Period
to 16 January 2018

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 16 January 2018 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 109 95 122
Rank change year-on-year -14 +27 +7
Permanent jobs citing NoSQL 41 40 29
As % of all permanent IT jobs advertised in Edinburgh 1.57% 1.84% 1.05%
As % of the Database & Business Intelligence category 4.88% 6.44% 3.96%
Number of salaries quoted 34 34 18
Edinburgh median annual salary £48,750 £47,500 £46,250
Median salary % change year-on-year +2.63% +2.70% +15.63%
10th Percentile £32,500 £35,000 £35,875
90th Percentile £100,725 £77,250 £59,750
Scotland median annual salary £50,000 £46,250 £42,500
% change year-on-year +8.11% +8.82% +6.25%

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 841 621 733
As % of all permanent IT jobs advertised in Edinburgh 32.28% 28.56% 26.44%
Number of salaries quoted 531 442 524
Edinburgh median annual salary £40,000 £45,000 £42,500
Median salary % change year-on-year -11.11% +5.88% +6.25%
10th Percentile £27,500 £28,750 £27,500
90th Percentile £60,000 £63,750 £58,750
Scotland median annual salary £42,500 £43,500 £41,500
% change year-on-year -2.30% +4.82% +3.75%

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 16 January 2018.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 16 January 2018, 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 29 (70.73%) Agile Software Development
2 20 (48.78%) Java
3 18 (43.90%) JavaScript
3 18 (43.90%) SQL
4 16 (39.02%) C#
5 15 (36.59%) TDD
5 15 (36.59%) Software Engineering
5 15 (36.59%) RESTful
6 14 (34.15%) .NET
7 13 (31.71%) SQL Server
8 12 (29.27%) ASP.NET
8 12 (29.27%) MVC
8 12 (29.27%) Git (software)
8 12 (29.27%) ASP.NET MVC
8 12 (29.27%) MongoDB
8 12 (29.27%) ASP.NET MVC 5
9 11 (26.83%) Degree
10 10 (24.39%) BDD
10 10 (24.39%) Node.js
11 9 (21.95%) Open Source
11 9 (21.95%) Enterprise Software
11 9 (21.95%) ASP.NET Web API
12 8 (19.51%) React
12 8 (19.51%) Continuous Integration
12 8 (19.51%) HTML5
12 8 (19.51%) Web Application Development
12 8 (19.51%) HTML
12 8 (19.51%) Web Services
12 8 (19.51%) OO
13 7 (17.07%) PostgreSQL

