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 23 March 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Data Structures
UK
Rank 361 374 381
Rank change year-on-year +13 +7  
Permanent jobs citing Data Structures 681 837 821
As % of all permanent IT jobs advertised in the UK 0.81% 0.82% 0.78%
As % of the Miscellaneous category 2.12% 1.99% 2.01%
Number of salaries quoted 577 685 629
Median salary £60,000 £56,000 £55,000
Median salary % change year-on-year +7.14% +1.81%  
90% offered a salary of more than £35,000 £35,000 £37,500
10% offered a salary of more than £90,000 £90,000 £88,000
UK excluding London median salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.55%  

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 32135 41971 40907
As % of all permanent IT job vacancies advertised in the UK 38.37% 40.92% 38.86%
Number of salaries quoted 25861 33549 32317
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £29,000 £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 23 March 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 23 March 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 +6 627 £60,000 +9.09% 129
London -12 351 £67,500 -3.57% 93
South East +47 60 £42,500 -5.55% 4
North West +11 54 £60,000 +71.42% 7
City of London +27 53 £67,500 +3.84% 20
Manchester +9 51 £60,000 +71.42% 6
Yorkshire +38 47 £60,000 +9.09% 7
East Midlands +30 41 £35,000 +16.66% 6
East of England -11 39 £50,000 - 5
West Yorkshire +20 31 £60,000 +9.09% 6
Leeds +7 30 £60,000 +9.09% 6
West Midlands +31 28 £33,750 -12.11% 2
Leicestershire - 28 £35,000 - 2
Leicester - 26 £35,000 - 2
Scotland +20 22 £70,000 -3.44% 5
Cambridgeshire -12 20 £50,000 +11.11% 5
West Sussex +16 19 £35,000 -40.42%
Cambridge 0 19 £50,000 +11.11% 5
Sheffield - 13 £60,000 -
South Yorkshire - 13 £60,000 -
Surrey +35 12 £61,500 +3.36% 1
Glasgow +27 12 £70,000 +21.73% 2
Berkshire +22 12 £53,750 +26.47% 1
Staines - 10 £63,750 -
Wales - 10 £40,000 - 2
Buckinghamshire +22 9 £46,250 +24.16%
Northamptonshire +22 9 £46,000 +53.33% 1
Bedfordshire +17 9 £30,000 -52.19%
Hertfordshire +10 9 £52,500 -12.50%
Milton Keynes +5 9 £46,250 +2.77%

Data Structures
Top 30 Related IT Skills

For the 6 months to 23 March 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.

1 700 (49.44%) Algorithms
2 561 (39.62%) Java
3 545 (38.49%) SQL
4 477 (33.69%) OO
5 463 (32.70%) Agile Software Development
6 449 (31.71%) Finance
7 378 (26.69%) Software Engineering
8 371 (26.20%) Computer Science
9 363 (25.64%) Degree
10 291 (20.55%) Python
11 280 (19.77%) JavaScript
11 280 (19.77%) NoSQL
12 246 (17.37%) C++
13 241 (17.02%) C#
13 241 (17.02%) Analytical Skills
14 228 (16.10%) Git (software)
15 217 (15.32%) Linux
16 211 (14.90%) Continuous Integration
17 193 (13.63%) TDD
18 170 (12.01%) HTML
19 164 (11.58%) Relational Database
20 163 (11.51%) OOP
