Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 20 November 2017 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 106 105 117
Rank change year-on-year -1 +12 +11
Permanent jobs citing NoSQL 41 33 47
As % of all permanent IT jobs advertised in Edinburgh 1.52% 1.44% 1.54%
As % of the Database & Business Intelligence category 4.48% 5.23% 5.57%
Number of salaries quoted 38 32 32
Edinburgh median annual salary £45,000 £50,000 £51,250
Median salary % change year-on-year -10.00% -2.44% +28.13%
10th Percentile £32,500 £35,000 £35,000
90th Percentile £75,525 £59,750 £84,250
Scotland median annual salary £48,000 £46,250 £45,000
% change year-on-year +3.78% +2.78% +12.50%

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 Edinburgh with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Permanent vacancies with a requirement for database or business intelligence skills 916 631 844
As % of all permanent IT jobs advertised in Edinburgh 33.85% 27.60% 27.57%
Number of salaries quoted 584 452 567
Edinburgh median annual salary £40,000 £45,000 £40,000
Median salary % change year-on-year -11.11% +12.50% -
10th Percentile £27,000 £27,550 £26,750
90th Percentile £62,500 £62,500 £62,500
Scotland median annual salary £41,500 £42,500 £40,000
% change year-on-year -2.35% +6.25% -

NoSQL
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for NoSQL in Edinburgh

NoSQL
Salary Trend in Edinburgh

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

Salary trend for NoSQL in Edinburgh

NoSQL
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing NoSQL in Edinburgh over the 6 months to 20 November 2017.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 20 November 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 Edinburgh region with a requirement for NoSQL.

1 27 (65.85%) Agile Software Development
2 21 (51.22%) .NET
2 21 (51.22%) RESTful
3 20 (48.78%) C#
4 18 (43.90%) SQL Server
5 17 (41.46%) ASP.NET
5 17 (41.46%) MVC
5 17 (41.46%) ASP.NET MVC
5 17 (41.46%) ASP.NET MVC 5
6 15 (36.59%) TDD
7 14 (34.15%) Git (software)
8 13 (31.71%) BDD
8 13 (31.71%) Web Services
9 12 (29.27%) Java
9 12 (29.27%) Web Application Development
10 11 (26.83%) MongoDB
10 11 (26.83%) Ruby
10 11 (26.83%) ASP.NET Web API
11 10 (24.39%) Continuous Integration
11 10 (24.39%) Node.js
11 10 (24.39%) JavaScript
11 10 (24.39%) SQL
12 9 (21.95%) Entity Framework
12 9 (21.95%) SaaS
12 9 (21.95%) Microsoft Azure
12 9 (21.95%) .NET Framework
12 9 (21.95%) WCF
12 9 (21.95%) React
12 9 (21.95%) Code First Entity Framework
12 9 (21.95%) SQL Server 2016