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 Spark
2 2 (4.88%) Apache Pig
2 2 (4.88%) Confluence
3 1 (2.44%) Apache
3 1 (2.44%) SAS
Cloud Services
1 7 (17.07%) Microsoft Azure
1 7 (17.07%) SaaS
2 4 (9.76%) Amazon AWS
Database & Business Intelligence
1 13 (31.71%) SQL Server
2 12 (29.27%) MongoDB
3 7 (17.07%) PostgreSQL
3 7 (17.07%) SQL Server 2016
4 6 (14.63%) Apache Cassandra
4 6 (14.63%) Big Data
5 5 (12.20%) Hadoop
5 5 (12.20%) MySQL
6 3 (7.32%) RDBMS
6 3 (7.32%) Relational Database
7 2 (4.88%) Aerospike
7 2 (4.88%) Amazon Redshift
7 2 (4.88%) Apache Hive
7 2 (4.88%) ArangoDB
7 2 (4.88%) HBase
7 2 (4.88%) Neo4j
7 2 (4.88%) Text Mining
8 1 (2.44%) Amazon DynamoDB
8 1 (2.44%) Blockchain
8 1 (2.44%) Lumira
Development Applications
1 12 (29.27%) Git (software)
2 6 (14.63%) Mocha
3 5 (12.20%) Jenkins
3 5 (12.20%) Karma Test Runner
4 4 (9.76%) Subversion
5 2 (4.88%) Ant
5 2 (4.88%) JIRA
5 2 (4.88%) Maven
6 1 (2.44%) Jasmine
6 1 (2.44%) Mercurial
6 1 (2.44%) Protractor
General
1 7 (17.07%) Finance
2 5 (12.20%) Marketing
3 3 (7.32%) Advertising
4 1 (2.44%) Games
4 1 (2.44%) Retail Banking
Job Titles
1 26 (63.41%) Developer
2 11 (26.83%) C# Developer
3 10 (24.39%) Java Developer
4 7 (17.07%) .NET Developer
4 7 (17.07%) Software Engineer
5 4 (9.76%) ASP.NET Developer
5 4 (9.76%) ASP.NET MVC Developer
5 4 (9.76%) C# .NET Developer
5 4 (9.76%) C# ASP.NET Developer
5 4 (9.76%) Senior Software Engineer
6 3 (7.32%) .NET Software Developer
6 3 (7.32%) Data Scientist
6 3 (7.32%) Senior Developer
6 3 (7.32%) Senior Java Developer
7 2 (4.88%) Agile Developer
7 2 (4.88%) Data Manager
7 2 (4.88%) Java Software Developer
7 2 (4.88%) Senior Manager
7 2 (4.88%) Software Developer
8 1 (2.44%) Architect
Libraries, Frameworks & Software Standards
1 15 (36.59%) RESTful
2 14 (34.15%) .NET
3 12 (29.27%) ASP.NET
3 12 (29.27%) ASP.NET MVC
3 12 (29.27%) ASP.NET MVC 5
4 10 (24.39%) Node.js
5 9 (21.95%) ASP.NET Web API
6 8 (19.51%) HTML
6 8 (19.51%) HTML5
6 8 (19.51%) React
6 8 (19.51%) Web Services
7 7 (17.07%) .NET Framework
7 7 (17.07%) Code First Entity Framework
7 7 (17.07%) Entity Framework
7 7 (17.07%) Spring
7 7 (17.07%) WCF
8 6 (14.63%) AngularJS
8 6 (14.63%) REST
9 5 (12.20%) NHibernate
10 3 (7.32%) CSS
Miscellaneous
1 9 (21.95%) Enterprise Software
2 5 (12.20%) Algorithms
3 3 (7.32%) Computer Science
4 2 (4.88%) Analytical Skills
4 2 (4.88%) Data Structures
4 2 (4.88%) Mobile App
4 2 (4.88%) User Experience
Operating Systems
1 3 (7.32%) Linux
2 2 (4.88%) Windows
3 1 (2.44%) Android
3 1 (2.44%) Apple iOS
3 1 (2.44%) Red Hat Enterprise Linux
Processes & Methodologies
1 29 (70.73%) Agile Software Development
2 15 (36.59%) Software Engineering
2 15 (36.59%) TDD
3 12 (29.27%) MVC
4 10 (24.39%) BDD
5 9 (21.95%) Open Source
6 8 (19.51%) Continuous Integration
6 8 (19.51%) OO
6 8 (19.51%) Web Application Development
7 7 (17.07%) Machine Learning
7 7 (17.07%) Microservices
8 5 (12.20%) SDLC
9 4 (9.76%) Analytics
9 4 (9.76%) DevOps
10 3 (7.32%) Scrum
10 3 (7.32%) Statistical Modelling
10 3 (7.32%) Test Automation
10 3 (7.32%) Validation
10 3 (7.32%) Visualisation
10 3 (7.32%) Web Development
Programming Languages
1 20 (48.78%) Java
2 18 (43.90%) JavaScript
2 18 (43.90%) SQL
3 16 (39.02%) C#
4 7 (17.07%) Ruby
5 5 (12.20%) PHP
5 5 (12.20%) Python
5 5 (12.20%) Scala
6 3 (7.32%) R
7 2 (4.88%) C
7 2 (4.88%) C++
8 1 (2.44%) Go
8 1 (2.44%) MATLAB
8 1 (2.44%) TypeScript
Qualifications
1 11 (26.83%) Degree
2 4 (9.76%) PhD
3 2 (4.88%) Master's Degree
4 1 (2.44%) Computer Science Degree
4 1 (2.44%) Postgraduate
System Software
1 1 (2.44%) Docker
Systems Management
1 2 (4.88%) Puppet
2 1 (2.44%) Ansible
2 1 (2.44%) Opscode Chef
Vendors
1 3 (7.32%) Oracle
2 2 (4.88%) Cloudera
2 2 (4.88%) Vertica
3 1 (2.44%) Microsoft
3 1 (2.44%) SAP