21 159 (11.23%) Multithreading
21 159 (11.23%) Mathematics
22 150 (10.59%) .NET
22 150 (10.59%) Automated Testing
23 146 (10.31%) Data Modelling
24 144 (10.17%) MySQL
25 143 (10.10%) Big Data
26 141 (9.96%) SQL Server

Data Structures
Top Related 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 86 (6.07%) Apache Spark
2 66 (4.66%) Elasticsearch
3 26 (1.84%) Apache Solr
4 23 (1.62%) SAS
5 17 (1.20%) Apache
6 10 (0.71%) JBoss
6 10 (0.71%) Tomcat
7 7 (0.49%) Jetty
7 7 (0.49%) SharePoint
7 7 (0.49%) WebLogic
7 7 (0.49%) WebSphere
8 5 (0.35%) Oracle SOA Suite
9 4 (0.28%) Mule
9 4 (0.28%) nginx
10 3 (0.21%) Apache Pig
10 3 (0.21%) Cloud Foundry
10 3 (0.21%) CMS
10 3 (0.21%) IPython
11 2 (0.14%) Jupyter
11 2 (0.14%) MS Exchange
Applications
1 90 (6.36%) MS Excel
2 20 (1.41%) MS Office
3 17 (1.20%) MS Visio
4 8 (0.56%) MS PowerPoint
5 7 (0.49%) MS Project
6 2 (0.14%) Adobe Creative Suite
7 1 (0.071%) Photoshop
7 1 (0.071%) SPSS
7 1 (0.071%) SPSS Modeler
Business Applications
1 11 (0.78%) Dynamics CRM
2 9 (0.64%) Dynamics AX
2 9 (0.64%) Magento
3 6 (0.42%) Oracle EBS
4 4 (0.28%) Oracle General Ledger
4 4 (0.28%) SAP Oil and Gas
5 3 (0.21%) JDE EnterpriseOne
5 3 (0.21%) Oracle Payables
5 3 (0.21%) Oracle Receivables
5 3 (0.21%) Salesforce.com CRM
5 3 (0.21%) Unit4 Business World
6 2 (0.14%) Adobe Campaign
6 2 (0.14%) FINCAD Analytics
6 2 (0.14%) Infor CRM
6 2 (0.14%) NetSuite
6 2 (0.14%) Oracle CRM
6 2 (0.14%) Oracle Procure-to-Pay
7 1 (0.071%) Hyperion Planning
7 1 (0.071%) Oracle ASCP
7 1 (0.071%) Oracle Assets
Cloud Services
1 108 (7.63%) Amazon AWS
2 48 (3.39%) GitHub
3 36 (2.54%) Microsoft Azure
4 31 (2.19%) Cloud Computing
5 22 (1.55%) SaaS
6 16 (1.13%) Amazon S3
7 14 (0.99%) Amazon EC2
8 13 (0.92%) Google Cloud Platform
9 7 (0.49%) Force.com
10 4 (0.28%) Google Play
11 3 (0.21%) Amazon EMR
11 3 (0.21%) Amazon Kinesis
11 3 (0.21%) AWS Lambda
11 3 (0.21%) Google App Engine
11 3 (0.21%) iTunes
11 3 (0.21%) PaaS
12 2 (0.14%) Amazon CloudWatch
12 2 (0.14%) Boomi
12 2 (0.14%) OpenShift
13 1 (0.071%) Google Analytics
Communications & Networking
1 63 (4.45%) Internet
2 39 (2.75%) TCP/IP
3 30 (2.12%) HTTP
4 21 (1.48%) Skype
5 10 (0.71%) InfiniBand
6 8 (0.56%) Ethernet
7 6 (0.42%) RS-232
7 6 (0.42%) SAN
8 4 (0.28%) DNS
9 3 (0.21%) ICMP
9 3 (0.21%) Multicast
10 2 (0.14%) Firewall
10 2 (0.14%) FIX Connectivity
10 2 (0.14%) Network Security
10 2 (0.14%) SMS
11 1 (0.071%) DHCP
11 1 (0.071%) iSCSI
11 1 (0.071%) VLAN
11 1 (0.071%) VoIP
11 1 (0.071%) Wi-Fi
Database & Business Intelligence
1 280 (19.77%) NoSQL
2 164 (11.58%) Relational Database
3 144 (10.17%) MySQL
4 143 (10.10%) Big Data
5 141 (9.96%) SQL Server
6 119 (8.40%) Data Warehouse
7 80 (5.65%) MongoDB
8 71 (5.01%) Hadoop
8 71 (5.01%) RDBMS
9 67 (4.73%) SQL Server Reporting Services
10 62 (4.38%) Apache Cassandra
11 55 (3.88%) Data Mining
