Period
to 16 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for NoSQL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NoSQL over the 6 months to 16 December 2017 with a comparison to the same period in the previous 2 years.

NoSQL
UK > Scotland
6 months to
16 Dec 2017
Same period 2016 Same period 2015
Rank 62 108 133
Rank change year-on-year +46 +25 +14
Permanent jobs citing NoSQL 206 97 114
As % of all permanent IT jobs advertised in Scotland 3.71% 1.96% 1.77%
As % of the Database & Business Intelligence category 10.94% 6.22% 5.65%
Number of salaries quoted 119 67 70
Scotland median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +12.50%
10th Percentile £31,250 £33,250 £35,000
90th Percentile £70,000 £70,000 £84,250
UK median annual salary £55,000 £55,000 £55,000

NoSQL is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Permanent vacancies with a requirement for database or business intelligence skills 1883 1560 2016
As % of all permanent IT jobs advertised in Scotland 33.91% 31.46% 31.28%
Number of salaries quoted 1197 974 1314
Scotland median annual salary £42,500 £43,500 £41,500
Median salary % change year-on-year -2.30% +4.82% +3.75%
10th Percentile £28,000 £28,750 £28,500
90th Percentile £60,500 £62,500 £61,250
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

NoSQL
Job Vacancy Trend in Scotland

Job postings citing NoSQL as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for NoSQL in Scotland

NoSQL
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NoSQL in Scotland.

Salary trend for NoSQL in Scotland

NoSQL
Salary Histogram in Scotland

The salary distribution of IT jobs citing NoSQL in Scotland over the 6 months to 16 December 2017.

Salary histogram for NoSQL in Scotland

NoSQL
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NoSQL within the Scotland region over the 6 months to 16 December 2017. 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
Glasgow +32 134 £50,000 +11.11% 11
Edinburgh -6 42 £45,000 -10.00% 3
Dundee - 15 £30,000 - 2
Aberdeen +9 11 £32,500 -7.14% 1
West Lothian -5 1 - -
Stirling - 1 £40,000 -
Fife - 1 - -
NoSQL
UK

For the 6 months to 16 December 2017, IT jobs citing NoSQL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for NoSQL.

1 147 (71.36%) Agile Software Development
2 106 (51.46%) TDD
3 102 (49.51%) Java
4 87 (42.23%) SQL
5 86 (41.75%) JavaScript
6 80 (38.83%) Spring
7 73 (35.44%) MongoDB
8 69 (33.50%) Ruby
8 69 (33.50%) Python
9 66 (32.04%) BDD
10 59 (28.64%) C#
10 59 (28.64%) HTML
10 59 (28.64%) Hibernate
10 59 (28.64%) Scrum
11 58 (28.16%) Git (software)
12 52 (25.24%) SDLC
13 51 (24.76%) RESTful
13 51 (24.76%) Puppet
14 50 (24.27%) Node.js
14 50 (24.27%) MySQL
15 49 (23.79%) .NET
16 47 (22.82%) SQL Server
17 46 (22.33%) ASP.NET
18 45 (21.84%) MVC
19 44 (21.36%) HTML5
19 44 (21.36%) Docker
20 43 (20.87%) Hadoop
21 41 (19.90%) Finance
21 41 (19.90%) Linux
21 41 (19.90%) ASP.NET Web API

