Period
to 16 July 2019

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 July 2019 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
16 Jul 2019
Same period 2018 Same period 2017
Rank 85 90 66
Rank change year-on-year +5 -24 +56
Permanent jobs citing NoSQL 74 66 82
As % of all permanent IT jobs advertised in Edinburgh 2.73% 2.45% 3.34%
As % of the Database & Business Intelligence category 9.88% 9.03% 9.87%
Number of salaries quoted 54 45 62
Edinburgh median annual salary £52,500 £45,000 £47,500
Median salary % change year-on-year +16.67% -5.26% -5.00%
10th Percentile £36,125 £30,000 £32,500
90th Percentile £65,000 £75,000 £55,000
Scotland median annual salary £50,000 £50,000 £50,000

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 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 749 731 831
As % of all permanent IT jobs advertised in Edinburgh 27.60% 27.13% 33.84%
Number of salaries quoted 487 496 547
Edinburgh median annual salary £40,000 £45,000 £42,500
Median salary % change year-on-year -11.11% +5.88% -5.56%
10th Percentile £27,750 £28,000 £27,500
90th Percentile £63,450 £68,750 £70,500
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -1.16%

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 July 2019.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 16 July 2019, IT jobs citing NoSQL 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 Edinburgh region with a requirement for NoSQL.

1 42 (56.76%) Python
2 35 (47.30%) SQL
2 35 (47.30%) Agile Software Development
3 31 (41.89%) Microsoft Azure
4 27 (36.49%) Software Engineering
5 25 (33.78%) JavaScript
6 24 (32.43%) Amazon AWS
7 20 (27.03%) MongoDB
7 20 (27.03%) React
8 17 (22.97%) Microservices
9 16 (21.62%) BDD
9 16 (21.62%) C#
9 16 (21.62%) Java
9 16 (21.62%) .NET
10 15 (20.27%) Apache Spark
11 13 (17.57%) Data Modelling
11 13 (17.57%) Unix
11 13 (17.57%) PostgreSQL
11 13 (17.57%) Banking
11 13 (17.57%) Cucumber
11 13 (17.57%) JIRA
11 13 (17.57%) Selenium
11 13 (17.57%) Continuous Integration
11 13 (17.57%) Data Science
12 12 (16.22%) Scrum
13 11 (14.86%) TDD
13 11 (14.86%) HTML
13 11 (14.86%) CSS
13 11 (14.86%) Apache
13 11 (14.86%) Google Cloud Platform