12 48 (3.39%) SQL Server Integration Services
13 36 (2.54%) PostgreSQL
14 33 (2.33%) BusinessObjects
15 30 (2.12%) SQL Server Analysis Services
16 27 (1.91%) HBase
17 23 (1.62%) Amazon Redshift
18 16 (1.13%) Redis
19 15 (1.06%) Apache Hive
Development Applications
1 228 (16.10%) Git (software)
2 129 (9.11%) Subversion
3 118 (8.33%) Mercurial
4 51 (3.60%) JIRA
5 35 (2.47%) Jenkins
6 25 (1.77%) Maven
7 21 (1.48%) Ant
7 21 (1.48%) JUnit
8 20 (1.41%) Visual Studio
9 18 (1.27%) Team Foundation Server
10 14 (0.99%) Gradle
11 12 (0.85%) Vagrant
12 10 (0.71%) NuGet
12 10 (0.71%) NUnit
13 8 (0.56%) gulp
13 8 (0.56%) webpack
14 7 (0.49%) Selenium
15 6 (0.42%) FitNesse
15 6 (0.42%) Microsoft Blend
15 6 (0.42%) Talend Open Studio
General
1 449 (31.71%) Finance
2 84 (5.93%) Banking
3 82 (5.79%) Retail
4 61 (4.31%) Financial Institution
5 40 (2.82%) Front Office
6 30 (2.12%) Telecoms
7 28 (1.98%) Marketing
8 23 (1.62%) Advertising
8 23 (1.62%) Manufacturing
9 22 (1.55%) Games
9 22 (1.55%) Legal
10 19 (1.34%) Investment Banking
11 17 (1.20%) Electronics
12 14 (0.99%) Law
13 12 (0.85%) Automotive
14 8 (0.56%) Publishing
15 6 (0.42%) Back Office
16 5 (0.35%) German Language
17 4 (0.28%) Billing
18 3 (0.21%) Military
Job Titles
1 795 (56.14%) Developer
2 249 (17.58%) Java Developer
3 166 (11.72%) Analyst
4 161 (11.37%) Software Engineer
5 140 (9.89%) Senior Developer
6 116 (8.19%) Architect
7 109 (7.70%) C++ Developer
8 104 (7.34%) Java Engineer
9 95 (6.71%) JavaScript Developer
10 94 (6.64%) C# Developer
11 89 (6.29%) .NET Developer
12 87 (6.14%) Java Software Engineer
13 84 (5.93%) Senior Software Engineer
13 84 (5.93%) Software Developer
14 83 (5.86%) Senior Java Developer
15 81 (5.72%) Programmer
16 79 (5.58%) C# .NET Developer
17 69 (4.87%) Python Developer
18 65 (4.59%) Business Analyst
19 64 (4.52%) Senior Java Software Engineer
Libraries, Frameworks & Software Standards
1 170 (12.01%) HTML
2 150 (10.59%) .NET
3 139 (9.82%) XML
4 136 (9.60%) CSS
5 109 (7.70%) AngularJS
6 105 (7.42%) JSON
7 93 (6.57%) HTML5
8 81 (5.72%) Web Services
9 77 (5.44%) Node.js
10 75 (5.30%) jQuery
11 74 (5.23%) REST
12 71 (5.01%) React
13 67 (4.73%) Ajax
14 46 (3.25%) Backbone.js
15 45 (3.18%) Kafka
16 41 (2.90%) Spring
17 40 (2.82%) STL
18 35 (2.47%) SOAP
19 34 (2.40%) .NET Framework
20 33 (2.33%) ASP.NET
Miscellaneous
1 700 (49.44%) Algorithms
2 371 (26.20%) Computer Science
3 241 (17.02%) Analytical Skills
4 82 (5.79%) Fintech
5 79 (5.58%) Mobile App
6 66 (4.66%) Foreign Exchange (FX)
7 62 (4.38%) Derivative
8 57 (4.03%) Hedge funds
9 56 (3.95%) Equities
9 56 (3.95%) Fixed Income
10 35 (2.47%) User Experience
11 30 (2.12%) Client/Server
12 28 (1.98%) Management Information System
13 22 (1.55%) mHealth
14 20 (1.41%) Enterprise Software
15 17 (1.20%) Taxonomies
16 15 (1.06%) Social Media
17 13 (0.92%) Public Cloud
18 11 (0.78%) CUDA
