Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 28 July 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 28 July 2017 with a comparison to the same period in the previous 2 years.

NoSQL
UK > Scotland
6 months to
28 Jul 2017		 Same period 2016 Same period 2015
Rank 79 134 114
Rank change year-on-year +55 -20 +43
Permanent jobs citing NoSQL 174 104 126
As % of all permanent IT jobs advertised in Scotland 3.30% 1.79% 2.00%
As % of the Database & Business Intelligence category 8.67% 5.68% 6.14%
Number of salaries quoted 124 49 76
Scotland median annual salary £50,000 £47,500 £46,250
Median salary % change year-on-year +5.26% +2.70% +15.63%
10th Percentile £32,500 £32,500 £31,250
90th Percentile £70,000 £59,750 £84,250
UK median annual salary £55,000 £55,000 £55,000

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

Database & Business Intelligence Skills
Scotland
Permanent job vacancies with a requirement for database and business intelligence skills 2006 1832 2052
As % of all permanent IT job vacancies advertised in Scotland 37.99% 31.60% 32.61%
Number of salaries quoted 1234 989 1307
Scotland median annual salary £42,500 £44,000 £40,000
Median salary % change year-on-year -3.41% +10.00% -
10th Percentile £27,500 £28,500 £27,500
90th Percentile £70,000 £62,500 £60,000
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 28 July 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 28 July 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 +15 84 £52,500 +10.53% 11
Edinburgh +55 80 £45,000 -10.00% 12
Dundee - 7 - - 1
Aberdeen - 1 £45,000 -
West Lothian - 1 £45,000 -
NoSQL
UK

For the 6 months to 28 July 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.

1 101 (58.05%) Agile Software Development
2 81 (46.55%) C#
3 77 (44.25%) TDD
4 76 (43.68%) Ruby
5 74 (42.53%) .NET
6 73 (41.95%) SQL Server
6 73 (41.95%) RESTful
7 67 (38.51%) Git (software)
7 67 (38.51%) Java
8 63 (36.21%) ASP.NET
9 62 (35.63%) MVC
10 61 (35.06%) ASP.NET MVC
11 60 (34.48%) Web Application Development
12 57 (32.76%) ASP.NET MVC 5
13 54 (31.03%) BDD
14 52 (29.89%) WCF
15 51 (29.31%) Node.js
16 48 (27.59%) SQL Server 2016
16 48 (27.59%) ASP.NET Web API
17 47 (27.01%) Code First Entity Framework
17 47 (27.01%) Entity Framework
17 47 (27.01%) .NET Framework
18 43 (24.71%) Linux
18 43 (24.71%) Relational Database
19 40 (22.99%) Python
19 40 (22.99%) Spring
20 39 (22.41%) MySQL
21 34 (19.54%) Enterprise Software
22 33 (18.97%) Continuous Integration
23 32 (18.39%) SQL

