The table below looks at the prevalence of the term Data Structures in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Structures over the 3 months to 20 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Feb 2017
Same period 2016 Same period 2015
Data Structures
UK
Rank 355 346 384
Rank change year-on-year
-9 +38
Permanent jobs citing Data Structures 694 911 796
As % of all permanent IT jobs located in the UK 0.82% 0.90% 0.75%
As % of the Miscellaneous category 2.13% 2.22% 1.92%
Number of salaries quoted 567 737 647
Median salary £60,000 £57,250 £53,000
Median salary % change year-on-year
+4.80% +8.01%
90% offered a salary of more than £35,000 £35,000 £34,600
10% offered a salary of more than £90,000 £87,500 £85,000
UK excluding London median salary £50,000 £45,000 £45,000
% change year-on-year
+11.11% -

The following table is for comparison with the above and provides statistics for the entire Miscellaneous category in permanent jobs advertised across the UK.

Miscellaneous Category
UK
Permanent IT job ads with a match in the
Miscellaneous category
32532 40984 41404
As % of all permanent IT jobs located in the UK 38.40% 40.65% 38.81%
Number of salaries quoted 26375 32791 33298
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £28,500 £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
Jobs Demand Trend

The demand trend of job ads citing Data Structures as a proportion of all IT jobs with a match in the Miscellaneous category.

Data Structures Jobs Demand Trend 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 within the UK.

Data Structures Salary Trend in the UK

Data Structures
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Structures over the 3 months to 20 February 2017 within the UK.

Data Structures Salary Histogram 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 20 February 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 -5 653 £60,000 +7.14% 126
London -10 394 £67,500 -4.92% 86
North West +15 53 £60,000 +60.00% 7
Manchester +2 50 £60,000 +50.00% 4
South East -13 48 £42,500 -5.55% 8
East Midlands +37 47 £35,000 - 2
Yorkshire +31 44 £60,000 +9.09% 8
City of London -13 36 £67,500 - 19
West Yorkshire +27 35 £60,000 +9.09% 8
East of England -14 34 £50,000 +11.11% 6
Leeds +23 33 £60,000 +9.09% 8
Leicestershire +26 31 £35,000 -3.44% 2
Leicester - 31 £35,000 - 2
West Midlands +14 25 £42,500 +8.11% 4
Cambridge +1 23 £50,000 +11.11% 4
Cambridgeshire -13 23 £50,000 +11.11% 5
Scotland +20 20 £48,750 -14.47% 2
West Sussex -2 15 £35,000 -39.13% 2
Crawley - 11 £35,000 -
Northamptonshire +21 10 £46,000 +53.33%
Edinburgh +5 10 £45,000 -37.93% 2
Bedfordshire +29 9 £30,000 -58.62% 1
Buckinghamshire +27 9 £39,000 -17.89%
Berkshire +24 9 £53,750 +26.47% 4
Milton Keynes +21 9 £39,000 -13.33%
South West +8 9 £48,500 +14.11% 2
Northampton +20 8 £45,000 +50.00%
Glasgow +15 8 £52,500 -7.89%
Sheffield - 8 £60,000 -
South Yorkshire - 8 £60,000 -

Data Structures
Top 30 Related IT Skills

For the 6 months to 20 February 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.

1 714 (49.69%) Algorithms
2 566 (39.39%) Java
3 551 (38.34%) SQL
4 505 (35.14%) OO
5 481 (33.47%) Agile Software Development
6 466 (32.43%) Finance
7 407 (28.32%) Computer Science
8 379 (26.37%) Degree
9 375 (26.10%) Software Engineering
10 312 (21.71%) NoSQL
11 294 (20.46%) JavaScript
12 278 (19.35%) C#
13 264 (18.37%) Python
14 256 (17.81%) C++
15 250 (17.40%) Analytical Skills
16 235 (16.35%) Continuous Integration
16 235 (16.35%) Git (software)
17 222 (15.45%) TDD
18 212 (14.75%) Linux
19 190 (13.22%) HTML
20 183 (12.73%) Relational Database
21 182 (12.67%) Multithreading
22 176 (12.25%) OOP
23 171 (11.90%) Mathematics
24 168 (11.69%) .NET
25 156 (10.86%) Automated Testing
26 155 (10.79%) CSS
26 155 (10.79%) OOD
27 154 (10.72%) Scrum
28 152 (10.58%) Big Data

