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

Data Structures
UK
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 358 382 385
Rank change year-on-year +24 +3  
Permanent jobs citing Data Structures 693 844 856
As % of all permanent IT jobs advertised in the UK 0.81% 0.81% 0.79%
As % of the Miscellaneous category 2.12% 1.98% 2.03%
Number of salaries quoted 592 687 655
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 £88,900 £90,000 £85,000
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 32712 42657 42069
As % of all permanent IT job vacancies advertised in the UK 38.39% 41.03% 38.93%
Number of salaries quoted 26358 34062 33244
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £29,340 £29,750 £27,500
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 28 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 28 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 +7 636 £60,000 +7.14% 115
London -24 352 £67,500 -3.57% 80
South East +35 60 £42,500 -5.55% 5
North West +21 59 £60,000 +71.42% 8
City of London +12 58 £67,500 +8.00% 12
Manchester +14 54 £60,000 +71.42% 6
Yorkshire +42 50 £60,000 +9.09% 6
East Midlands +31 39 £35,000 +16.66% 5
East of England -24 39 £50,000 -2.43% 4
West Yorkshire +21 33 £60,000 +9.09% 5
Leeds +16 32 £60,000 +9.09% 5
West Midlands +44 29 £32,500 -15.36% 2
Leicestershire - 26 £35,000 - 2
Leicester - 24 £35,000 - 2
Scotland +29 23 £70,000 -3.44% 2
Cambridgeshire -18 20 £50,000 +11.11% 4
Cambridge -7 19 £50,000 +11.11% 4
West Sussex +20 18 £35,000 -36.36%
South Yorkshire - 14 £60,000 - 1
Sheffield - 14 £60,000 - 1
Glasgow +25 13 £70,000 +27.27%
Surrey +48 12 £61,500 +3.36% 1
Berkshire +33 12 £53,750 +26.47%
Staines - 10 £63,750 - 1
Wales - 10 £40,000 - 2
Northamptonshire +21 9 £46,000 +53.33%
Bedfordshire +20 9 £30,000 -52.19%
Staffordshire +17 9 £35,000 -36.36%
Buckinghamshire +16 9 £46,250 +24.16%
Milton Keynes +13 9 £46,250 +2.77%

For the 6 months to 28 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.

1 697 (49.22%) Algorithms
2 566 (39.97%) Java
3 546 (38.56%) SQL
4 483 (34.11%) OO
5 467 (32.98%) Agile Software Development
6 443 (31.29%) Finance
7 377 (26.62%) Software Engineering
8 370 (26.13%) Computer Science
9 369 (26.06%) Degree
10 294 (20.76%) Python
11 282 (19.92%) NoSQL
12 275 (19.42%) JavaScript
13 245 (17.30%) C++
14 241 (17.02%) Analytical Skills
15 239 (16.88%) C#
16 232 (16.38%) Git (software)
17 218 (15.40%) Linux
18 216 (15.25%) Continuous Integration
19 190 (13.42%) TDD
20 165 (11.65%) OOP
20 165 (11.65%) HTML
21 159 (11.23%) Relational Database
22 157 (11.09%) Multithreading
22 157 (11.09%) Automated Testing
23 155 (10.95%) Mathematics
24 147 (10.38%) .NET
24 147 (10.38%) Data Modelling
25 142 (10.03%) MySQL
26 140 (9.89%) Big Data
27 138 (9.75%) SQL Server

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 85 (6.00%) Apache Spark
2 66 (4.66%) Elasticsearch
3 27 (1.91%) Apache Solr
4 25 (1.77%) SAS
5 18 (1.27%) Apache
6 9 (0.64%) JBoss
6 9 (0.64%) Tomcat
7 6 (0.42%) Jetty
7 6 (0.42%) SharePoint
7 6 (0.42%) WebLogic
7 6 (0.42%) WebSphere
8 5 (0.35%) Oracle SOA Suite
9 4 (0.28%) CMS
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%) IPython
