Period
to 22 September 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 22 September 2018 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 100 87 114
Rank change year-on-year -13 +27 -12
Permanent jobs citing NoSQL 51 67 28
As % of all permanent IT jobs advertised in Edinburgh 2.02% 2.54% 1.18%
As % of the Database & Business Intelligence category 7.41% 7.40% 4.27%
Number of salaries quoted 32 58 27
Edinburgh median annual salary £53,750 £45,000 £51,500
Median salary % change year-on-year +19.44% -12.62% +3.00%
10th Percentile £30,000 £32,500 £34,000
90th Percentile £75,000 £57,500 £59,750
Scotland median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% -2.56%

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 688 905 656
As % of all permanent IT jobs advertised in Edinburgh 27.20% 34.27% 27.71%
Number of salaries quoted 491 570 424
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £28,000 £27,450 £26,400
90th Percentile £68,750 £65,000 £63,750
Scotland median annual salary £45,000 £41,500 £43,500
% change year-on-year +8.43% -4.60% +3.29%

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 22 September 2018.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 22 September 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 35 (68.63%) Java
2 32 (62.75%) JavaScript
3 26 (50.98%) SQL
3 26 (50.98%) Git (software)
4 24 (47.06%) Software Engineering
5 21 (41.18%) Continuous Integration
5 21 (41.18%) AngularJS
6 20 (39.22%) MongoDB
6 20 (39.22%) CSS
7 19 (37.25%) Agile Software Development
8 16 (31.37%) Python
9 15 (29.41%) HTML
10 14 (27.45%) PostgreSQL
10 14 (27.45%) Node.js
10 14 (27.45%) React
11 13 (25.49%) CSS3
11 13 (25.49%) Cucumber
11 13 (25.49%) Selenium
11 13 (25.49%) Test Automation
11 13 (25.49%) Scrum
12 12 (23.53%) HTML5
12 12 (23.53%) SDLC
13 11 (21.57%) Amazon AWS
13 11 (21.57%) SQL Server
14 10 (19.61%) MySQL
14 10 (19.61%) OO
14 10 (19.61%) Degree
14 10 (19.61%) BDD
14 10 (19.61%) Analytics
14 10 (19.61%) Relational Database