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 92 (6.40%) Apache Spark
2 55 (3.83%) Elasticsearch
3 25 (1.74%) Apache Solr
4 18 (1.25%) Apache
4 18 (1.25%) SAS
5 16 (1.11%) JBoss
5 16 (1.11%) Tomcat
6 12 (0.84%) Confluence
6 12 (0.84%) Jetty
6 12 (0.84%) WebLogic
7 9 (0.63%) WebSphere
8 8 (0.56%) Oracle SOA Suite
9 6 (0.42%) CMS
9 6 (0.42%) NServiceBus
10 5 (0.35%) IPython
10 5 (0.35%) SharePoint
11 4 (0.28%) Mule
11 4 (0.28%) nginx
12 3 (0.21%) Cloud Foundry
12 3 (0.21%) IIS
Applications
1 69 (4.80%) MS Excel
2 14 (0.97%) MS Office
3 12 (0.84%) MS Visio
4 7 (0.49%) MS Project
5 3 (0.21%) Adobe Creative Suite
5 3 (0.21%) MS PowerPoint
6 2 (0.14%) Photoshop
7 1 (0.070%) Adobe Illustrator
7 1 (0.070%) SPSS
Business Applications
1 11 (0.77%) Dynamics CRM
2 9 (0.63%) Dynamics AX
3 7 (0.49%) SAP Oil and Gas
4 6 (0.42%) Magento
4 6 (0.42%) Oracle EBS
5 5 (0.35%) JDE EnterpriseOne
6 4 (0.28%) Oracle General Ledger
7 3 (0.21%) Exstream
7 3 (0.21%) Infor CRM
7 3 (0.21%) NetSuite
7 3 (0.21%) Oracle Payables
7 3 (0.21%) Oracle Receivables
7 3 (0.21%) Salesforce.com CRM
8 2 (0.14%) Adobe Campaign
8 2 (0.14%) FINCAD Analytics
8 2 (0.14%) Oracle CRM
8 2 (0.14%) Oracle Procure-to-Pay
8 2 (0.14%) Unit4 Business World
9 1 (0.070%) Hyperion Planning
9 1 (0.070%) SAP ECC
Cloud Services
1 124 (8.63%) Amazon AWS
2 61 (4.24%) GitHub
3 38 (2.64%) Microsoft Azure
4 37 (2.57%) Cloud Computing
5 17 (1.18%) Amazon S3
5 17 (1.18%) SaaS
6 15 (1.04%) Amazon EC2
7 10 (0.70%) Google Cloud Platform
8 8 (0.56%) Force.com
9 5 (0.35%) iTunes
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 Analytics
11 3 (0.21%) Google App Engine
11 3 (0.21%) PaaS
12 2 (0.14%) Amazon CloudWatch
12 2 (0.14%) Boomi
13 1 (0.070%) Google Tag Manager
Communications & Networking
1 66 (4.59%) Internet
2 39 (2.71%) TCP/IP
3 31 (2.16%) HTTP
4 15 (1.04%) Skype
5 7 (0.49%) SAN
6 6 (0.42%) InfiniBand
7 4 (0.28%) Ethernet
8 3 (0.21%) Firewall
9 2 (0.14%) DNS
9 2 (0.14%) FIX Connectivity
9 2 (0.14%) ICMP
9 2 (0.14%) Multicast
9 2 (0.14%) RS-232
9 2 (0.14%) SMS
10 1 (0.070%) Network Security
10 1 (0.070%) SNMP
10 1 (0.070%) Wi-Fi
Database & Business Intelligence
1 312 (21.71%) NoSQL
2 183 (12.73%) Relational Database
3 152 (10.58%) Big Data
4 147 (10.23%) SQL Server
5 138 (9.60%) MySQL
6 108 (7.52%) Data Warehouse
7 90 (6.26%) MongoDB
8 85 (5.92%) RDBMS
9 81 (5.64%) Apache Cassandra
10 78 (5.43%) Hadoop
11 62 (4.31%) SQL Server Reporting Services
12 44 (3.06%) SQL Server Integration Services
13 43 (2.99%) Data Mining
14 36 (2.51%) PostgreSQL
15 33 (2.30%) HBase
16 31 (2.16%) SQL Server Analysis Services
17 27 (1.88%) BusinessObjects
17 27 (1.88%) Redis
18 22 (1.53%) Amazon Redshift
19 15 (1.04%) QlikView
Development Applications
1 235 (16.35%) Git (software)
2 122 (8.49%) Subversion
3 111 (7.72%) Mercurial