11 2 (0.14%) Jupyter
11 2 (0.14%) MS Exchange
Applications
1 90 (6.36%) MS Excel
2 19 (1.34%) MS Office
3 17 (1.20%) MS Visio
4 7 (0.49%) MS PowerPoint
4 7 (0.49%) MS Project
5 2 (0.14%) Adobe Creative Suite
6 1 (0.071%) Photoshop
6 1 (0.071%) SPSS
6 1 (0.071%) SPSS Modeler
Business Applications
1 12 (0.85%) 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%) Salesforce.com CRM
4 4 (0.28%) SAP MM
4 4 (0.28%) SAP Oil and Gas
4 4 (0.28%) Unit4 Business World
5 3 (0.21%) JDE EnterpriseOne
5 3 (0.21%) Oracle Payables
5 3 (0.21%) Oracle Receivables
6 2 (0.14%) Adobe Campaign
6 2 (0.14%) Eloqua
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
6 2 (0.14%) SAP SRM
Cloud Services
1 107 (7.56%) Amazon AWS
2 47 (3.32%) GitHub
3 37 (2.61%) 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%) FinancialForce.com
12 2 (0.14%) OpenShift
Communications & Networking
1 64 (4.52%) Internet
2 39 (2.75%) TCP/IP
3 29 (2.05%) HTTP
4 21 (1.48%) Skype
5 11 (0.78%) InfiniBand
6 9 (0.64%) Ethernet
7 7 (0.49%) RS-232
8 6 (0.42%) SAN
9 4 (0.28%) DNS
10 3 (0.21%) ICMP
10 3 (0.21%) Multicast
11 2 (0.14%) Firewall
11 2 (0.14%) Network Security
11 2 (0.14%) SMS
12 1 (0.071%) DHCP
12 1 (0.071%) DSL
12 1 (0.071%) iSCSI
12 1 (0.071%) VLAN
12 1 (0.071%) VoIP
12 1 (0.071%) Wi-Fi
Database & Business Intelligence
1 282 (19.92%) NoSQL
2 159 (11.23%) Relational Database
3 142 (10.03%) MySQL
4 140 (9.89%) Big Data
5 138 (9.75%) SQL Server
6 118 (8.33%) Data Warehouse
7 78 (5.51%) MongoDB
8 69 (4.87%) Hadoop
9 68 (4.80%) RDBMS
10 67 (4.73%) SQL Server Reporting Services
11 60 (4.24%) Apache Cassandra
12 56 (3.95%) Data Mining
13 49 (3.46%) SQL Server Integration Services
14 35 (2.47%) PostgreSQL
15 33 (2.33%) BusinessObjects
16 30 (2.12%) SQL Server Analysis Services
17 27 (1.91%) HBase
18 23 (1.62%) Amazon Redshift
19 15 (1.06%) Apache Hive
19 15 (1.06%) Redis
Development Applications
1 232 (16.38%) Git (software)
2 136 (9.60%) Subversion
3 124 (8.76%) Mercurial
4 46 (3.25%) JIRA
5 34 (2.40%) Jenkins
6 26 (1.84%) Maven
7 23 (1.62%) Visual Studio
8 21 (1.48%) Ant
8 21 (1.48%) JUnit
9 19 (1.34%) Team Foundation Server
10 14 (0.99%) Gradle
11 11 (0.78%) NuGet
11 11 (0.78%) NUnit
11 11 (0.78%) Vagrant
12 8 (0.56%) gulp
12 8 (0.56%) webpack
13 7 (0.49%) Microsoft Blend
13 7 (0.49%) MSI
13 7 (0.49%) Talend Open Studio
13 7 (0.49%) WiX
General
1 443 (31.29%) Finance
2 83 (5.86%) Retail
3 82 (5.79%) Banking
4 63 (4.45%) Financial Institution
5 40 (2.82%) Front Office
6 31 (2.19%) Marketing
7 30 (2.12%) Telecoms
8 23 (1.62%) Manufacturing
9 22 (1.55%) Advertising
9 22 (1.55%) Games
10 21 (1.48%) Legal
11 19 (1.34%) Investment Banking
12 18 (1.27%) Electronics
13 13 (0.92%) Automotive
14 12 (0.85%) Law
15 8 (0.56%) Publishing
16 6 (0.42%) Back Office
17 5 (0.35%) German Language
18 3 (0.21%) General Ledger
18 3 (0.21%) Online Betting
Job Titles
1 793 (56.00%) Developer
2 250 (17.66%) Java Developer
3 164 (11.58%) Software Engineer
4 163 (11.51%) Analyst
5 143 (10.10%) Senior Developer
6 115 (8.12%) Architect
7 107 (7.56%) C++ Developer
8 105 (7.42%) Java Engineer
9 93 (6.57%) JavaScript Developer
10 92 (6.50%) C# Developer