19 10 (0.71%) Internet of Things
Operating Systems
1 217 (15.32%) Linux
2 124 (8.76%) Unix
3 70 (4.94%) Apple iOS
4 63 (4.45%) Android
5 56 (3.95%) Windows
6 18 (1.27%) Mac OS
7 6 (0.42%) Windows Embedded Compact
8 5 (0.35%) Ubuntu
9 3 (0.21%) Tizen
10 2 (0.14%) Red Hat Enterprise Linux
10 2 (0.14%) Windows Server
10 2 (0.14%) Windows Server 2008
11 1 (0.071%) CentOS
11 1 (0.071%) Mac OS X
11 1 (0.071%) MeeGo
11 1 (0.071%) Windows 7
11 1 (0.071%) Windows Server 2012
Processes & Methodologies
1 477 (33.69%) OO
2 463 (32.70%) Agile Software Development
3 378 (26.69%) Software Engineering
4 211 (14.90%) Continuous Integration
5 193 (13.63%) TDD
6 163 (11.51%) OOP
7 159 (11.23%) Mathematics
7 159 (11.23%) Multithreading
8 150 (10.59%) Automated Testing
9 146 (10.31%) Data Modelling
10 141 (9.96%) OOD
11 138 (9.75%) Analytics
12 134 (9.46%) Scrum
13 123 (8.69%) Business Intelligence
14 95 (6.71%) ETL
15 88 (6.21%) Complexity Analysis
15 88 (6.21%) SDLC
16 87 (6.14%) Low Latency
17 86 (6.07%) Kanban
18 82 (5.79%) E-Commerce
Programming Languages
1 561 (39.62%) Java
2 545 (38.49%) SQL
3 291 (20.55%) Python
4 280 (19.77%) JavaScript
5 246 (17.37%) C++
6 241 (17.02%) C#
7 109 (7.70%) Scala
8 82 (5.79%) C
9 81 (5.72%) PHP
10 66 (4.66%) Perl
11 57 (4.03%) T-SQL
12 56 (3.95%) Objective-C
13 36 (2.54%) Apple Swift
14 29 (2.05%) F#
14 29 (2.05%) Go
15 28 (1.98%) R
16 25 (1.77%) Bash Shell
16 25 (1.77%) Clojure
16 25 (1.77%) Haskell
17 20 (1.41%) PL/SQL
Qualifications
1 363 (25.64%) Degree
2 37 (2.61%) PhD
3 9 (0.64%) ISEB
4 6 (0.42%) ACCA
4 6 (0.42%) CIMA
5 5 (0.35%) OCA
5 5 (0.35%) Oracle Certification
5 5 (0.35%) SAS Certification
6 3 (0.21%) Sun Certification
7 2 (0.14%) PMI Certification
8 1 (0.071%) Chartered Engineer
8 1 (0.071%) ITIL Certification
8 1 (0.071%) MCSA
8 1 (0.071%) MCT
8 1 (0.071%) Microsoft Certification
8 1 (0.071%) Security Cleared
Quality Assurance & Compliance
1 93 (6.57%) QA
2 65 (4.59%) Data Quality
3 8 (0.56%) GDPR
4 2 (0.14%) MiFID
4 2 (0.14%) SLA
5 1 (0.071%) Dodd-Frank
5 1 (0.071%) JTAG
5 1 (0.071%) PMO
5 1 (0.071%) Solvency II
System Software
1 74 (5.23%) Docker
2 16 (1.13%) Virtual Machines
3 4 (0.28%) Apache ZooKeeper
4 3 (0.21%) HDFS
5 1 (0.071%) Active Directory
5 1 (0.071%) Apache Flume
5 1 (0.071%) Hyper-V
5 1 (0.071%) KVM
5 1 (0.071%) VirtualBox
5 1 (0.071%) Xen
Systems Management
1 23 (1.62%) Kubernetes
2 20 (1.41%) Opscode Chef
3 19 (1.34%) Puppet
4 15 (1.06%) Mesos
5 10 (0.71%) Docker Swarm
6 8 (0.56%) Ansible
6 8 (0.56%) rkt
7 4 (0.28%) HP Quality Center
7 4 (0.28%) Kibana
7 4 (0.28%) yum
8 2 (0.14%) WebSphere Cast Iron
9 1 (0.071%) Hadoop YARN
9 1 (0.071%) Oozie
Vendors
1 95 (6.71%) Microsoft
2 91 (6.43%) Oracle
3 27 (1.91%) SAP
4 25 (1.77%) Salesforce.com
5 21 (1.48%) Tableau
6 18 (1.27%) Google
7 16 (1.13%) Informatica
8 15 (1.06%) ServiceNow
9 13 (0.92%) Apple