4 74 (5.15%) JIRA
5 47 (3.27%) Jenkins
6 25 (1.74%) Maven
7 18 (1.25%) Ant
8 17 (1.18%) JUnit
8 17 (1.18%) Team Foundation Server
8 17 (1.18%) Vagrant
9 15 (1.04%) Gradle
10 12 (0.84%) Selenium
11 11 (0.77%) Sonatype Nexus
11 11 (0.77%) Visual Studio
12 9 (0.63%) gulp
13 8 (0.56%) NUnit
14 6 (0.42%) Eclipse
14 6 (0.42%) JsTestDriver
14 6 (0.42%) Moq
14 6 (0.42%) TeamCity
General
1 466 (32.43%) Finance
2 85 (5.92%) Banking
3 72 (5.01%) Retail
4 57 (3.97%) Financial Institution
5 50 (3.48%) Front Office
6 33 (2.30%) Marketing
6 33 (2.30%) Telecoms
7 27 (1.88%) Manufacturing
8 22 (1.53%) Games
8 22 (1.53%) Legal
9 18 (1.25%) Investment Banking
10 17 (1.18%) Back Office
10 17 (1.18%) Electronics
11 15 (1.04%) Law
12 14 (0.97%) Advertising
13 11 (0.77%) Billing
14 10 (0.70%) Automotive
15 9 (0.63%) Publishing
16 5 (0.35%) German Language
16 5 (0.35%) Online Betting
Job Titles
1 824 (57.34%) Developer
2 244 (16.98%) Java Developer
3 165 (11.48%) Analyst
4 150 (10.44%) Software Engineer
5 138 (9.60%) Senior Developer
6 137 (9.53%) Architect
7 122 (8.49%) C++ Developer
8 112 (7.79%) C# Developer
9 102 (7.10%) .NET Developer
10 100 (6.96%) Java Engineer
11 90 (6.26%) C# .NET Developer
12 86 (5.98%) Software Developer
13 85 (5.92%) JavaScript Developer
14 84 (5.85%) Java Software Engineer
15 74 (5.15%) Senior Java Developer
16 72 (5.01%) Programmer
16 72 (5.01%) Senior Software Engineer
17 66 (4.59%) Scala Developer
18 62 (4.31%) Business Analyst
18 62 (4.31%) Python Developer
Libraries, Frameworks & Software Standards
1 190 (13.22%) HTML
2 168 (11.69%) .NET
3 155 (10.79%) CSS
4 135 (9.39%) XML
5 134 (9.32%) AngularJS
6 110 (7.65%) HTML5
7 108 (7.52%) JSON
8 99 (6.89%) jQuery
9 94 (6.54%) Node.js
10 92 (6.40%) Ajax
11 90 (6.26%) REST
12 85 (5.92%) Web Services
13 84 (5.85%) React
14 55 (3.83%) Backbone.js
15 50 (3.48%) Kafka
16 46 (3.20%) STL
17 42 (2.92%) WCF
18 41 (2.85%) ASP.NET
18 41 (2.85%) Spring
19 36 (2.51%) SOAP
Miscellaneous
1 714 (49.69%) Algorithms
2 407 (28.32%) Computer Science
3 250 (17.40%) Analytical Skills
4 74 (5.15%) Mobile App
5 73 (5.08%) Derivative
5 73 (5.08%) Fintech
6 68 (4.73%) Hedge funds
7 67 (4.66%) Foreign Exchange (FX)
8 60 (4.18%) Equities
9 56 (3.90%) Fixed Income
10 36 (2.51%) User Experience
11 32 (2.23%) Management Information System
12 29 (2.02%) Enterprise Software
13 28 (1.95%) Client/Server
14 20 (1.39%) Public Cloud
15 17 (1.18%) Taxonomies
16 15 (1.04%) mHealth
16 15 (1.04%) Social Media
17 12 (0.84%) Mobile Payment
18 11 (0.77%) Credit Risk
Operating Systems
1 212 (14.75%) Linux
2 131 (9.12%) Unix
3 63 (4.38%) Apple iOS
4 55 (3.83%) Windows
5 52 (3.62%) Android
6 14 (0.97%) Mac OS
7 5 (0.35%) Debian
7 5 (0.35%) Ubuntu
8 3 (0.21%) Tizen
9 2 (0.14%) Windows Embedded Compact
10 1 (0.070%) CentOS
10 1 (0.070%) MeeGo