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 24 (13.79%) Apache
2 16 (9.20%) Tomcat
3 14 (8.05%) CMS
4 7 (4.02%) IIS
5 4 (2.30%) Confluence
6 3 (1.72%) JBoss
6 3 (1.72%) Jetty
6 3 (1.72%) nginx
6 3 (1.72%) WebLogic
7 2 (1.15%) WebSphere
8 1 (0.57%) Apache Spark
8 1 (0.57%) Elasticsearch
8 1 (0.57%) Mule
8 1 (0.57%) Mule ESB
Cloud Services
1 19 (10.92%) Microsoft Azure
2 14 (8.05%) Amazon AWS
3 12 (6.90%) Cloud Computing
4 10 (5.75%) SaaS
5 4 (2.30%) Google Cloud Platform
6 3 (1.72%) Amazon EC2
6 3 (1.72%) Amazon S3
6 3 (1.72%) GitHub
7 2 (1.15%) CloudFront
8 1 (0.57%) Amazon SQS
Communications & Networking
1 10 (5.75%) SSL
2 8 (4.60%) DNS
2 8 (4.60%) HTTP
2 8 (4.60%) TCP/IP
3 7 (4.02%) IPsec
3 7 (4.02%) SMTP
4 6 (3.45%) Firewall
4 6 (3.45%) iSCSI
4 6 (3.45%) NAS
4 6 (3.45%) SAN
4 6 (3.45%) WAN
5 2 (1.15%) AMQP
6 1 (0.57%) Bluetooth
6 1 (0.57%) Internet
6 1 (0.57%) MQTT
6 1 (0.57%) SMS
Database & Business Intelligence
1 73 (41.95%) SQL Server
2 48 (27.59%) SQL Server 2016
3 43 (24.71%) Relational Database
4 39 (22.41%) MySQL
5 27 (15.52%) PostgreSQL
6 22 (12.64%) MongoDB
7 21 (12.07%) RDBMS
8 13 (7.47%) Data Warehouse
9 8 (4.60%) Big Data
10 7 (4.02%) Redis
11 4 (2.30%) Azure SQL Database
12 3 (1.72%) Apache Cassandra
12 3 (1.72%) DB2
13 2 (1.15%) Couchbase
13 2 (1.15%) Hadoop
13 2 (1.15%) HBase
13 2 (1.15%) Riak
13 2 (1.15%) SQL Server Analysis Services
13 2 (1.15%) SQL Server Integration Services
13 2 (1.15%) SQL Server Reporting Services
Development Applications
1 67 (38.51%) Git (software)
2 22 (12.64%) Maven
3 21 (12.07%) Subversion
4 19 (10.92%) Jenkins
5 13 (7.47%) JUnit
6 10 (5.75%) Karma Test Runner
6 10 (5.75%) Mocha
7 6 (3.45%) Ant
7 6 (3.45%) HttpUnit
7 6 (3.45%) JMeter
8 5 (2.87%) JIRA
9 4 (2.30%) Cucumber
9 4 (2.30%) FitNesse
10 3 (1.72%) Mercurial
10 3 (1.72%) TeamCity
11 2 (1.15%) Bitbucket
11 2 (1.15%) Selenium
11 2 (1.15%) Vagrant
12 1 (0.57%) Sonatype Nexus
12 1 (0.57%) Visual Studio
General
1 25 (14.37%) Banking
2 17 (9.77%) Marketing
3 14 (8.05%) Games
4 13 (7.47%) Investment Banking
5 12 (6.90%) Advertising
6 11 (6.32%) Retail
7 5 (2.87%) Finance
8 4 (2.30%) Prime Brokerage
Job Titles
1 126 (72.41%) Developer
2 52 (29.89%) .NET Developer
3 39 (22.41%) Java Developer
4 28 (16.09%) C# Developer
5 24 (13.79%) Senior Developer
6 22 (12.64%) .NET Software Developer
7 18 (10.34%) ASP.NET Developer
7 18 (10.34%) C# .NET Developer
7 18 (10.34%) C# ASP.NET Developer
8 17 (9.77%) ASP.NET MVC Developer
9 13 (7.47%) Python Developer
10 12 (6.90%) Senior Python Developer
11 11 (6.32%) DevOps Engineer
11 11 (6.32%) Senior Java Developer
12 8 (4.60%) Architect
12 8 (4.60%) Software Developer
13 7 (4.02%) Systems Engineer
14 6 (3.45%) Designer
14 6 (3.45%) Digital Designer
14 6 (3.45%) Linux Engineer
Libraries, Frameworks & Software Standards
1 74 (42.53%) .NET
2 73 (41.95%) RESTful
3 63 (36.21%) ASP.NET
4 61 (35.06%) ASP.NET MVC
5 57 (32.76%) ASP.NET MVC 5