10 11 (0.78%) MicroStrategy
11 10 (0.71%) Sybase
12 9 (0.64%) Reuters
13 8 (0.56%) TIBCO
14 7 (0.49%) Ab Initio
14 7 (0.49%) Capita
15 6 (0.42%) IFS
15 6 (0.42%) Talend
15 6 (0.42%) Twitter
16 5 (0.35%) IBM
17 4 (0.28%) Bloomberg
London
Client Server
Salary: £60k to £85k + bonus + benefits
Posted: 11 hours ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
Central London / West End
Client Server
Salary: £45k to £60k + bonus + benefits
Posted: 17 hours ago
East London
Client Server
Salary: £80k to £95k + bonus + benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
City, London
Client Server
Salary: £80k to £100k + bonus + benefits
Posted: Yesterday
Nottinghamshire
Client Server
Salary: £40k to £70k (multiple roles) + benefits
Posted: Yesterday
City, London
Evolution Recruitment Solutions
Salary: Excellent Salary + Benefits
Posted: 13 hours ago
City, London
Client Server
Salary: £80k to £120k + bonus + benefits
Posted: 2 days ago
Central London / West End
Client Server
Salary: £50k to £65k + benefits
Posted: 2 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum
Posted: Yesterday
Swansea, West Glamorgan
CPS Group UK
Salary: £40000 - £45000 per annum
Posted: Yesterday
Cambridge, Cambridgeshire
Oho Group Ltd.
Salary: £45000 - £55000 per annum
Posted: 3 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 11 hours ago
Oxford, Oxfordshire
Talent Analytix
Salary: From £35,000 to £40,000 per annum Up to £40k per annum plus superb ben
Posted: Yesterday
Central London / West End
ClearCube Consulting
Salary: From £75,000 to £95,000 per annum
Posted: Yesterday
London
ClearCube Consulting
Salary: From £50,000 to £100,000 per annum
Posted: 3 days ago
London
Harvey Nash plc
Salary: £66000 - £70000 per annum
Posted: Yesterday
Nottingham, Nottinghamshire
Client Server
Salary: £40k to £70k (multiple roles) + bonus + benefits
Posted: 2 days ago
Central London / West End
ClearCube Consulting
Salary: From £40,000 to £60,000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Candour Solutions
Salary: Excellent plus outstanding benefits
Posted: Yesterday
Edinburgh, Midlothian
Harvey Nash plc
Salary: Salary - Best on market with Excellent Benefits
Posted: 3 days ago
South East London
Ease IT
Salary: From £30,000 to £50,000 per annum
Posted: 4 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 6 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 6 days ago
City, London
Understanding Recruitment
Salary: £60000.00 - £70000.00 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £45000 - £55000 per annum + shares + bens
Posted: 3 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 14 hours ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £45k plus excellent benefits
Posted: 3 days ago
London
Durlston Partners
Salary: From £50,000 to £90,000 per annum + Bonus + Benefits
Posted: 6 days ago