NoSQL
Co-occurring IT Skills in Scotland 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 27 (13.11%) Tomcat
2 22 (10.68%) JBoss
3 21 (10.19%) Jetty
3 21 (10.19%) WebLogic
4 20 (9.71%) WebSphere
5 10 (4.85%) Apache
6 7 (3.40%) Confluence
7 6 (2.91%) Apache Spark
8 5 (2.43%) nginx
9 4 (1.94%) CMS
9 4 (1.94%) MQSeries
10 3 (1.46%) Elasticsearch
11 2 (0.97%) Apache Pig
Applications
1 1 (0.49%) Photoshop
Cloud Services
1 29 (14.08%) Amazon AWS
2 26 (12.62%) Microsoft Azure
3 17 (8.25%) GitHub
4 12 (5.83%) Cloud Computing
5 9 (4.37%) Google Cloud Platform
5 9 (4.37%) SaaS
6 7 (3.40%) Amazon EC2
7 6 (2.91%) Amazon S3
7 6 (2.91%) Amazon SQS
8 4 (1.94%) CloudFront
9 3 (1.46%) Serverless
10 2 (0.97%) Heroku
11 1 (0.49%) npm
Communications & Networking
1 20 (9.71%) AMQP
2 16 (7.77%) HTTP
2 16 (7.77%) SSL
3 10 (4.85%) DNS
3 10 (4.85%) TCP/IP
4 9 (4.37%) Internet
4 9 (4.37%) IPsec
4 9 (4.37%) SMTP
5 2 (0.97%) SMS
Database & Business Intelligence
1 73 (35.44%) MongoDB
2 50 (24.27%) MySQL
3 47 (22.82%) SQL Server
4 43 (20.87%) Hadoop
5 35 (16.99%) Redis
6 33 (16.02%) Relational Database
6 33 (16.02%) SQL Server 2016
7 30 (14.56%) PostgreSQL
8 21 (10.19%) Big Data
8 21 (10.19%) Couchbase
8 21 (10.19%) Riak
9 20 (9.71%) Apache Cassandra
10 16 (7.77%) Blockchain
11 12 (5.83%) RDBMS
12 8 (3.88%) DB2
13 6 (2.91%) CouchDB
13 6 (2.91%) DocumentDB
14 5 (2.43%) Amazon DynamoDB
14 5 (2.43%) HBase
15 4 (1.94%) Bigtable
Development Applications
1 58 (28.16%) Git (software)
2 23 (11.17%) Vagrant
3 22 (10.68%) Cucumber
4 21 (10.19%) FitNesse
4 21 (10.19%) Selenium
5 15 (7.28%) Maven
6 12 (5.83%) JUnit
7 10 (4.85%) Bitbucket
7 10 (4.85%) Subversion
8 8 (3.88%) Jenkins
8 8 (3.88%) Mocha
9 7 (3.40%) JIRA
9 7 (3.40%) Karma Test Runner
10 5 (2.43%) Mercurial
11 4 (1.94%) TeamCity
12 3 (1.46%) Ant
12 3 (1.46%) Mockito
12 3 (1.46%) Oracle Forms
13 1 (0.49%) HttpUnit
13 1 (0.49%) JMeter
General
1 41 (19.90%) Finance
2 16 (7.77%) Banking
3 14 (6.80%) Advertising
3 14 (6.80%) Games
4 6 (2.91%) Marketing
5 5 (2.43%) Retail
6 3 (1.46%) Investment Banking
7 2 (0.97%) Prime Brokerage
8 1 (0.49%) Automotive
8 1 (0.49%) Legal
8 1 (0.49%) Retail Banking
Job Titles
1 162 (78.64%) Developer
2 74 (35.92%) Java Developer
3 38 (18.45%) .NET Developer
4 23 (11.17%) Full Stack Developer
4 23 (11.17%) Senior Developer
5 15 (7.28%) DevOps Engineer
6 14 (6.80%) C# Developer
7 13 (6.31%) Web Developer
8 12 (5.83%) Senior Java Developer
9 10 (4.85%) JavaScript Developer
9 10 (4.85%) Software Developer
10 9 (4.37%) .NET Software Developer
11 8 (3.88%) Lead Developer
11 8 (3.88%) Software Engineer
12 6 (2.91%) NoSQL Developer
13 5 (2.43%) ASP.NET MVC Developer
13 5 (2.43%) C# .NET Developer
13 5 (2.43%) C# ASP.NET Developer
13 5 (2.43%) Senior .NET Developer
13 5 (2.43%) Senior .NET Software Developer
Libraries, Frameworks & Software Standards
1 80 (38.83%) Spring
2 59 (28.64%) Hibernate
2 59 (28.64%) HTML
3 51 (24.76%) RESTful
4 50 (24.27%) Node.js
5 49 (23.79%) .NET
6 46 (22.33%) ASP.NET
