Period
to 16 January 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 January 2019 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 97 111 96
Rank change year-on-year +14 -15 +29
Permanent jobs citing NoSQL 43 41 40
As % of all permanent IT jobs advertised in Edinburgh 1.78% 1.57% 1.84%
As % of the Database & Business Intelligence category 6.80% 4.88% 6.44%
Number of salaries quoted 29 34 34
Edinburgh median annual salary £55,000 £48,750 £47,500
Median salary % change year-on-year +12.82% +2.63% +2.70%
10th Percentile £26,250 £32,500 £35,000
90th Percentile £75,000 £100,725 £77,250
Scotland median annual salary £50,000 £50,000 £46,250
% change year-on-year - +8.11% +8.82%

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 632 841 621
As % of all permanent IT jobs advertised in Edinburgh 26.23% 32.28% 28.56%
Number of salaries quoted 445 531 442
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +5.88%
10th Percentile £28,750 £27,500 £28,750
90th Percentile £69,500 £60,000 £63,750
Scotland median annual salary £45,000 £42,500 £43,500
% change year-on-year +5.88% -2.30% +4.82%

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 2019.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 16 January 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 29 (67.44%) Agile Software Development
2 27 (62.79%) MongoDB
2 27 (62.79%) AngularJS
3 26 (60.47%) Java
4 22 (51.16%) React
5 21 (48.84%) Relational Database
5 21 (48.84%) HTML
5 21 (48.84%) Git (software)
6 20 (46.51%) SQL
6 20 (46.51%) MySQL
6 20 (46.51%) CSS
7 17 (39.53%) JavaScript
7 17 (39.53%) Node.js
8 16 (37.21%) Microsoft Azure
8 16 (37.21%) Selenium
8 16 (37.21%) Continuous Integration
8 16 (37.21%) SQL Server
9 15 (34.88%) Python
9 15 (34.88%) CSS3
9 15 (34.88%) HTML5
9 15 (34.88%) Cucumber
9 15 (34.88%) Microservices
10 14 (32.56%) Test Automation
11 13 (30.23%) BDD
11 13 (30.23%) RDBMS
12 12 (27.91%) Scrum
12 12 (27.91%) Confluence
12 12 (27.91%) Amazon AWS
12 12 (27.91%) Kanban
12 12 (27.91%) DevOps

