Period
to 24 February 2020

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 24 February 2020 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
24 Feb 2020
Same period 2019 Same period 2018
Rank 106 102 108
Rank change year-on-year -4 +6 -26
Permanent jobs citing NoSQL 23 48 45
As % of all permanent IT jobs advertised in Edinburgh 1.24% 1.96% 1.69%
As % of the Database & Business Intelligence category 4.80% 7.49% 5.64%
Number of salaries quoted 16 36 32
Edinburgh median annual salary £51,250 £55,000 £45,000
Median salary % change year-on-year -6.82% +22.22% -5.26%
10th Percentile £35,000 £26,875 £33,000
90th Percentile £65,000 £70,000 £67,250
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 479 641 798
As % of all permanent IT jobs advertised in Edinburgh 25.91% 26.16% 29.99%
Number of salaries quoted 296 451 514
Edinburgh median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £31,250 £27,750 £28,000
90th Percentile £72,500 £70,000 £65,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 24 February 2020.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 24 February 2020, 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 16 (69.57%) Software Engineering
2 14 (60.87%) JavaScript
3 13 (56.52%) SQL
3 13 (56.52%) Azure
3 13 (56.52%) React
4 12 (52.17%) AWS
5 11 (47.83%) Agile Software Development
5 11 (47.83%) Docker
6 10 (43.48%) Kubernetes
7 9 (39.13%) GCP
7 9 (39.13%) TDD
7 9 (39.13%) C#
8 8 (34.78%) .NET
8 8 (34.78%) Java
8 8 (34.78%) Microservices
9 7 (30.43%) Big Data
9 7 (30.43%) Google
9 7 (30.43%) CSS
9 7 (30.43%) HTML
9 7 (30.43%) Business Intelligence
9 7 (30.43%) .NET Core
10 6 (26.09%) Linux
10 6 (26.09%) Analytics
11 5 (21.74%) AngularJS
11 5 (21.74%) Relational Database
11 5 (21.74%) Git (software)
11 5 (21.74%) Python
12 4 (17.39%) PostgreSQL
12 4 (17.39%) Domain-Driven Design
12 4 (17.39%) CSS3

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 3 (13.04%) Elasticsearch
2 2 (8.70%) Apache Spark
3 1 (4.35%) Apache
Cloud Services
1 13 (56.52%) Azure
2 12 (52.17%) AWS
3 9 (39.13%) GCP
4 3 (13.04%) SaaS
4 3 (13.04%) Serverless
5 2 (8.70%) Amazon EC2
5 2 (8.70%) Amazon S3
5 2 (8.70%) AWS Lambda
5 2 (8.70%) PaaS
6 1 (4.35%) Amazon EMR
6 1 (4.35%) Azure Data Factory
6 1 (4.35%) npm
6 1 (4.35%) OpenShift
6 1 (4.35%) Power Platform
Database & Business Intelligence
1 7 (30.43%) Big Data
2 5 (21.74%) Relational Database
3 4 (17.39%) PostgreSQL
4 3 (13.04%) Data Warehouse
4 3 (13.04%) MongoDB
4 3 (13.04%) MySQL
4 3 (13.04%) SQL Server
5 2 (8.70%) Amazon DynamoDB
5 2 (8.70%) Apache Hive
5 2 (8.70%) Cosmos DB
5 2 (8.70%) Hadoop
5 2 (8.70%) SQL Server Integration Services
6 1 (4.35%) Amazon RDS
6 1 (4.35%) Data Lake
6 1 (4.35%) Enterprise Data Warehouse
6 1 (4.35%) Impala
6 1 (4.35%) MariaDB
