Period
to 24 August 2019

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

NoSQL
UK > Scotland
6 months to
24 Aug 2019
Same period 2018 Same period 2017
Rank 92 38 68
Rank change year-on-year -54 +30 +61
Permanent jobs citing NoSQL 149 339 199
As % of all permanent IT jobs advertised in Scotland 2.88% 6.13% 3.68%
As % of the Database & Business Intelligence category 9.17% 18.60% 9.75%
Number of salaries quoted 102 279 138
Scotland median annual salary £50,000 £50,000 £50,000
10th Percentile £35,125 £34,750 £32,500
90th Percentile £65,000 £75,000 £70,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 Scotland with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Permanent vacancies with a requirement for database or business intelligence skills 1,624 1,823 2,040
As % of all permanent IT jobs advertised in Scotland 31.36% 32.98% 37.71%
Number of salaries quoted 1,056 1,342 1,234
Scotland median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -5.56%
10th Percentile £30,750 £30,000 £27,500
90th Percentile £65,000 £67,500 £70,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 24 August 2019.

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 24 August 2019. 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
Edinburgh +1 70 £52,500 +5.00% 16
Glasgow -63 52 £50,965 +1.93% 10
Fife - 25 £45,000 - 2
Dundee -7 1 - - 2
West Lothian - 1 - -
NoSQL
UK

For the 6 months to 24 August 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 Scotland region with a requirement for NoSQL.

1 90 (60.40%) SQL
2 75 (50.34%) Azure
3 63 (42.28%) Python
3 63 (42.28%) Agile Software Development
4 49 (32.89%) Software Engineering
5 48 (32.21%) JavaScript
5 48 (32.21%) C#
6 47 (31.54%) .NET
6 47 (31.54%) Microservices
7 44 (29.53%) Java
8 42 (28.19%) SDLC
9 37 (24.83%) TDD
9 37 (24.83%) MongoDB
10 34 (22.82%) React
11 30 (20.13%) BDD
11 30 (20.13%) .NET Core
12 29 (19.46%) Relational Database
13 28 (18.79%) AWS
14 26 (17.45%) Continuous Integration
14 26 (17.45%) Problem-Solving
15 25 (16.78%) Docker
16 24 (16.11%) MVC
16 24 (16.11%) Kubernetes
17 23 (15.44%) GCP
17 23 (15.44%) Finance
17 23 (15.44%) Hadoop
18 22 (14.77%) Apache Spark
18 22 (14.77%) TypeScript
19 21 (14.09%) AngularJS
20 20 (13.42%) Google