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 15 (20.27%) Apache Spark
2 11 (14.86%) Apache
3 9 (12.16%) Confluence
4 1 (1.35%) Elasticsearch
4 1 (1.35%) Oracle SOA Suite
Cloud Services
1 31 (41.89%) Microsoft Azure
2 24 (32.43%) Amazon AWS
3 11 (14.86%) Google Cloud Platform
4 7 (9.46%) SaaS
5 4 (5.41%) BlazeMeter
5 4 (5.41%) Sauce Labs
6 3 (4.05%) Serverless
7 1 (1.35%) IBM Cloud
7 1 (1.35%) PaaS
Communications & Networking
1 4 (5.41%) DNS
1 4 (5.41%) Firewall
Database & Business Intelligence
1 20 (27.03%) MongoDB
2 13 (17.57%) PostgreSQL
3 11 (14.86%) Big Data
4 10 (13.51%) MySQL
5 9 (12.16%) Apache Cassandra
5 9 (12.16%) Relational Database
6 8 (10.81%) RDBMS
7 6 (8.11%) Hadoop
7 6 (8.11%) Parquet
8 5 (6.76%) Amazon RDS
9 4 (5.41%) Data Mining
10 3 (4.05%) Amazon Athena
10 3 (4.05%) SQL Server
11 2 (2.70%) Amazon Redshift
11 2 (2.70%) Cosmos DB
12 1 (1.35%) Crystal Reports
12 1 (1.35%) Flink
12 1 (1.35%) Oracle Database
12 1 (1.35%) Oracle Database 11g
12 1 (1.35%) Oracle Reports
Development Applications
1 13 (17.57%) Cucumber
1 13 (17.57%) JIRA
1 13 (17.57%) Selenium
2 8 (10.81%) Appium
3 5 (6.76%) Jenkins
4 3 (4.05%) Git (software)
5 1 (1.35%) Subversion
General
1 13 (17.57%) Banking
2 9 (12.16%) Finance
2 9 (12.16%) Retail
3 1 (1.35%) Advertising
Job Titles
1 27 (36.49%) Developer
2 15 (20.27%) Software Engineer
3 14 (18.92%) Software Developer
4 10 (13.51%) .NET Software Engineer
5 8 (10.81%) Data Scientist
5 8 (10.81%) Quality Engineer
6 7 (9.46%) Senior Developer
6 7 (9.46%) Senior Software Developer
7 5 (6.76%) Java Developer
8 4 (5.41%) Big Data Developer
8 4 (5.41%) C# Software Engineer
8 4 (5.41%) Consultant
8 4 (5.41%) DevOps Consultant
8 4 (5.41%) JavaScript Engineer
8 4 (5.41%) Senior Quality Engineer
8 4 (5.41%) Technical Consultant
9 3 (4.05%) Backend Developer
9 3 (4.05%) DevOps Engineer
9 3 (4.05%) Senior Data Scientist
9 3 (4.05%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 20 (27.03%) React
2 16 (21.62%) .NET
3 11 (14.86%) CSS
3 11 (14.86%) HTML
4 9 (12.16%) React Native
5 8 (10.81%) HTML5
5 8 (10.81%) jQuery
5 8 (10.81%) scikit-learn
6 7 (9.46%) AngularJS
6 7 (9.46%) CSS3
6 7 (9.46%) Node.js
7 6 (8.11%) .NET Core
8 5 (6.76%) LESS
8 5 (6.76%) Matplotlib
8 5 (6.76%) NumPy
8 5 (6.76%) Pandas
8 5 (6.76%) RabbitMQ
8 5 (6.76%) REST
9 4 (5.41%) ASP.NET MVC
9 4 (5.41%) RESTful
Miscellaneous
1 9 (12.16%) User Experience
2 8 (10.81%) Algorithms
2 8 (10.81%) Analytical Skills
2 8 (10.81%) Robotics
3 4 (5.41%) Mainframe
4 1 (1.35%) Greenfield Project
4 1 (1.35%) Management Information System
4 1 (1.35%) Mobile App
4 1 (1.35%) Public Cloud
Operating Systems
1 13 (17.57%) Unix
2 5 (6.76%) Linux
2 5 (6.76%) Windows
Processes & Methodologies
1 35 (47.30%) Agile Software Development
2 27 (36.49%) Software Engineering
3 17 (22.97%) Microservices
4 16 (21.62%) BDD
5 13 (17.57%) Continuous Integration
5 13 (17.57%) Data Modelling
5 13 (17.57%) Data Science
6 12 (16.22%) Scrum
7 11 (14.86%) Analytics
7 11 (14.86%) TDD
8 10 (13.51%) DevOps
8 10 (13.51%) Fintech
8 10 (13.51%) Kanban
8 10 (13.51%) SDLC
9 9 (12.16%) Continuous Improvement
9 9 (12.16%) MVC
9 9 (12.16%) Test Automation
10 8 (10.81%) Artificial Intelligence
10 8 (10.81%) Test Scripting
10 8 (10.81%) User Stories
Programming Languages
1 42 (56.76%) Python
2 35 (47.30%) SQL
3 25 (33.78%) JavaScript
4 16 (21.62%) C#
4 16 (21.62%) Java
5 9 (12.16%) TypeScript
6 5 (6.76%) ES6
6 5 (6.76%) PHP
7 2 (2.70%) C++
8 1 (1.35%) Delphi
8 1 (1.35%) ES7
8 1 (1.35%) PL/SQL
8 1 (1.35%) Ruby
8 1 (1.35%) T-SQL
Qualifications
1 1 (1.35%) Degree
Quality Assurance & Compliance
1 5 (6.76%) QA
2 1 (1.35%) GDPR
System Software
1 11 (14.86%) Docker
Systems Management
1 10 (13.51%) Kubernetes
2 6 (8.11%) Ansible
3 5 (6.76%) Terraform
4 4 (5.41%) CA Service Virtualization
Vendors
1 10 (13.51%) Google
2 8 (10.81%) Oracle
2 8 (10.81%) Perfecto Mobile
2 8 (10.81%) Splunk
3 4 (5.41%) CA
4 1 (1.35%) IBM
4 1 (1.35%) Microsoft
4 1 (1.35%) Xamarin