Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 97 108 104
Rank change year-on-year +11 -4 +8
Permanent jobs citing NoSQL 51 41 33
As % of all permanent IT jobs advertised in Edinburgh 2.01% 1.51% 1.42%
As % of the Database & Business Intelligence category 7.40% 4.44% 5.20%
Number of salaries quoted 31 38 32
Edinburgh median annual salary £55,000 £45,000 £50,000
Median salary % change year-on-year +22.22% -10.00% -
10th Percentile £30,000 £32,500 £35,000
90th Percentile £75,000 £75,525 £59,750
Scotland median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 689 923 635
As % of all permanent IT jobs advertised in Edinburgh 27.13% 34.02% 27.31%
Number of salaries quoted 477 584 447
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £26,750 £27,000 £27,000
90th Percentile £70,000 £62,500 £62,500
Scotland median annual salary £45,000 £42,000 £42,500
% change year-on-year +7.14% -1.18% +6.25%

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 15 November 2018.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 15 November 2018, 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 34 (66.67%) Java
2 31 (60.78%) MongoDB
2 31 (60.78%) AngularJS
3 30 (58.82%) Agile Software Development
4 29 (56.86%) JavaScript
5 28 (54.90%) CSS
6 25 (49.02%) HTML
6 25 (49.02%) React
7 23 (45.10%) Git (software)
8 21 (41.18%) Node.js
8 21 (41.18%) MySQL
8 21 (41.18%) Python
8 21 (41.18%) Relational Database
9 20 (39.22%) SQL
9 20 (39.22%) HTML5
10 19 (37.25%) CSS3
10 19 (37.25%) Continuous Integration
11 17 (33.33%) Selenium
11 17 (33.33%) Cucumber
11 17 (33.33%) Scrum
12 16 (31.37%) PostgreSQL
12 16 (31.37%) SQL Server
12 16 (31.37%) Amazon AWS
12 16 (31.37%) DevOps
13 15 (29.41%) Microsoft Azure
13 15 (29.41%) BDD
13 15 (29.41%) Software Engineering
14 14 (27.45%) Confluence
14 14 (27.45%) Kanban
15 13 (25.49%) Test Automation

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 14 (27.45%) Confluence
2 5 (9.80%) Apache Spark
3 2 (3.92%) Apache Pig
4 1 (1.96%) Apache
4 1 (1.96%) Elasticsearch
4 1 (1.96%) SAS
Cloud Services
1 16 (31.37%) Amazon AWS
2 15 (29.41%) Microsoft Azure
3 12 (23.53%) Slack
4 2 (3.92%) Amazon EC2
4 2 (3.92%) Amazon EMR
4 2 (3.92%) Amazon S3
4 2 (3.92%) AWS Lambda
4 2 (3.92%) Serverless
5 1 (1.96%) AWS Data Pipeline
5 1 (1.96%) GitHub
5 1 (1.96%) Google Cloud Platform
Database & Business Intelligence
1 31 (60.78%) MongoDB
2 21 (41.18%) MySQL
2 21 (41.18%) Relational Database
3 16 (31.37%) PostgreSQL
3 16 (31.37%) SQL Server
4 13 (25.49%) RDBMS
5 12 (23.53%) SQLite
6 8 (15.69%) Apache Cassandra
7 7 (13.73%) Big Data
8 5 (9.80%) DB2
9 3 (5.88%) Crystal Reports
9 3 (5.88%) Hadoop
9 3 (5.88%) Oracle Reports
9 3 (5.88%) Pentaho
10 2 (3.92%) Amazon DynamoDB
10 2 (3.92%) Amazon Redshift
10 2 (3.92%) Apache Hive
10 2 (3.92%) Data Mining
10 2 (3.92%) Data Warehouse
10 2 (3.92%) Sqoop
Development Applications
1 23 (45.10%) Git (software)
2 17 (33.33%) Cucumber
2 17 (33.33%) Selenium
3 13 (25.49%) Bitbucket
4 12 (23.53%) git-flow
5 7 (13.73%) JUnit
6 5 (9.80%) JIRA
7 3 (5.88%) Jenkins
8 2 (3.92%) Mockito
