Period
to 20 November 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 20 November 2018 with a comparison to the same period over the previous 2 years.

Data Structures
UK > England
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 322 351 394
Rank change year-on-year +29 +43 -49
Permanent jobs citing Data Structures 1,493 1,517 1,401
As % of all permanent IT jobs advertised in England 0.98% 0.90% 0.79%
As % of the Miscellaneous category 2.21% 2.02% 1.87%
Number of salaries quoted 1,213 1,074 1,197
England median annual salary £62,500 £55,000 £60,000
Median salary % change year-on-year +13.64% -8.33% -
10th Percentile £35,000 £32,500 £33,750
90th Percentile £95,000 £83,750 £100,000
UK median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% +4.35%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for generic IT skills.

All Generic IT Skills
England
Permanent vacancies with a requirement for generic IT skills 67,446 75,253 74,975
As % of all permanent IT jobs advertised in England 44.42% 44.63% 42.47%
Number of salaries quoted 52,805 57,175 62,177
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £28,750 £27,500 £27,500
90th Percentile £87,500 £82,500 £80,000
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Data Structures
Job Vacancy Trend in England

Job postings citing Data Structures as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Structures in England

Data Structures
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in England.

Salary trend for Data Structures in England

Data Structures
Salary Histogram in England

The salary distribution of IT jobs citing Data Structures in England over the 6 months to 20 November 2018.

Salary histogram for Data Structures in England

Data Structures
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the England region over the 6 months to 20 November 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +53 988 £67,500 +8.00% 206
South East +40 147 £55,000 +10.00% 34
North of England -49 131 £50,000 -9.09% 23
North West -23 84 £52,500 +5.00% 10
East of England -3 74 £50,000 -4.76% 20
Midlands -8 72 £45,000 +12.50% 8
South West -23 63 £36,000 -34.55% 26
West Midlands -17 39 £40,000 +6.67% 2
East Midlands +22 32 £45,000 -10.00% 6
Yorkshire -26 24 £42,500 -22.73% 8
North East +22 23 £52,500 +5.00% 5
Data Structures
UK

For the 6 months to 20 November 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for Data Structures.

1 759 (50.84%) Algorithms
2 645 (43.20%) SQL
3 550 (36.84%) Java
4 504 (33.76%) Finance
5 465 (31.15%) Agile Software Development
6 425 (28.47%) Computer Science
7 423 (28.33%) Python
8 400 (26.79%) C#
9 388 (25.99%) Degree
10 385 (25.79%) Software Engineering
11 322 (21.57%) Problem-Solving
12 292 (19.56%) Analytical Skills
13 291 (19.49%) SQL Server
14 263 (17.62%) OO
15 261 (17.48%) JavaScript
16 252 (16.88%) C++
17 234 (15.67%) Business Intelligence
18 225 (15.07%) Analytics
19 219 (14.67%) NoSQL
20 209 (14.00%) Big Data
21 205 (13.73%) Microsoft
22 199 (13.33%) Mathematics
23 191 (12.79%) Amazon AWS
24 182 (12.19%) Data Warehouse
25 181 (12.12%) .NET
25 181 (12.12%) Linux
26 176 (11.79%) Relational Database
27 170 (11.39%) Machine Learning
27 170 (11.39%) Data Modelling
28 167 (11.19%) Git (software)