NoSQL
Co-occurring IT Skills in Edinburgh 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 5 (12.20%) Apache
2 3 (7.32%) Confluence
3 2 (4.88%) Apache Pig
3 2 (4.88%) Apache Spark
3 2 (4.88%) CMS
4 1 (2.44%) nginx
Cloud Services
1 9 (21.95%) Microsoft Azure
1 9 (21.95%) SaaS
2 7 (17.07%) Amazon AWS
3 1 (2.44%) GitHub
Communications & Networking
1 1 (2.44%) SMS
Database & Business Intelligence
1 18 (43.90%) SQL Server
2 11 (26.83%) MongoDB
3 9 (21.95%) SQL Server 2016
4 8 (19.51%) MySQL
5 5 (12.20%) Apache Cassandra
6 4 (9.76%) Big Data
6 4 (9.76%) Hadoop
6 4 (9.76%) PostgreSQL
7 3 (7.32%) Relational Database
8 2 (4.88%) Apache Hive
8 2 (4.88%) ArangoDB
8 2 (4.88%) Neo4j
8 2 (4.88%) RDBMS
8 2 (4.88%) Text Mining
9 1 (2.44%) Data Warehouse
9 1 (2.44%) HBase
Development Applications
1 14 (34.15%) Git (software)
2 8 (19.51%) Karma Test Runner
2 8 (19.51%) Mocha
3 5 (12.20%) Subversion
4 4 (9.76%) Ant
4 4 (9.76%) Jenkins
4 4 (9.76%) Maven
5 3 (7.32%) JIRA
6 2 (4.88%) HttpUnit
6 2 (4.88%) JMeter
6 2 (4.88%) JUnit
General
1 6 (14.63%) Finance
2 4 (9.76%) Marketing
3 3 (7.32%) Retail
4 1 (2.44%) Advertising
4 1 (2.44%) Retail Banking
Job Titles
1 29 (70.73%) Developer
2 15 (36.59%) C# Developer
3 9 (21.95%) .NET Developer
4 8 (19.51%) Java Developer
5 5 (12.20%) ASP.NET Developer
5 5 (12.20%) ASP.NET MVC Developer
5 5 (12.20%) C# .NET Developer
5 5 (12.20%) C# ASP.NET Developer
6 4 (9.76%) .NET Software Developer
7 3 (7.32%) Agile Developer
7 3 (7.32%) Senior Developer
7 3 (7.32%) Senior Java Developer
7 3 (7.32%) Technical Leader
8 2 (4.88%) Agile Java Developer
8 2 (4.88%) Data Manager
8 2 (4.88%) Data Scientist
8 2 (4.88%) Senior Manager
9 1 (2.44%) JavaScript Developer
9 1 (2.44%) PHP Developer
9 1 (2.44%) PHP Web Developer
Libraries, Frameworks & Software Standards
1 21 (51.22%) .NET
1 21 (51.22%) RESTful
2 17 (41.46%) ASP.NET
2 17 (41.46%) ASP.NET MVC
2 17 (41.46%) ASP.NET MVC 5
3 13 (31.71%) Web Services
4 11 (26.83%) ASP.NET Web API
5 10 (24.39%) Node.js
6 9 (21.95%) .NET Framework
6 9 (21.95%) Code First Entity Framework
6 9 (21.95%) Entity Framework
6 9 (21.95%) React
6 9 (21.95%) WCF
7 8 (19.51%) NHibernate
8 5 (12.20%) Spring
9 4 (9.76%) AngularJS
9 4 (9.76%) Hibernate
9 4 (9.76%) Symfony
10 3 (7.32%) HTML5
10 3 (7.32%) XML
Miscellaneous
1 6 (14.63%) Enterprise Software
2 2 (4.88%) Algorithms
2 2 (4.88%) Analytical Skills
2 2 (4.88%) Computer Science
2 2 (4.88%) Mobile App
2 2 (4.88%) User Experience
3 1 (2.44%) Smart City
Operating Systems
1 7 (17.07%) Linux
2 4 (9.76%) Windows
3 2 (4.88%) Android
3 2 (4.88%) Apple iOS
3 2 (4.88%) Solaris
4 1 (2.44%) Red Hat Enterprise Linux
Processes & Methodologies
1 27 (65.85%) Agile Software Development
2 17 (41.46%) MVC
3 15 (36.59%) TDD
4 13 (31.71%) BDD
5 12 (29.27%) Web Application Development
6 10 (24.39%) Continuous Integration
7 6 (14.63%) Open Source
8 5 (12.20%) DevOps
9 4 (9.76%) Machine Learning
9 4 (9.76%) Software Engineering
10 3 (7.32%) Business Intelligence
10 3 (7.32%) OO
10 3 (7.32%) Scrum
11 2 (4.88%) Artificial Intelligence
11 2 (4.88%) Cluster Analysis
11 2 (4.88%) Project Management
11 2 (4.88%) SOA
11 2 (4.88%) Statistical Analysis
11 2 (4.88%) Statistics
11 2 (4.88%) Validation
Programming Languages
1 20 (48.78%) C#
2 12 (29.27%) Java
3 11 (26.83%) Ruby
4 10 (24.39%) JavaScript
4 10 (24.39%) SQL
5 7 (17.07%) PHP
6 4 (9.76%) Scala
7 2 (4.88%) C
7 2 (4.88%) C++
7 2 (4.88%) Python
7 2 (4.88%) R
8 1 (2.44%) Go
Qualifications
1 5 (12.20%) Degree
2 4 (9.76%) PhD
3 2 (4.88%) Master's Degree
System Software
1 3 (7.32%) Docker
Systems Management
1 1 (2.44%) Ansible
1 1 (2.44%) Opscode Chef
1 1 (2.44%) Puppet
Vendors
1 4 (9.76%) Oracle
2 2 (4.88%) Alterian
2 2 (4.88%) Cloudera
3 1 (2.44%) Microsoft