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 8 (15.69%) Confluence
2 7 (13.73%) 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 11 (21.57%) Amazon AWS
2 9 (17.65%) Microsoft Azure
3 8 (15.69%) Slack
4 3 (5.88%) GitHub
5 2 (3.92%) Amazon EC2
5 2 (3.92%) Amazon EMR
5 2 (3.92%) Amazon S3
5 2 (3.92%) AWS Lambda
5 2 (3.92%) Google Cloud Platform
5 2 (3.92%) Serverless
6 1 (1.96%) AWS Data Pipeline
Database & Business Intelligence
1 20 (39.22%) MongoDB
2 14 (27.45%) PostgreSQL
3 11 (21.57%) SQL Server
4 10 (19.61%) MySQL
4 10 (19.61%) Relational Database
5 8 (15.69%) Big Data
5 8 (15.69%) SQLite
6 7 (13.73%) Hadoop
7 5 (9.80%) DB2
7 5 (9.80%) RDBMS
8 3 (5.88%) Apache Hive
9 2 (3.92%) Amazon DynamoDB
9 2 (3.92%) Amazon RDS
9 2 (3.92%) Amazon Redshift
9 2 (3.92%) Data Mining
9 2 (3.92%) Data Warehouse
9 2 (3.92%) HBase
9 2 (3.92%) Redis
9 2 (3.92%) Sqoop
10 1 (1.96%) Oracle Database
Development Applications
1 26 (50.98%) Git (software)
2 13 (25.49%) Cucumber
2 13 (25.49%) Selenium
3 9 (17.65%) Bitbucket
4 8 (15.69%) git-flow
5 7 (13.73%) JUnit
5 7 (13.73%) Mercurial
5 7 (13.73%) Subversion
6 4 (7.84%) Maven
7 3 (5.88%) Jenkins
8 2 (3.92%) Mockito
9 1 (1.96%) Jasmine
9 1 (1.96%) QUnit
General
1 3 (5.88%) Marketing
2 2 (3.92%) Advertising
3 1 (1.96%) Retail
Job Titles
1 25 (49.02%) Developer
2 15 (29.41%) Java Developer
3 13 (25.49%) Java Engineer
4 11 (21.57%) Software Engineer
5 7 (13.73%) Java Software Engineer
6 6 (11.76%) Full Stack Developer
7 5 (9.80%) Lead Developer
7 5 (9.80%) Lead Java Developer
8 3 (5.88%) JavaScript Engineer
8 3 (5.88%) Software Developer
9 2 (3.92%) AWS Consultant
9 2 (3.92%) Consultant
9 2 (3.92%) Lead Software Design Engineer
9 2 (3.92%) Lead Software Engineer
9 2 (3.92%) Senior Software Engineer
9 2 (3.92%) Software Design Engineer
10 1 (1.96%) .NET Developer
10 1 (1.96%) C# Software Engineer
10 1 (1.96%) Graduate Developer
10 1 (1.96%) VB.NET Developer
Libraries, Frameworks & Software Standards
1 21 (41.18%) AngularJS
2 20 (39.22%) CSS
3 15 (29.41%) HTML
4 14 (27.45%) Node.js
4 14 (27.45%) React
5 13 (25.49%) CSS3
6 12 (23.53%) HTML5
7 8 (15.69%) jQuery
7 8 (15.69%) LESS
7 8 (15.69%) RESTful
7 8 (15.69%) Spring
8 7 (13.73%) Hibernate
9 5 (9.80%) Spring Boot
10 4 (7.84%) .NET
10 4 (7.84%) Kafka
10 4 (7.84%) Web Services
11 3 (5.88%) Backbone.js
11 3 (5.88%) Ember.js
12 2 (3.92%) KnockoutJS
12 2 (3.92%) REST
Miscellaneous
1 9 (17.65%) Algorithms
2 8 (15.69%) Data Structures
2 8 (15.69%) User Experience
3 5 (9.80%) Greenfield Project
4 3 (5.88%) Computer Science
5 2 (3.92%) Fintech
6 1 (1.96%) Analytical Mindset
6 1 (1.96%) Analytical Skills
6 1 (1.96%) Mobile App
6 1 (1.96%) Private Cloud
6 1 (1.96%) Public Cloud
6 1 (1.96%) Self-Motivation
Operating Systems
1 7 (13.73%) Linux
2 6 (11.76%) Android
2 6 (11.76%) Apple iOS
Processes & Methodologies
1 24 (47.06%) Software Engineering
2 21 (41.18%) Continuous Integration
3 19 (37.25%) Agile Software Development
4 13 (25.49%) Scrum
4 13 (25.49%) Test Automation
5 12 (23.53%) SDLC
6 10 (19.61%) Analytics
6 10 (19.61%) BDD
6 10 (19.61%) DevOps
6 10 (19.61%) OO
7 9 (17.65%) Kanban
8 8 (15.69%) Multithreading
8 8 (15.69%) SOLID
9 7 (13.73%) Decision-Making
9 7 (13.73%) TDD
10 5 (9.80%) Cybersecurity
10 5 (9.80%) MapReduce
11 4 (7.84%) Line Management
11 4 (7.84%) Machine Learning
12 3 (5.88%) Unit Testing
Programming Languages
1 35 (68.63%) Java
2 32 (62.75%) JavaScript
3 26 (50.98%) SQL
4 16 (31.37%) Python
5 8 (15.69%) ES6
5 8 (15.69%) Java 8
6 7 (13.73%) PHP
7 5 (9.80%) C#
8 3 (5.88%) Java 9
8 3 (5.88%) R
9 2 (3.92%) Scala
9 2 (3.92%) TypeScript
10 1 (1.96%) C
10 1 (1.96%) Objective-C
10 1 (1.96%) VB.NET
Qualifications
1 10 (19.61%) Degree
2 2 (3.92%) Computer Science Degree
3 1 (1.96%) Numerate Degree
3 1 (1.96%) PhD
Quality Assurance & Compliance
1 2 (3.92%) QA
System Software
1 5 (9.80%) HDFS
2 1 (1.96%) Docker
2 1 (1.96%) Hyper-V
2 1 (1.96%) Samba
Systems Management
1 2 (3.92%) Oozie
2 1 (1.96%) Hadoop YARN
2 1 (1.96%) Kubernetes
2 1 (1.96%) Opscode Chef
2 1 (1.96%) Terraform
2 1 (1.96%) vCenter Server
Vendors
1 8 (15.69%) Atlassian
2 5 (9.80%) Sybase
3 3 (5.88%) Oracle
4 2 (3.92%) Google
5 1 (1.96%) Cloudera