Data Structures
Co-occurring IT Skills in England 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
1 113 (7.57%) Apache Spark
2 53 (3.55%) Elasticsearch
3 46 (3.08%) Apache
4 21 (1.41%) Confluence
5 17 (1.14%) SAS
5 17 (1.14%) WebLogic
6 14 (0.94%) IIS
7 13 (0.87%) Apache Pig
7 13 (0.87%) nginx
8 12 (0.80%) SharePoint
9 11 (0.74%) Tomcat
10 10 (0.67%) CMS
11 9 (0.60%) Apache Solr
11 9 (0.60%) WebSphere
12 8 (0.54%) SugarCRM
13 7 (0.47%) Ethereum
14 6 (0.40%) Apache Airflow
14 6 (0.40%) Luigi
14 6 (0.40%) Sitecore CMS
14 6 (0.40%) Tornado
Applications
1 102 (6.83%) Microsoft Excel
2 35 (2.34%) Microsoft Office
3 23 (1.54%) MS Visio
4 12 (0.80%) Snapchat
5 8 (0.54%) Microsoft PowerPoint
6 6 (0.40%) SPSS
7 2 (0.13%) Spreadsheet
8 1 (0.067%) Chatbot
Business Applications
1 15 (1.00%) Salesforce.com CRM
1 15 (1.00%) SAP S/4HANA
2 13 (0.87%) Dynamics AX
3 12 (0.80%) Dynamics CRM
4 8 (0.54%) Magento
4 8 (0.54%) SAP CO
4 8 (0.54%) SAP FI
4 8 (0.54%) SAP FI/CO
5 7 (0.47%) Endur
5 7 (0.47%) Findur
6 6 (0.40%) Cognos TM1
7 5 (0.33%) Distributed Ledger
8 4 (0.27%) SunGard GMI
9 3 (0.20%) ION MarketView
9 3 (0.20%) SAP BPC
9 3 (0.20%) Sentinel
10 2 (0.13%) Cognos Controller
10 2 (0.13%) Oracle Financials
10 2 (0.13%) SAP MDG
10 2 (0.13%) SAP MDM
Cloud Services
1 191 (12.79%) Amazon AWS
2 162 (10.85%) Microsoft Azure
3 54 (3.62%) GitHub
4 29 (1.94%) SaaS
5 28 (1.88%) Google Cloud Platform
6 27 (1.81%) Cloud Computing
7 22 (1.47%) Amazon S3
8 19 (1.27%) Amazon EC2
9 15 (1.00%) Dynamics 365
10 10 (0.67%) CloudFront
10 10 (0.67%) npm
10 10 (0.67%) Office 365
10 10 (0.67%) Serverless
11 9 (0.60%) Trello
12 7 (0.47%) AWS Lambda
13 6 (0.40%) Firebase
14 5 (0.33%) AWS Elastic Beanstalk
14 5 (0.33%) Azure Active Directory
14 5 (0.33%) Boomi
14 5 (0.33%) Slack
Communications & Networking
1 23 (1.54%) HTTP
2 18 (1.21%) Internet
3 11 (0.74%) TCP/IP
4 10 (0.67%) Bluetooth
4 10 (0.67%) NFC
5 6 (0.40%) Firewall
5 6 (0.40%) VoIP
6 4 (0.27%) FTP
6 4 (0.27%) Intrusion Detection
6 4 (0.27%) IPFS
6 4 (0.27%) Wireless
7 2 (0.13%) AMQP
7 2 (0.13%) Broadband
7 2 (0.13%) Intranet
7 2 (0.13%) IPsec
7 2 (0.13%) Junos
7 2 (0.13%) MQTT
7 2 (0.13%) Network Security
7 2 (0.13%) SNMP
7 2 (0.13%) WAN
Database & Business Intelligence
1 291 (19.49%) SQL Server
2 219 (14.67%) NoSQL
3 209 (14.00%) Big Data
4 182 (12.19%) Data Warehouse
5 176 (11.79%) Relational Database
6 118 (7.90%) Hadoop
7 113 (7.57%) SQL Server Integration Services
8 108 (7.23%) SQL Server Reporting Services
9 105 (7.03%) Power BI
10 102 (6.83%) MongoDB
11 81 (5.43%) MySQL
12 70 (4.69%) Apache Cassandra
13 66 (4.42%) SQL Server Analysis Services
14 63 (4.22%) Blockchain
15 62 (4.15%) PostgreSQL
16 58 (3.88%) Apache Hive
17 57 (3.82%) RDBMS
18 44 (2.95%) BusinessObjects
19 35 (2.34%) SAP BW
20 31 (2.08%) QlikView
Development Applications
1 167 (11.19%) Git (software)
2 84 (5.63%) Jenkins
3 76 (5.09%) Subversion
4 55 (3.68%) JIRA
5 46 (3.08%) Maven