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 22 (14.77%) Apache Spark
2 14 (9.40%) Apache
3 8 (5.37%) Confluence
4 7 (4.70%) MQSeries
5 3 (2.01%) JBoss
5 3 (2.01%) Jetty
5 3 (2.01%) Tomcat
5 3 (2.01%) WebLogic
6 1 (0.67%) Cloud Foundry
Cloud Services
1 75 (50.34%) Azure
2 28 (18.79%) AWS
3 23 (15.44%) GCP
4 11 (7.38%) SaaS
5 4 (2.68%) BlazeMeter
5 4 (2.68%) PaaS
5 4 (2.68%) Sauce Labs
6 3 (2.01%) Cloud Computing
6 3 (2.01%) Power Platform
6 3 (2.01%) Serverless
7 2 (1.34%) Azure Data Factory
8 1 (0.67%) Amazon EMR
8 1 (0.67%) IBM Cloud
Communications & Networking
1 6 (4.03%) Internet
2 4 (2.68%) DNS
2 4 (2.68%) Firewall
Database & Business Intelligence
1 37 (24.83%) MongoDB
2 29 (19.46%) Relational Database
3 23 (15.44%) Hadoop
4 19 (12.75%) RDBMS
5 18 (12.08%) PostgreSQL
6 17 (11.41%) Big Data
7 14 (9.40%) Apache Cassandra
8 13 (8.72%) SQL Server
9 12 (8.05%) MySQL
10 7 (4.70%) Bigtable
10 7 (4.70%) Parquet
11 5 (3.36%) Amazon RDS
11 5 (3.36%) Azure SQL Database
11 5 (3.36%) Cosmos DB
11 5 (3.36%) Data Mining
12 4 (2.68%) Amazon Athena
12 4 (2.68%) Data Lake
12 4 (2.68%) Data Warehouse
12 4 (2.68%) Redis
12 4 (2.68%) Riak
Development Applications
1 14 (9.40%) Cucumber
1 14 (9.40%) Selenium
2 13 (8.72%) JIRA
3 8 (5.37%) Appium
4 7 (4.70%) Jenkins
5 5 (3.36%) Git (software)
6 2 (1.34%) Atlassian Bamboo
6 2 (1.34%) JUnit
6 2 (1.34%) TeamCity
6 2 (1.34%) Visual Studio Team System
7 1 (0.67%) Ant
7 1 (0.67%) HP UFT
7 1 (0.67%) JMeter
7 1 (0.67%) Maven
7 1 (0.67%) Mockito
7 1 (0.67%) Oracle Forms
7 1 (0.67%) SoapUI
7 1 (0.67%) Spock
7 1 (0.67%) Subversion
General
1 23 (15.44%) Finance
2 13 (8.72%) Banking
3 8 (5.37%) Retail
4 7 (4.70%) Public Sector
5 1 (0.67%) Advertising
Job Titles
1 68 (45.64%) Developer
2 32 (21.48%) Software Engineer
3 30 (20.13%) Software Developer
4 22 (14.77%) .NET Software Engineer
5 16 (10.74%) .NET Developer
6 14 (9.40%) C# Developer
6 14 (9.40%) C# Software Engineer
6 14 (9.40%) Senior Software Engineer
7 13 (8.72%) ASP.NET MVC Developer
7 13 (8.72%) C# .NET Developer
7 13 (8.72%) Senior .NET Software Engineer
8 11 (7.38%) Senior Developer
9 10 (6.71%) Java Developer
9 10 (6.71%) Python Developer
10 8 (5.37%) Quality Engineer
10 8 (5.37%) Senior Software Developer
11 7 (4.70%) Azure Engineer
11 7 (4.70%) Azure Software Engineer
11 7 (4.70%) Python Engineer
11 7 (4.70%) Senior C# Software Engineer
Libraries, Frameworks & Software Standards
1 47 (31.54%) .NET
2 34 (22.82%) React
3 30 (20.13%) .NET Core
4 21 (14.09%) AngularJS
5 17 (11.41%) React Native
6 16 (10.74%) HTML
7 14 (9.40%) Node.js
8 13 (8.72%) HTML5
9 12 (8.05%) ASP.NET
10 11 (7.38%) ASP.NET MVC
10 11 (7.38%) CSS
11 8 (5.37%) Middleware
12 7 (4.70%) CSS3
12 7 (4.70%) jQuery
12 7 (4.70%) XML
12 7 (4.70%) XML Schema
13 6 (4.03%) Apache Camel
13 6 (4.03%) REST
13 6 (4.03%) RESTful
13 6 (4.03%) scikit-learn
Miscellaneous
1 8 (5.37%) User Experience
1 8 (5.37%) Virtual Team
2 7 (4.70%) Algorithms
2 7 (4.70%) Analytical Skills
3 6 (4.03%) Internet of Things
3 6 (4.03%) Robotics
4 5 (3.36%) Greenfield Project
5 4 (2.68%) Mainframe
5 4 (2.68%) Self-Motivation
6 2 (1.34%) Cloud Native
7 1 (0.67%) IVR
7 1 (0.67%) Mobile App
7 1 (0.67%) Smart Home
Operating Systems
1 13 (8.72%) Unix
2 6 (4.03%) Linux
3 5 (3.36%) Windows
Processes & Methodologies
1 63 (42.28%) Agile Software Development
2 49 (32.89%) Software Engineering
3 47 (31.54%) Microservices
4 42 (28.19%) SDLC
5 37 (24.83%) TDD
6 30 (20.13%) BDD
7 26 (17.45%) Continuous Integration
7 26 (17.45%) Problem-Solving
8 24 (16.11%) MVC
9 19 (12.75%) Analytics
9 19 (12.75%) OO
10 18 (12.08%) Test Automation
11 17 (11.41%) DevOps
12 15 (10.07%) Machine Learning
12 15 (10.07%) Scrum
12 15 (10.07%) System Testing
13 14 (9.40%) Data Science
14 13 (8.72%) CQRS
14 13 (8.72%) Open Source
15 11 (7.38%) Unit Testing
Programming Languages
1 90 (60.40%) SQL
2 63 (42.28%) Python
3 48 (32.21%) C#
3 48 (32.21%) JavaScript
4 44 (29.53%) Java
5 22 (14.77%) TypeScript
6 11 (7.38%) C++
7 7 (4.70%) PHP
7 7 (4.70%) R
7 7 (4.70%) XPath
8 6 (4.03%) Ruby
9 5 (3.36%) T-SQL
10 4 (2.68%) Bash Shell
10 4 (2.68%) ES6
10 4 (2.68%) Java 8
10 4 (2.68%) Scala
11 2 (1.34%) PowerShell
12 1 (0.67%) Delphi
12 1 (0.67%) ES7
12 1 (0.67%) PL/SQL
Qualifications
1 1 (0.67%) HNC
Quality Assurance & Compliance
1 9 (6.04%) QA
System Software
1 25 (16.78%) Docker
Systems Management
1 24 (16.11%) Kubernetes
2 6 (4.03%) Terraform
3 5 (3.36%) Ansible
4 4 (2.68%) CA Service Virtualization
5 2 (1.34%) Docker Swarm
Vendors
1 20 (13.42%) Google
2 10 (6.71%) Oracle
3 8 (5.37%) Perfecto Mobile
4 6 (4.03%) Splunk
5 4 (2.68%) CA
5 4 (2.68%) Microsoft
6 3 (2.01%) Sybase
7 2 (1.34%) Cloudera
7 2 (1.34%) Databricks
7 2 (1.34%) Hortonworks
7 2 (1.34%) IBM
7 2 (1.34%) Tableau
8 1 (0.67%) Micro Focus
8 1 (0.67%) TIBCO
8 1 (0.67%) Xamarin