6 1 (4.35%) Power BI
6 1 (4.35%) SQL Server Analysis Services
6 1 (4.35%) SQL Server Reporting Services
Development Applications
1 5 (21.74%) Git (software)
2 3 (13.04%) Jenkins
3 2 (8.70%) Subversion
4 1 (4.35%) GitLab
4 1 (4.35%) Mocha
4 1 (4.35%) Protractor
4 1 (4.35%) Selenium
4 1 (4.35%) TestCafe
General
1 2 (8.70%) Finance
Job Titles
1 12 (52.17%) Software Engineer
2 8 (34.78%) Senior Software Engineer
3 5 (21.74%) Developer
4 4 (17.39%) .NET Software Engineer
4 4 (17.39%) Senior .NET Software Engineer
5 2 (8.70%) Data Engineer
5 2 (8.70%) Java Engineer
5 2 (8.70%) Java Software Engineer
5 2 (8.70%) JavaScript Engineer
6 1 (4.35%) .NET Developer
6 1 (4.35%) Analytics Developer
6 1 (4.35%) Architect
6 1 (4.35%) Azure Developer
6 1 (4.35%) C# Developer
6 1 (4.35%) Consulting Manager
6 1 (4.35%) Data Architect
6 1 (4.35%) Data Manager
6 1 (4.35%) React Developer
6 1 (4.35%) Ruby Engineer
6 1 (4.35%) Senior Java Engineer
Libraries, Frameworks & Software Standards
1 13 (56.52%) React
2 8 (34.78%) .NET
3 7 (30.43%) .NET Core
3 7 (30.43%) CSS
3 7 (30.43%) HTML
4 5 (21.74%) AngularJS
5 4 (17.39%) CSS3
6 3 (13.04%) HTML5
6 3 (13.04%) Node.js
6 3 (13.04%) React Native
6 3 (13.04%) Ruby on Rails
6 3 (13.04%) Web Services
7 2 (8.70%) AWS Amplify
7 2 (8.70%) Kafka
7 2 (8.70%) REST
7 2 (8.70%) RESTful
7 2 (8.70%) Spring
7 2 (8.70%) Spring Boot
8 1 (4.35%) ASP.NET MVC
8 1 (4.35%) Jest
Miscellaneous
1 2 (8.70%) Analytical Skills
1 2 (8.70%) Smart Home
2 1 (4.35%) Algorithms
2 1 (4.35%) Data Structures
2 1 (4.35%) Mobile App
2 1 (4.35%) Replication
Operating Systems
1 6 (26.09%) Linux
2 2 (8.70%) Unix
Processes & Methodologies
1 16 (69.57%) Software Engineering
2 11 (47.83%) Agile Software Development
3 9 (39.13%) TDD
4 8 (34.78%) Microservices
5 7 (30.43%) Business Intelligence
6 6 (26.09%) Analytics
7 4 (17.39%) DevOps
7 4 (17.39%) Domain-Driven Design
8 3 (13.04%) B2C
8 3 (13.04%) Data Architecture
8 3 (13.04%) Data Management
8 3 (13.04%) E-Commerce
8 3 (13.04%) Problem-Solving
8 3 (13.04%) Scrum
9 2 (8.70%) Computer Science
9 2 (8.70%) Continuous Integration
9 2 (8.70%) Data Integration
9 2 (8.70%) Data Modelling
9 2 (8.70%) Stakeholder Management
9 2 (8.70%) Statistics
Programming Languages
1 14 (60.87%) JavaScript
2 13 (56.52%) SQL
3 9 (39.13%) C#
4 8 (34.78%) Java
5 5 (21.74%) Python
6 4 (17.39%) TypeScript
7 3 (13.04%) Ruby
8 2 (8.70%) PHP
9 1 (4.35%) ES6
9 1 (4.35%) PL/SQL
9 1 (4.35%) R
9 1 (4.35%) Scala
9 1 (4.35%) Shell Script
9 1 (4.35%) T-SQL
Qualifications
1 2 (8.70%) Computer Science Degree
1 2 (8.70%) Degree
System Software
1 11 (47.83%) Docker
Systems Management
1 10 (43.48%) Kubernetes
Vendors
1 7 (30.43%) Google
2 1 (4.35%) Databricks
2 1 (4.35%) Oracle
2 1 (4.35%) Talend
2 1 (4.35%) Xamarin