6 40 (2.68%) Visual Studio
7 36 (2.41%) JUnit
8 30 (2.01%) Mercurial
9 27 (1.81%) Selenium
10 23 (1.54%) Gradle
11 16 (1.07%) Ant
12 14 (0.94%) Team Foundation Server
12 14 (0.94%) webpack
13 13 (0.87%) JMeter
13 13 (0.87%) TeamCity
14 12 (0.80%) Bitbucket
14 12 (0.80%) SQL Server Management Studio (SSMS)
15 11 (0.74%) Cucumber
16 10 (0.67%) Mockito
16 10 (0.67%) Protractor
General
1 504 (33.76%) Finance
2 130 (8.71%) Banking
3 83 (5.56%) Front Office
4 74 (4.96%) Marketing
5 72 (4.82%) Investment Banking
6 66 (4.42%) Financial Institution
7 65 (4.35%) Retail
8 54 (3.62%) Games
9 24 (1.61%) Law
10 23 (1.54%) Pharmaceutical
11 22 (1.47%) Advertising
12 19 (1.27%) Telecoms
13 15 (1.00%) Manufacturing
14 12 (0.80%) Back Office
15 11 (0.74%) Electronics
15 11 (0.74%) Legal
16 8 (0.54%) Japanese Language
17 7 (0.47%) Military
18 6 (0.40%) Digital Economy
19 4 (0.27%) Publishing
Job Titles
1 722 (48.36%) Developer
2 206 (13.80%) Software Engineer
3 192 (12.86%) Java Developer
4 160 (10.72%) Analyst
5 159 (10.65%) C# Developer
6 117 (7.84%) Data Engineer
7 105 (7.03%) Python Developer
8 100 (6.70%) Architect
9 91 (6.10%) SQL Developer
10 90 (6.03%) Senior Developer
11 68 (4.55%) Data Analyst
11 68 (4.55%) Junior
12 66 (4.42%) C++ Developer
13 63 (4.22%) Software Developer
14 62 (4.15%) Junior Developer
15 57 (3.82%) Graduate
16 55 (3.68%) Graduate Developer
17 51 (3.42%) Python Engineer
17 51 (3.42%) Senior Software Engineer
18 48 (3.22%) Junior C# Developer
Libraries, Frameworks & Software Standards
1 181 (12.12%) .NET
2 150 (10.05%) HTML
3 134 (8.98%) AngularJS
4 132 (8.84%) CSS
5 107 (7.17%) Web Services
6 106 (7.10%) RESTful
7 99 (6.63%) REST
8 98 (6.56%) React
9 96 (6.43%) JSON
9 96 (6.43%) Spring
10 78 (5.22%) HTML5
11 76 (5.09%) XML
12 68 (4.55%) Kafka
13 65 (4.35%) Node.js
14 52 (3.48%) ASP.NET
15 44 (2.95%) SOAP
16 39 (2.61%) jQuery
17 33 (2.21%) Spring Boot
18 32 (2.14%) Pandas
19 29 (1.94%) NumPy
Miscellaneous
1 759 (50.84%) Algorithms
2 425 (28.47%) Computer Science
3 292 (19.56%) Analytical Skills
4 116 (7.77%) Hedge funds
5 95 (6.36%) Derivative
6 92 (6.16%) Fintech
7 83 (5.56%) User Experience
8 82 (5.49%) Self-Motivation
9 60 (4.02%) Fixed Income
10 55 (3.68%) Equities
10 55 (3.68%) Greenfield Project
10 55 (3.68%) Management Information System
11 40 (2.68%) Cyberthreat
12 37 (2.48%) Virtual Team
13 34 (2.28%) Equity Derivative
14 28 (1.88%) Enterprise Software
15 26 (1.74%) Client/Server
16 24 (1.61%) Analytical Mindset
17 22 (1.47%) Blog
17 22 (1.47%) Data Centre
Operating Systems
1 181 (12.12%) Linux
2 96 (6.43%) Unix
3 87 (5.83%) Windows
4 41 (2.75%) Android
5 37 (2.48%) Apple iOS
6 9 (0.60%) Red Hat Enterprise Linux
7 4 (0.27%) Windows Server
8 3 (0.20%) Mac OS X
8 3 (0.20%) Windows 10
8 3 (0.20%) Windows 7
8 3 (0.20%) Windows 8
8 3 (0.20%) Windows Server 2012
9 2 (0.13%) CentOS
9 2 (0.13%) Data ONTAP
9 2 (0.13%) Fedora
10 1 (0.067%) DC/OS
10 1 (0.067%) Debian