6 52 (29.89%) WCF
7 51 (29.31%) Node.js
8 48 (27.59%) ASP.NET Web API
9 47 (27.01%) .NET Framework
9 47 (27.01%) Code First Entity Framework
9 47 (27.01%) Entity Framework
10 40 (22.99%) Spring
11 29 (16.67%) Web Services
12 28 (16.09%) Hibernate
13 24 (13.79%) J2EE
14 14 (8.05%) SOAP
15 13 (7.47%) Ruby on Rails
16 12 (6.90%) JPA
17 11 (6.32%) LAMP
18 10 (5.75%) NHibernate
Miscellaneous
1 34 (19.54%) Enterprise Software
2 9 (5.17%) Computer Science
2 9 (5.17%) Mobile App
3 8 (4.60%) NHS
4 5 (2.87%) Analytical Skills
4 5 (2.87%) Management Information System
5 4 (2.30%) Hedge funds
5 4 (2.30%) Photography
6 3 (1.72%) Algorithms
6 3 (1.72%) Data Structures
6 3 (1.72%) Greenfield Project
6 3 (1.72%) User Experience
7 2 (1.15%) W3C
8 1 (0.57%) Arduino
8 1 (0.57%) Internet of Things
8 1 (0.57%) Linux Command Line
8 1 (0.57%) Raspberry Pi
8 1 (0.57%) Smart City
8 1 (0.57%) Virtual Team
Operating Systems
1 43 (24.71%) Linux
2 21 (12.07%) Windows
3 12 (6.90%) Android
3 12 (6.90%) Apple iOS
4 9 (5.17%) Unix
5 7 (4.02%) Ubuntu
6 6 (3.45%) Red Hat Enterprise Linux
6 6 (3.45%) Solaris
6 6 (3.45%) Windows Server
Processes & Methodologies
1 101 (58.05%) Agile Software Development
2 77 (44.25%) TDD
3 62 (35.63%) MVC
4 60 (34.48%) Web Application Development
5 54 (31.03%) BDD
6 33 (18.97%) Continuous Integration
7 23 (13.22%) Open Source
7 23 (13.22%) Test Automation
8 21 (12.07%) OO
9 18 (10.34%) DevOps
9 18 (10.34%) Functional Testing
10 17 (9.77%) Unit Testing
11 14 (8.05%) Configuration Management
11 14 (8.05%) Scrum
12 12 (6.90%) Kanban
12 12 (6.90%) Microservices
12 12 (6.90%) SOA
13 11 (6.32%) SDLC
14 9 (5.17%) Data Management
14 9 (5.17%) Web Development
Programming Languages
1 81 (46.55%) C#
2 76 (43.68%) Ruby
3 67 (38.51%) Java
4 40 (22.99%) Python
5 32 (18.39%) SQL
6 31 (17.82%) JavaScript
7 27 (15.52%) PHP
8 23 (13.22%) Bash Shell
9 16 (9.20%) Perl
10 15 (8.62%) C++
11 14 (8.05%) PowerShell
12 7 (4.02%) Scala
13 2 (1.15%) C
13 2 (1.15%) Go
13 2 (1.15%) T-SQL
14 1 (0.57%) PL/SQL
14 1 (0.57%) Smalltalk
Qualifications
1 11 (6.32%) Degree
2 6 (3.45%) Computer Science Degree
3 5 (2.87%) RHCE
4 2 (1.15%) Security Cleared
Quality Assurance & Compliance
1 5 (2.87%) QA
System Software
1 6 (3.45%) Docker
Systems Management
1 17 (9.77%) Puppet
2 16 (9.20%) Opscode Chef
3 14 (8.05%) Nagios
4 8 (4.60%) Grafana
4 8 (4.60%) ZABBIX
5 6 (3.45%) CFEngine
5 6 (3.45%) Check_MK
6 4 (2.30%) Ansible
7 2 (1.15%) Cobbler
8 1 (0.57%) Capistrano
8 1 (0.57%) MOM
Vendors
1 24 (13.79%) Oracle
2 13 (7.47%) Alterian
3 12 (6.90%) Facebook
4 9 (5.17%) Microsoft
5 6 (3.45%) Brocade
5 6 (3.45%) Cisco
5 6 (3.45%) Citrix
5 6 (3.45%) Palo Alto
5 6 (3.45%) Percona
5 6 (3.45%) Riverbed
5 6 (3.45%) VMware
6 5 (2.87%) Google
6 5 (2.87%) Red Hat
7 4 (2.30%) IBM
8 3 (1.72%) Perforce
8 3 (1.72%) Sybase
9 2 (1.15%) TIBCO
10 1 (0.57%) Cognos
10 1 (0.57%) Ogone
10 1 (0.57%) Xamarin
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