.17%) Algorithms
2 363 (25.07%) Computer Science
3 232 (16.02%) Analytical Skills
4 88 (6.08%) Fintech
5 79 (5.46%) Mobile App
6 62 (4.28%) Hedge funds
7 57 (3.94%) Foreign Exchange (FX)
7 57 (3.94%) Greenfield Project
8 54 (3.73%) Derivative
9 49 (3.38%) Fixed Income
10 47 (3.25%) Equities
11 43 (2.97%) Management Information System
12 34 (2.35%) User Experience
13 31 (2.14%) Client/Server
14 22 (1.52%) mHealth
15 21 (1.45%) Enterprise Software
16 16 (1.10%) Device Driver
17 15 (1.04%) Internet of Things
18 14 (0.97%) Social Media
19 13 (0.90%) Taxonomies
Operating Systems
1 223 (15.40%) Linux
2 119 (8.22%) Unix
3 64 (4.42%) Apple iOS
4 62 (4.28%) Windows
5 59 (4.07%) Android
6 14 (0.97%) Mac OS
7 11 (0.76%) Windows Embedded Compact
8 5 (0.35%) Red Hat Enterprise Linux
8 5 (0.35%) Solaris
9 4 (0.28%) Windows Server 2008
10 3 (0.21%) Amazon Linux
10 3 (0.21%) CentOS
10 3 (0.21%) Debian
10 3 (0.21%) Oracle Linux
10 3 (0.21%) Windows 7
11 2 (0.14%) Tizen
11 2 (0.14%) Ubuntu
11 2 (0.14%) Windows 10
11 2 (0.14%) Windows Server
12 1 (0.069%) Windows Server 2012
Processes & Methodologies
1 486 (33.56%) OO
2 450 (31.08%) Agile Software Development
3 371 (25.62%) Software Engineering
4 204 (14.09%) Continuous Integration
5 172 (11.88%) Data Modelling
6 170 (11.74%) Multithreading
7 166 (11.46%) TDD
8 154 (10.64%) Automated Testing
9 149 (10.29%) OOP
10 147 (10.15%) Mathematics
11 144 (9.94%) Analytics
12 137 (9.46%) Business Intelligence
13 134 (9.25%) Scrum
14 129 (8.91%) OOD
15 110 (7.60%) ETL
16 97 (6.70%) Data Integration
17 95 (6.56%) Data Analysis
18 93 (6.42%) Migration
19 92 (6.35%) Low Latency
20 88 (6.08%) Continuous Improvement
Programming Languages
1 580 (40.06%) Java
2 550 (37.98%) SQL
3 291 (20.10%) Python
4 277 (19.13%) JavaScript
5 239 (16.51%) C++
6 210 (14.50%) C#
7 94 (6.49%) Scala
8 84 (5.80%) PHP
9 75 (5.18%) C
10 71 (4.90%) Perl
11 49 (3.38%) Objective-C
12 48 (3.31%) T-SQL
13 41 (2.83%) Apple Swift
14 30 (2.07%) R
15 27 (1.86%) F#
16 24 (1.66%) PL/SQL
17 20 (1.38%) Clojure
17 20 (1.38%) Haskell
18 18 (1.24%) ES6
18 18 (1.24%) VBA
Qualifications
1 375 (25.90%) Degree
2 45 (3.11%) PhD
3 9 (0.62%) ISEB
3 9 (0.62%) Sun Certification
4 6 (0.41%) ACCA
4 6 (0.41%) CIMA
4 6 (0.41%) SAS Certification
5 4 (0.28%) OCA
5 4 (0.28%) Oracle Certification
6 3 (0.21%) Microsoft Certification
7 2 (0.14%) CCNA
7 2 (0.14%) Chartered Engineer
7 2 (0.14%) Cisco Certification
7 2 (0.14%) MCSE
8 1 (0.069%) MCSA
8 1 (0.069%) MCT
8 1 (0.069%) PMI Certification
8 1 (0.069%) Security Cleared
8 1 (0.069%) Six Sigma Yellow Belt
Quality Assurance & Compliance
1 95 (6.56%) QA
2 86 (5.94%) Data Quality
3 22 (1.52%) GDPR
4 6 (0.41%) MiFID
4 6 (0.41%) Solvency II
5 3 (0.21%) SLA
6 2 (0.14%) HL7
6 2 (0.14%) ISO/IEC 27001
7 1 (0.069%) Actionable Recommendations
System Software
1 61 (4.21%) Docker
2 17 (1.17%) Virtual Machines
3 6 (0.41%) Apache ZooKeeper
4 5 (0.35%) HDFS
5 4 (0.28%) Apache Flume
6 3 (0.21%) Active Directory
7 2 (0.14%) etcd
7 2 (0.14%) Terminal Server
7 2 (0.14%) Varnish
7 2 (0.14%) VMware Infrastructure
8 1 (0.069%) Hyper-V
8 1 (0.069%) KVM
Systems Management
1 16 (1.10%) Kubernetes
2 13 (0.90%) Puppet
3 12 (0.83%) Opscode Chef
4 6 (0.41%) Docker Swarm