10 1 (0.067%) Embedded Linux
Processes & Methodologies
1 465 (31.15%) Agile Software Development
2 385 (25.79%) Software Engineering
3 322 (21.57%) Problem-Solving
4 263 (17.62%) OO
5 234 (15.67%) Business Intelligence
6 225 (15.07%) Analytics
7 199 (13.33%) Mathematics
8 170 (11.39%) Data Modelling
8 170 (11.39%) Machine Learning
9 164 (10.98%) Continuous Integration
10 156 (10.45%) Multithreading
11 154 (10.31%) ETL
12 146 (9.78%) Data Management
13 141 (9.44%) TDD
14 134 (8.98%) Test Automation
15 130 (8.71%) Data Science
16 124 (8.31%) Decision-Making
17 111 (7.43%) Open Source
18 109 (7.30%) Data Analysis
19 106 (7.10%) Visualisation
Programming Languages
1 645 (43.20%) SQL
2 550 (36.84%) Java
3 423 (28.33%) Python
4 400 (26.79%) C#
5 261 (17.48%) JavaScript
6 252 (16.88%) C++
7 140 (9.38%) T-SQL
8 131 (8.77%) Scala
9 85 (5.69%) R
10 77 (5.16%) Java 8
10 77 (5.16%) PHP
11 60 (4.02%) VBA
12 55 (3.68%) Kotlin
13 54 (3.62%) C
14 48 (3.22%) PL/SQL
15 43 (2.88%) F#
16 37 (2.48%) Haskell
17 35 (2.34%) TypeScript
18 33 (2.21%) Go
19 29 (1.94%) Shell Script
Qualifications
1 388 (25.99%) Degree
2 137 (9.18%) Computer Science Degree
3 35 (2.34%) Master's Degree
4 31 (2.08%) PhD
5 27 (1.81%) Security Cleared
6 22 (1.47%) Microsoft Certification
7 19 (1.27%) MCSA
8 7 (0.47%) SC Cleared
9 6 (0.40%) ISEB
10 5 (0.33%) Numerate Degree
11 4 (0.27%) CISM
11 4 (0.27%) CISSP
12 3 (0.20%) A+ Certification
12 3 (0.20%) CEH
12 3 (0.20%) IIBA
12 3 (0.20%) SANS
13 1 (0.067%) ACCA
13 1 (0.067%) DV Cleared
13 1 (0.067%) ISTQB Foundation Certification
13 1 (0.067%) TOGAF Certification
Quality Assurance & Compliance
1 101 (6.76%) Data Quality
2 59 (3.95%) QA
3 5 (0.33%) ISO/IEC 27001
3 5 (0.33%) MiFID
4 4 (0.27%) EMIR
4 4 (0.27%) FATCA
4 4 (0.27%) GDPR
5 3 (0.20%) Sarbanes-Oxley
5 3 (0.20%) Solvency II
6 2 (0.13%) SLA
7 1 (0.067%) GxP
7 1 (0.067%) PMO
System Software
1 88 (5.89%) Docker
2 27 (1.81%) HDFS
3 11 (0.74%) Active Directory
4 8 (0.54%) Virtual Machines
5 6 (0.40%) VMware Infrastructure
6 4 (0.27%) Apache Flume
7 2 (0.13%) Hyper-V
7 2 (0.13%) KVM
Systems Management
1 50 (3.35%) Kubernetes
2 21 (1.41%) Terraform
3 18 (1.21%) Ansible
4 17 (1.14%) Opscode Chef
5 15 (1.00%) Puppet
6 8 (0.54%) Nagios
7 7 (0.47%) Graylog
7 7 (0.47%) Packer
8 6 (0.40%) CFEngine
8 6 (0.40%) Graphite
8 6 (0.40%) Salt
8 6 (0.40%) StatsD
9 5 (0.33%) Docker Swarm
9 5 (0.33%) PingFederate
10 4 (0.27%) Consul
10 4 (0.27%) Oozie
11 3 (0.20%) SCCM
12 2 (0.13%) RANCID
12 2 (0.13%) ZABBIX
13 1 (0.067%) Mesos
Vendors
1 205 (13.73%) Microsoft
2 127 (8.51%) Oracle
3 91 (6.10%) Tableau
4 59 (3.95%) Google
5 54 (3.62%) SAP
6 43 (2.88%) Salesforce.com
7 30 (2.01%) Cloudera
8 17 (1.14%) Cognos
8 17 (1.14%) Informatica
8 17 (1.14%) MapR
9 16 (1.07%) Atlassian
9 16 (1.07%) Hortonworks
10 12 (0.80%) comScore
10 12 (0.80%) Sybase
11 10 (0.67%) IBM
12 9 (0.60%) Adobe
12 9 (0.60%) Red Hat
12 9 (0.60%) VMware
13 8 (0.54%) Sony
13 8 (0.54%) Talend