7 44 (21.36%) HTML5
8 41 (19.90%) ASP.NET Web API
9 39 (18.93%) ASP.NET MVC
9 39 (18.93%) ASP.NET MVC 5
9 39 (18.93%) WCF
10 38 (18.45%) .NET Framework
10 38 (18.45%) Entity Framework
11 32 (15.53%) Code First Entity Framework
12 31 (15.05%) AngularJS
13 30 (14.56%) RabbitMQ
14 25 (12.14%) REST
15 22 (10.68%) CSS
15 22 (10.68%) JPA
Miscellaneous
1 31 (15.05%) Enterprise Software
2 11 (5.34%) Greenfield Project
2 11 (5.34%) Social Network
3 10 (4.85%) Algorithms
3 10 (4.85%) Client/Server
4 9 (4.37%) Internet of Things
5 8 (3.88%) Analytical Skills
6 6 (2.91%) User Experience
7 5 (2.43%) Computer Science
8 4 (1.94%) Data Structures
8 4 (1.94%) NHS
8 4 (1.94%) Virtual Team
9 3 (1.46%) Linux Command Line
9 3 (1.46%) Management Information System
10 2 (0.97%) Hedge funds
10 2 (0.97%) IVR
10 2 (0.97%) Mobile App
11 1 (0.49%) Embedded Systems
11 1 (0.49%) Smart City
Operating Systems
1 41 (19.90%) Linux
2 15 (7.28%) Windows
3 13 (6.31%) Unix
4 6 (2.91%) Ubuntu
5 3 (1.46%) Android
5 3 (1.46%) Apple iOS
6 1 (0.49%) Red Hat Enterprise Linux
6 1 (0.49%) Solaris
Processes & Methodologies
1 147 (71.36%) Agile Software Development
2 106 (51.46%) TDD
3 66 (32.04%) BDD
4 59 (28.64%) Scrum
5 52 (25.24%) SDLC
6 45 (21.84%) MVC
7 41 (19.90%) Concurrent Programming
8 36 (17.48%) Kanban
8 36 (17.48%) Open Source
9 35 (16.99%) DevOps
9 35 (16.99%) Test Automation
9 35 (16.99%) Web Application Development
10 33 (16.02%) Continuous Integration
10 33 (16.02%) OO
10 33 (16.02%) Software Engineering
11 32 (15.53%) Multithreading
12 28 (13.59%) Unit Testing
13 24 (11.65%) System Testing
14 22 (10.68%) Web Development
15 21 (10.19%) UML
Programming Languages
1 102 (49.51%) Java
2 87 (42.23%) SQL
3 86 (41.75%) JavaScript
4 69 (33.50%) Python
4 69 (33.50%) Ruby
5 59 (28.64%) C#
6 33 (16.02%) PHP
7 30 (14.56%) Bash Shell
8 11 (5.34%) Perl
9 10 (4.85%) PowerShell
10 8 (3.88%) Scala
11 7 (3.40%) C++
12 6 (2.91%) PL/SQL
13 4 (1.94%) XPath
14 2 (0.97%) C
14 2 (0.97%) ES6
14 2 (0.97%) R
15 1 (0.49%) Delphi
15 1 (0.49%) Go
15 1 (0.49%) TypeScript
Qualifications
1 9 (4.37%) Degree
2 7 (3.40%) RHCE
3 4 (1.94%) PhD
3 4 (1.94%) Security Cleared
4 2 (0.97%) Computer Science Degree
4 2 (0.97%) Master's Degree
5 1 (0.49%) Postgraduate
Quality Assurance & Compliance
1 20 (9.71%) QA
System Software
1 44 (21.36%) Docker
2 2 (0.97%) LXC
2 2 (0.97%) OpenAM
2 2 (0.97%) VirtualBox
Systems Management
1 51 (24.76%) Puppet
2 41 (19.90%) Ansible
3 38 (18.45%) Opscode Chef
4 21 (10.19%) Cobbler
5 10 (4.85%) Grafana
5 10 (4.85%) Nagios
5 10 (4.85%) ZABBIX
6 8 (3.88%) CFEngine
7 2 (0.97%) Graphite
7 2 (0.97%) Icinga
7 2 (0.97%) Kibana
7 2 (0.97%) logstash
8 1 (0.49%) Capistrano
Vendors
1 38 (18.45%) Oracle
2 20 (9.71%) IBM
2 20 (9.71%) TIBCO
3 12 (5.83%) Facebook
4 10 (4.85%) Google
5 8 (3.88%) Informatica
5 8 (3.88%) Sybase
6 7 (3.40%) Red Hat
7 4 (1.94%) Microsoft
8 3 (1.46%) Ogone
8 3 (1.46%) PayPal
9 2 (0.97%) Cloudera
9 2 (0.97%) Vertica
10 1 (0.49%) Adobe
10 1 (0.49%) Alterian