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 12 (27.91%) Confluence
2 2 (4.65%) Elasticsearch
3 1 (2.33%) Apache Spark
Cloud Services
1 16 (37.21%) Microsoft Azure
2 12 (27.91%) Amazon AWS
3 10 (23.26%) Slack
4 1 (2.33%) Google Cloud Platform
4 1 (2.33%) PaaS
4 1 (2.33%) SaaS
Database & Business Intelligence
1 27 (62.79%) MongoDB
2 21 (48.84%) Relational Database
3 20 (46.51%) MySQL
4 16 (37.21%) SQL Server
5 13 (30.23%) RDBMS
6 11 (25.58%) PostgreSQL
7 10 (23.26%) Apache Cassandra
7 10 (23.26%) SQLite
8 6 (13.95%) Big Data
9 5 (11.63%) Crystal Reports
9 5 (11.63%) Oracle Reports
9 5 (11.63%) Pentaho
10 4 (9.30%) DB2
11 2 (4.65%) Hadoop
12 1 (2.33%) Cosmos DB
12 1 (2.33%) Data Mining
12 1 (2.33%) GIS
Development Applications
1 21 (48.84%) Git (software)
2 16 (37.21%) Selenium
3 15 (34.88%) Cucumber
4 11 (25.58%) Bitbucket
5 10 (23.26%) git-flow
6 7 (16.28%) JUnit
7 5 (11.63%) JIRA
8 2 (4.65%) Jenkins
8 2 (4.65%) Mockito
8 2 (4.65%) Team Foundation Server
9 1 (2.33%) Jasmine
9 1 (2.33%) QUnit
9 1 (2.33%) Visual Studio
General
1 3 (6.98%) Banking
1 3 (6.98%) Finance
2 1 (2.33%) Retail
Job Titles
1 22 (51.16%) Developer
2 13 (30.23%) Java Developer
3 7 (16.28%) Java Engineer
4 6 (13.95%) Analyst
4 6 (13.95%) Full Stack Developer
4 6 (13.95%) Lead Developer
4 6 (13.95%) Lead Java Developer
4 6 (13.95%) Software Engineer
5 5 (11.63%) Data Analyst
6 4 (9.30%) Azure Engineer
6 4 (9.30%) Azure Software Engineer
6 4 (9.30%) C# Software Engineer
7 3 (6.98%) Software Developer
8 2 (4.65%) Agile Developer
8 2 (4.65%) Java Software Engineer
8 2 (4.65%) Node.js Developer
8 2 (4.65%) React Developer
8 2 (4.65%) Senior Java Engineer
8 2 (4.65%) Senior Java Software Engineer
8 2 (4.65%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 27 (62.79%) AngularJS
2 22 (51.16%) React
3 21 (48.84%) HTML
4 20 (46.51%) CSS
5 17 (39.53%) Node.js
6 15 (34.88%) CSS3
6 15 (34.88%) HTML5
7 10 (23.26%) jQuery
7 10 (23.26%) LESS
8 8 (18.60%) RESTful
9 6 (13.95%) Twitter Bootstrap
10 5 (11.63%) .NET
10 5 (11.63%) MEAN Stack
11 4 (9.30%) Hibernate
11 4 (9.30%) REST
11 4 (9.30%) Spring
11 4 (9.30%) Spring Boot
12 3 (6.98%) ASP.NET
12 3 (6.98%) RabbitMQ
12 3 (6.98%) Web Services
Miscellaneous
1 10 (23.26%) User Experience
2 5 (11.63%) Analytical Skills
2 5 (11.63%) Fintech
2 5 (11.63%) Management Information System
3 4 (9.30%) Greenfield Project
4 3 (6.98%) Cloud Native
5 1 (2.33%) Data Structures
5 1 (2.33%) Enterprise Software
Operating Systems
1 5 (11.63%) Linux
2 4 (9.30%) Android
2 4 (9.30%) Apple iOS
Processes & Methodologies
1 29 (67.44%) Agile Software Development
2 16 (37.21%) Continuous Integration
3 15 (34.88%) Microservices
4 14 (32.56%) Test Automation
5 13 (30.23%) BDD
6 12 (27.91%) DevOps
6 12 (27.91%) Kanban
6 12 (27.91%) Scrum
7 10 (23.26%) Multithreading
7 10 (23.26%) SOLID
8 9 (20.93%) Software Engineering
9 8 (18.60%) Computer Science
10 7 (16.28%) Analytics
10 7 (16.28%) SDLC
11 6 (13.95%) Data Science
11 6 (13.95%) OO
12 5 (11.63%) Data Analysis
12 5 (11.63%) Data Modelling
12 5 (11.63%) MVC
12 5 (11.63%) TDD
Programming Languages
1 26 (60.47%) Java
2 20 (46.51%) SQL
3 17 (39.53%) JavaScript
4 15 (34.88%) Python
5 10 (23.26%) C#
5 10 (23.26%) ES6
6 5 (11.63%) T-SQL
7 4 (9.30%) Java 8
7 4 (9.30%) TypeScript
8 2 (4.65%) Apple Swift
8 2 (4.65%) Kotlin
9 1 (2.33%) C
9 1 (2.33%) C++
9 1 (2.33%) PowerShell
9 1 (2.33%) R
9 1 (2.33%) VB.NET
Qualifications
1 8 (18.60%) Degree
2 2 (4.65%) Computer Science Degree
3 1 (2.33%) PhD
Quality Assurance & Compliance
1 5 (11.63%) GDPR
2 2 (4.65%) QA
System Software
1 2 (4.65%) Docker
2 1 (2.33%) Hyper-V
2 1 (2.33%) Samba
Systems Management
1 1 (2.33%) vCenter Server
Vendors
1 10 (23.26%) Oracle
2 7 (16.28%) Atlassian
3 4 (9.30%) Sybase
4 1 (2.33%) Google
4 1 (2.33%) Microsoft