10 1 (0.070%) Red Hat Enterprise Linux
10 1 (0.070%) Windows Server
Processes & Methodologies
1 505 (35.14%) OO
2 481 (33.47%) Agile Software Development
3 375 (26.10%) Software Engineering
4 235 (16.35%) Continuous Integration
5 222 (15.45%) TDD
6 182 (12.67%) Multithreading
7 176 (12.25%) OOP
8 171 (11.90%) Mathematics
9 156 (10.86%) Automated Testing
10 155 (10.79%) OOD
11 154 (10.72%) Scrum
12 142 (9.88%) Data Modelling
13 135 (9.39%) Analytics
14 111 (7.72%) Business Intelligence
15 101 (7.03%) Functional Programming
16 99 (6.89%) Complexity Analysis
17 97 (6.75%) Low Latency
18 95 (6.61%) Kanban
19 89 (6.19%) BDD
20 85 (5.92%) ETL
Programming Languages
1 566 (39.39%) Java
2 551 (38.34%) SQL
3 294 (20.46%) JavaScript
4 278 (19.35%) C#
5 264 (18.37%) Python
6 256 (17.81%) C++
7 125 (8.70%) Scala
8 93 (6.47%) PHP
9 89 (6.19%) C
10 58 (4.04%) Perl
10 58 (4.04%) T-SQL
11 53 (3.69%) Objective-C
12 38 (2.64%) F#
13 37 (2.57%) Go
14 34 (2.37%) Apple Swift
15 33 (2.30%) Clojure
16 28 (1.95%) Bash Shell
16 28 (1.95%) Haskell
17 23 (1.60%) PL/SQL
17 23 (1.60%) R
Qualifications
1 379 (26.37%) Degree
2 32 (2.23%) PhD
3 10 (0.70%) ISEB
4 8 (0.56%) OCA
4 8 (0.56%) Oracle Certification
5 5 (0.35%) ACCA
5 5 (0.35%) CIMA
5 5 (0.35%) ITIL Certification
6 3 (0.21%) IIBA
7 2 (0.14%) Security Cleared
8 1 (0.070%) ISTQB
8 1 (0.070%) PMI Certification
8 1 (0.070%) Postgraduate
8 1 (0.070%) PRINCE2 Certification
8 1 (0.070%) SAS Certification
8 1 (0.070%) SC Cleared
Quality Assurance & Compliance
1 90 (6.26%) QA
2 45 (3.13%) Data Quality
3 1 (0.070%) Dodd-Frank
3 1 (0.070%) HL7
3 1 (0.070%) JTAG
3 1 (0.070%) MiFID
3 1 (0.070%) SLA
System Software
1 74 (5.15%) Docker
2 16 (1.11%) Virtual Machines
3 4 (0.28%) Apache ZooKeeper
4 3 (0.21%) HDFS
5 1 (0.070%) Apache Flume
5 1 (0.070%) KVM
5 1 (0.070%) Oracle RAC
5 1 (0.070%) VirtualBox
5 1 (0.070%) Xen
Systems Management
1 28 (1.95%) Opscode Chef
2 26 (1.81%) Puppet
3 21 (1.46%) Kubernetes
4 18 (1.25%) Mesos
5 14 (0.97%) Ansible
6 10 (0.70%) Docker Swarm
7 8 (0.56%) rkt
8 4 (0.28%) yum
9 2 (0.14%) WebSphere Cast Iron
10 1 (0.070%) Cobbler
10 1 (0.070%) Hadoop YARN
10 1 (0.070%) Kibana
10 1 (0.070%) Oozie
10 1 (0.070%) Systems Management Server (SMS)
Vendors
1 96 (6.68%) Oracle
2 73 (5.08%) Microsoft
3 26 (1.81%) Salesforce.com
4 21 (1.46%) SAP
5 20 (1.39%) Google
6 19 (1.32%) Tableau
7 17 (1.18%) Informatica
7 17 (1.18%) ServiceNow
8 14 (0.97%) Sybase
9 10 (0.70%) Apple
9 10 (0.70%) Twitter
10 9 (0.63%) MicroStrategy
10 9 (0.63%) Reuters
11 7 (0.49%) TIBCO
12 6 (0.42%) Ab Initio
12 6 (0.42%) Adobe
12 6 (0.42%) hybris
12 6 (0.42%) Sencha
13 5 (0.35%) IFS
13 5 (0.35%) JD Edwards
London
Big Wednesday Digital Ltd
Salary: £65000 - £85000 per annum + Negotiable
Posted: 14 hours ago
City, London
Understanding Recruitment