11 87 (6.14%) Java Software Engineer
11 87 (6.14%) Senior Software Engineer
12 86 (6.07%) .NET Developer
13 85 (6.00%) Senior Java Developer
14 83 (5.86%) Programmer
15 81 (5.72%) Software Developer
16 77 (5.44%) C# .NET Developer
17 74 (5.23%) Python Developer
18 66 (4.66%) Business Analyst
18 66 (4.66%) Senior Java Software Engineer
Libraries, Frameworks & Software Standards
1 165 (11.65%) HTML
2 147 (10.38%) .NET
3 137 (9.68%) XML
4 131 (9.25%) CSS
5 105 (7.42%) AngularJS
6 102 (7.20%) JSON
7 88 (6.21%) HTML5
8 82 (5.79%) Web Services
9 73 (5.16%) jQuery
10 72 (5.08%) Node.js
11 71 (5.01%) REST
12 69 (4.87%) React
13 63 (4.45%) Ajax
14 45 (3.18%) Kafka
15 44 (3.11%) Backbone.js
15 44 (3.11%) Spring
16 39 (2.75%) STL
17 35 (2.47%) .NET Framework
18 34 (2.40%) SOAP
19 33 (2.33%) ASP.NET
Miscellaneous
1 697 (49.22%) Algorithms
2 370 (26.13%) Computer Science
3 241 (17.02%) Analytical Skills
4 83 (5.86%) Fintech
5 78 (5.51%) Mobile App
6 61 (4.31%) Derivative
6 61 (4.31%) Foreign Exchange (FX)
7 59 (4.17%) Hedge funds
8 54 (3.81%) Fixed Income
9 53 (3.74%) Equities
10 34 (2.40%) User Experience
11 30 (2.12%) Client/Server
12 29 (2.05%) Management Information System
13 22 (1.55%) mHealth
14 19 (1.34%) Enterprise Software
15 17 (1.20%) Taxonomies
16 15 (1.06%) Social Media
17 11 (0.78%) CUDA
17 11 (0.78%) Grid Computing
17 11 (0.78%) Internet of Things
Operating Systems
1 218 (15.40%) Linux
2 122 (8.62%) Unix
3 69 (4.87%) Apple iOS
4 63 (4.45%) Android
5 58 (4.10%) Windows
6 19 (1.34%) Mac OS
7 7 (0.49%) 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
1 483 (34.11%) OO
2 467 (32.98%) Agile Software Development
3 377 (26.62%) Software Engineering
4 216 (15.25%) Continuous Integration
5 190 (13.42%) TDD
6 165 (11.65%) OOP
7 157 (11.09%) Automated Testing
7 157 (11.09%) Multithreading
8 155 (10.95%) Mathematics
9 147 (10.38%) Data Modelling
10 138 (9.75%) OOD
11 135 (9.53%) Scrum
12 134 (9.46%) Analytics
13 125 (8.83%) Business Intelligence
14 94 (6.64%) ETL
15 87 (6.14%) Kanban
16 86 (6.07%) SDLC
17 84 (5.93%) Low Latency
18 83 (5.86%) Complexity Analysis
18 83 (5.86%) Mentoring
Programming Languages
1 566 (39.97%) Java
2 546 (38.56%) SQL
3 294 (20.76%) Python
4 275 (19.42%) JavaScript
5 245 (17.30%) C++
6 239 (16.88%) C#
7 108 (7.63%) Scala
8 82 (5.79%) PHP
9 80 (5.65%) C
10 68 (4.80%) Perl
11 57 (4.03%) T-SQL
12 55 (3.88%) Objective-C
13 36 (2.54%) Apple Swift
14 28 (1.98%) F#
14 28 (1.98%) R
15 27 (1.91%) Go
16 24 (1.69%) Bash Shell
16 24 (1.69%) Clojure
16 24 (1.69%) Haskell
17 20 (1.41%) PL/SQL
Qualifications
1 369 (26.06%) Degree
2 38 (2.68%) PhD
3 9 (0.64%) ISEB
4 6 (0.42%) ACCA
4 6 (0.42%) CIMA
4 6 (0.42%) SAS Certification
5 5 (0.35%) OCA
5 5 (0.35%) Oracle Certification
6 4 (0.28%) Sun Certification
7 1 (0.071%) Chartered Engineer
7 1 (0.071%) ITIL Certification
7 1 (0.071%) MCSA
7 1 (0.071%) MCT
7 1 (0.071%) Microsoft Certification
7 1 (0.071%) PMI Certification
7 1 (0.071%) Security Cleared
Quality Assurance & Compliance
1 93 (6.57%) QA
2 67 (4.73%) 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%) Solvency II
System Software
1 72 (5.08%) 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 19 (1.34%) Opscode Chef