4 6 (0.41%) Mesos
4 6 (0.41%) rkt
5 4 (0.28%) Ansible
5 4 (0.28%) HP Quality Center
5 4 (0.28%) Kibana
6 3 (0.21%) Oozie
6 3 (0.21%) yum
7 2 (0.14%) Consul
7 2 (0.14%) Terraform
7 2 (0.14%) WebSphere Cast Iron
8 1 (0.069%) Hadoop YARN
Vendors
1 116 (8.01%) Microsoft
2 94 (6.49%) Oracle
3 38 (2.62%) SAP
4 29 (2.00%) Salesforce.com
4 29 (2.00%) Tableau
5 20 (1.38%) Apple
5 20 (1.38%) Google
6 14 (0.97%) Informatica
7 11 (0.76%) MicroStrategy
7 11 (0.76%) TIBCO
8 10 (0.69%) ServiceNow
8 10 (0.69%) Talend
9 8 (0.55%) Ariba
9 8 (0.55%) VMware
10 7 (0.48%) Ab Initio
10 7 (0.48%) Capita
11 6 (0.41%) IBM
11 6 (0.41%) IFS
11 6 (0.41%) Sybase
11 6 (0.41%) Twitter
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 2 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 2 days ago
Central London / West End
Client Server
Salary: £60k to £70k + bonus + benefits
Posted: 3 days ago
Stoke-On-Trent, Staffordshire
Computer People
Salary: £40000 - £50000 per annum + bonus, gym, pension
Posted: 2 days ago
Edinburgh, Midlothian
Search Consultancy
Posted: 2 days ago
Cambridge, Cambridgeshire
IT Connections
Salary: 30,000 - £40,000
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: Highly competitive market rate
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to c£38,000 DoE + Benefits
Posted: 2 days ago
London
ClearCube Consulting
Salary: Up to £80,000 per annum
Posted: 4 days ago
City, London
Client Server
Salary: £80k to £100k + bonus + benefits
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: Highly competitive market rate
Posted: 2 days ago
London
Hays Finance Technology
Salary: £90000.00 - £110000.00 per annum
Posted: 3 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: 4 days ago
Edinburgh, Midlothian
Search Consultancy
Posted: 5 days ago
Central London / West End
Client Server
Salary: £45k to £60k + bonus + benefits
Posted: 2 days ago
London
ClearCube Consulting
Salary: Up to £85,000 per annum
Posted: 4 days ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: Up to £80,000 per annum
Posted: 4 days ago
Central London / West End
ClearCube Consulting
Salary: Up to £95,000 per annum
Posted: 4 days ago
London
ClearCube Consulting
Salary: Up to £95,000 per annum
Posted: 4 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: 4 days ago
Central London / West End
Client Server
Salary: £50k to £65k + benefits
Posted: 3 days ago
Leicester, Leicestershire
Mindera
Salary: From £28,000 to £32,000 per annum Quarterly Pay Review - Bonus (every
Posted: 3 days ago
Glasgow, Lanarkshire
FPSG Connect
Salary: Pension, Healthcare & Bonus
Posted: 2 days ago
London
McGregor Boyall
Salary: £80000 - £110000 per annum
Posted: 3 days ago
Exeter, Devon
set2recruit
Salary: From £50,000 to £70,000 per annum + benefits
Posted: 2 days ago
London
ClearCube Consulting
Salary: From £80,000 to £95,000 per annum + Benefits
Posted: 4 days ago
Central London / West End
ClearCube Consulting
Salary: From £55,000 to £75,000 per annum + Benefits
Posted: 4 days ago
London
ClearCube Consulting
Salary: Up to £80,000 per annum
Posted: 4 days ago
South West London
Client Server
Salary: £85k to £100k + benefits
Posted: 3 days ago
London
IT Connections
Salary: to £55000
Posted: 2 days ago