Salary: £60000.00 - £70000.00 per annum
Posted: 17 hours ago
City, London
Understanding Recruitment
Salary: £60000 - £75000 per annum
Posted: 17 hours ago
Swansea, West Glamorgan
CPS Group UK
Salary: £40000 - £45000 per annum
Posted: 4 hours ago
Horsham, West Sussex
Greywood Associates Limited
Salary: £25000 - £35000 per annum + Benefits
Posted: 5 hours ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £45000 - £55000 per annum + shares + bens
Posted: 17 hours ago
London
Harrington Starr
Salary: £55000 - £65000 per annum + Benefits + Bonus
Posted: 2 hours ago
Bracknell, Berkshire
Cloudscope
Salary: From £30,000 to £45,000 per annum
Posted: 5 hours ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £30000 - £40000 per annum + Benefits + Bonus + Certs
Posted: 9 hours ago
East London
Profile 29 Limited
Salary: Up to £60,000 per annum + benefits
Posted: 2 hours ago
City, London
Durlston Partners
Salary: From £50,000 to £130,000 per annum + Bonus + Benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £60,000 per annum plus benefits
Posted: 2 days ago
South East London
Ease IT
Salary: From £30,000 to £45,000 per annum
Posted: 2 days ago
City, London
Henderson Drake
Salary: From £55,000 to £70,000 per annum Bonus + Pension + Healthcare + Holid
Posted: 6 hours ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 3 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £65,000 per annum + Benefits
Posted: 3 days ago
London
Parham Consulting
Salary: From £40,000 to £45,000 per annum £40,000 - £45,000 plus discretionary
Posted: 10 hours ago
London
Harrington Starr
Salary: £50000 - £80000 per annum + Benefits + Bonus
Posted: Yesterday
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: 3 days ago
Luton, Bedfordshire
Asset Resourcing Ltd
Salary: £45000 - £48000 per annum + Benefits
Posted: 11 hours ago
London
Durlston Partners
Salary: Up to £75,000 per annum + Bonus + Benefits
Posted: 3 days ago
London
ClearCube Consulting
Salary: Up to £95,000 per annum
Posted: 3 days ago
London
Harrington Starr
Salary: £70000 - £100000 per annum + Benefits + Bonus
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £40k plus good benefits
Posted: 3 days ago
London
Oho Group Ltd.
Salary: £50000 - £60000 per annum, Benefits Share Options, £20 a week lunch vo
Posted: 3 days ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: From £70,000 to £90,000 per annum + Bonus + Shares + Benefits
Posted: 3 days ago
Manchester, Lancashire
Saxon Recruitment Solutions
Salary: £30000 - £40000 per annum + Excellent Benefits + Bonus
Posted: Yesterday
Chester, Cheshire
Oscar
Salary: £32000 - £35000 per annum + Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 4 days ago
London
Square One Resources
Salary: Up to £50,000 per annum + 5% pension contribution + generous training
Posted: 3 days ago