3 18 (1.27%) 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 98 (6.92%) Microsoft
2 87 (6.14%) Oracle
3 30 (2.12%) SAP
4 27 (1.91%) Salesforce.com
5 19 (1.34%) Tableau
6 18 (1.27%) Google
7 15 (1.06%) Informatica
7 15 (1.06%) ServiceNow
8 13 (0.92%) Apple
9 11 (0.78%) MicroStrategy
10 9 (0.64%) Reuters
10 9 (0.64%) Sybase
11 8 (0.56%) TIBCO
12 7 (0.49%) Ab Initio
12 7 (0.49%) Capita
12 7 (0.49%) Talend
13 6 (0.42%) IFS
13 6 (0.42%) Twitter
14 5 (0.35%) IBM
15 4 (0.28%) Bloomberg
London
Harrington Starr
Salary: £50000 - £65000 per annum
Posted: 3 hours ago
Central London / West End
Client Server
Salary: £50k to £65k + benefits
Posted: 6 hours ago
London
Client Server
Salary: £55k to £80k + benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: Yesterday
Stockport, Cheshire
Adria Solutions Ltd
Salary: £25000 - £30000 per annum + Bonus + Benefits
Posted: 7 hours ago
Sheffield, South Yorkshire
The Bridge Ltd
Salary: Unspecified 10% Annual Bonus, Contributory Pension, Healthcare
Posted: 5 hours ago
Edinburgh, Midlothian
Harvey Nash plc
Salary: Salary - Best on market with Excellent Benefits
Posted: Yesterday
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £45000 - £55000 per annum + shares + bens
Posted: Yesterday
Dundee, Angus
Harvey Nash plc
Salary: Competitive Salary and Excellent Benefits
Posted: Yesterday
Central London / West End
Evolution Recruitment Solutions
Salary: Excellent Salary + Benefits
Posted: Yesterday
City, London
Understanding Recruitment
Salary: £60000 - £75000 per annum
Posted: Yesterday
South East London
Ease IT
Salary: From £30,000 to £50,000 per annum
Posted: 2 days ago
South Wales
Redrock Consulting Ltd
Salary: £32000 - £42000 per annum + Excellent Benefits
Posted: Yesterday
Hampshire
Redrock Consulting Ltd
Salary: £32000 - £42000 per annum + Excellent Benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 4 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 4 days ago
London
Durlston Partners
Salary: From £50,000 to £90,000 per annum + Bonus + Benefits
Posted: 4 days ago
City, London
TEKsystems
Salary: £60000 - £120000 per annum + extensive benefits
Posted: Yesterday
London
Durlston Partners
Salary: From £50,000 to £70,000 per annum + Bonus + Benefits
Posted: 4 days ago
Manchester, Lancashire
Saxon Recruitment Solutions
Salary: £30000 - £45000 per annum + Benefits + Bonus
Posted: Yesterday
London
ClearCube Consulting
Salary: Up to £95,000 per annum
Posted: 4 days ago
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
IT Connections
Salary: 30,000 - 40,000
Posted: 4 days ago
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: 4 days ago
City, London
Client Server
Salary: £85k to £110k + bonus + benefits
Posted: 4 days ago
East London
Client Server
Salary: £80k to £95k + bonus + benefits
Posted: 6 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: 6 days ago
City, London
Client Server
Salary: £80k to £100k + bonus + benefits
Posted: 6 days ago
Nottinghamshire
Client Server
Salary: £40k to £70k (multiple roles) + benefits
Posted: 6 days ago
London
Client Server
Salary: £60k to £85k + bonus + benefits
Posted: 5 days ago