9 1 (1.96%) Jasmine
9 1 (1.96%) Maven
9 1 (1.96%) QUnit
General
1 3 (5.88%) Finance
2 2 (3.92%) Advertising
2 2 (3.92%) Banking
3 1 (1.96%) Marketing
3 1 (1.96%) Retail
Job Titles
1 25 (49.02%) Developer
2 13 (25.49%) Java Developer
3 11 (21.57%) Java Engineer
3 11 (21.57%) Software Engineer
4 9 (17.65%) Full Stack Developer
5 6 (11.76%) Lead Developer
5 6 (11.76%) Lead Java Developer
6 5 (9.80%) Java Software Engineer
7 3 (5.88%) Analyst
7 3 (5.88%) Azure Engineer
7 3 (5.88%) Azure Software Engineer
7 3 (5.88%) C# Software Engineer
7 3 (5.88%) Data Analyst
7 3 (5.88%) Senior Software Engineer
7 3 (5.88%) Software Developer
8 2 (3.92%) Agile Developer
8 2 (3.92%) AWS Consultant
8 2 (3.92%) Consultant
8 2 (3.92%) Node.js Developer
8 2 (3.92%) React Developer
Libraries, Frameworks & Software Standards
1 31 (60.78%) AngularJS
2 28 (54.90%) CSS
3 25 (49.02%) HTML
3 25 (49.02%) React
4 21 (41.18%) Node.js
5 20 (39.22%) HTML5
6 19 (37.25%) CSS3
7 12 (23.53%) jQuery
7 12 (23.53%) LESS
8 8 (15.69%) RESTful
9 7 (13.73%) Spring
9 7 (13.73%) Twitter Bootstrap
10 6 (11.76%) Hibernate
11 5 (9.80%) .NET
11 5 (9.80%) MEAN Stack
11 5 (9.80%) REST
11 5 (9.80%) Spring Boot
12 4 (7.84%) RabbitMQ
12 4 (7.84%) Web Services
13 3 (5.88%) Kafka
Miscellaneous
1 12 (23.53%) User Experience
2 6 (11.76%) Computer Science
3 5 (9.80%) Greenfield Project
4 4 (7.84%) Analytical Skills
4 4 (7.84%) Fintech
5 3 (5.88%) Cloud Native
5 3 (5.88%) Management Information System
6 2 (3.92%) Algorithms
7 1 (1.96%) Analytical Mindset
7 1 (1.96%) Data Structures
7 1 (1.96%) Mobile App
7 1 (1.96%) Private Cloud
7 1 (1.96%) Public Cloud
7 1 (1.96%) Self-Motivation
Operating Systems
1 6 (11.76%) Android
1 6 (11.76%) Apple iOS
1 6 (11.76%) Linux
Processes & Methodologies
1 30 (58.82%) Agile Software Development
2 19 (37.25%) Continuous Integration
3 17 (33.33%) Scrum
4 16 (31.37%) DevOps
5 15 (29.41%) BDD
5 15 (29.41%) Software Engineering
6 14 (27.45%) Kanban
7 13 (25.49%) Microservices
7 13 (25.49%) Test Automation
8 12 (23.53%) Multithreading
8 12 (23.53%) SOLID
9 10 (19.61%) Analytics
9 10 (19.61%) SDLC
10 6 (11.76%) Data Science
10 6 (11.76%) TDD
11 5 (9.80%) Cybersecurity
11 5 (9.80%) Functional Testing
11 5 (9.80%) MVC
11 5 (9.80%) OO
12 4 (7.84%) Data Modelling
Programming Languages
1 34 (66.67%) Java
2 29 (56.86%) JavaScript
3 21 (41.18%) Python
4 20 (39.22%) SQL
5 12 (23.53%) ES6
6 8 (15.69%) C#
7 6 (11.76%) Java 8
8 5 (9.80%) PHP
9 4 (7.84%) TypeScript
10 3 (5.88%) R
10 3 (5.88%) T-SQL
11 2 (3.92%) Apple Swift
11 2 (3.92%) Kotlin
11 2 (3.92%) Scala
12 1 (1.96%) C
12 1 (1.96%) Java 9
12 1 (1.96%) Objective-C
12 1 (1.96%) VB.NET
Qualifications
1 5 (9.80%) Degree
2 2 (3.92%) Computer Science Degree
3 1 (1.96%) Numerate Degree
3 1 (1.96%) PhD
Quality Assurance & Compliance
1 3 (5.88%) GDPR
2 2 (3.92%) QA
System Software
1 3 (5.88%) HDFS
2 2 (3.92%) Docker
3 1 (1.96%) Hyper-V
Systems Management
1 2 (3.92%) Oozie
2 1 (1.96%) Kubernetes
2 1 (1.96%) vCenter Server
Vendors
1 10 (19.61%) Oracle
2 9 (17.65%) Atlassian
3 5 (9.80%) Sybase
4 1 (1.96%) Cloudera
4 1 (1.96%) Google