Period
to 16 July 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 16 July 2018 with a comparison to the same period in the previous 2 years.

NoSQL
Scotland > Edinburgh
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 90 66 122
Rank change year-on-year -24 +56 -21
Permanent jobs citing NoSQL 66 82 19
As % of all permanent IT jobs advertised in Edinburgh 2.45% 3.34% 0.74%
As % of the Database & Business Intelligence category 9.03% 9.87% 2.69%
Number of salaries quoted 45 62 18
Edinburgh median annual salary £45,000 £47,500 £50,000
Median salary % change year-on-year -5.26% -5.00% +14.29%
10th Percentile £30,000 £32,500 £31,000
90th Percentile £75,000 £55,000 £59,750
Scotland median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +11.76%

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 731 831 706
As % of all permanent IT jobs advertised in Edinburgh 27.13% 33.84% 27.33%
Number of salaries quoted 496 547 426
Edinburgh median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +12.50%
10th Percentile £28,000 £27,500 £29,000
90th Percentile £68,750 £70,500 £64,375
Scotland median annual salary £45,000 £42,500 £43,000
% change year-on-year +5.88% -1.16% +7.50%

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 July 2018.

Salary histogram for NoSQL in Edinburgh

For the 6 months to 16 July 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 47 (71.21%) Java
2 44 (66.67%) SQL
3 38 (57.58%) JavaScript
4 35 (53.03%) Git (software)
5 34 (51.52%) Software Engineering
6 21 (31.82%) MongoDB
6 21 (31.82%) Python
7 20 (30.30%) PostgreSQL
8 19 (28.79%) Agile Software Development
8 19 (28.79%) Subversion
9 18 (27.27%) Continuous Integration
10 17 (25.76%) PHP
11 16 (24.24%) Degree
12 15 (22.73%) SQL Server
12 15 (22.73%) OO
13 14 (21.21%) CSS
13 14 (21.21%) MySQL
13 14 (21.21%) Test Automation
14 13 (19.70%) .NET
14 13 (19.70%) C#
14 13 (19.70%) Algorithms
14 13 (19.70%) SDLC
15 12 (18.18%) AngularJS
15 12 (18.18%) Analytics
15 12 (18.18%) Decision-Making
15 12 (18.18%) HTML
16 11 (16.67%) Oracle
16 11 (16.67%) Mercurial
16 11 (16.67%) HBase
16 11 (16.67%) Big Data

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 9 (13.64%) Apache Spark
2 2 (3.03%) Apache Pig
2 2 (3.03%) Confluence
2 2 (3.03%) Elasticsearch
3 1 (1.52%) Apache
3 1 (1.52%) SAS
Applications
1 8 (12.12%) Microsoft Excel
Cloud Services
1 9 (13.64%) Amazon AWS
2 5 (7.58%) Microsoft Azure
3 4 (6.06%) Amazon EC2
3 4 (6.06%) Amazon S3
3 4 (6.06%) Google Cloud Platform
4 3 (4.55%) GitHub
4 3 (4.55%) SaaS
5 2 (3.03%) Amazon ElastiCache
5 2 (3.03%) Amazon EMR
5 2 (3.03%) AWS CloudFormation
5 2 (3.03%) AWS Lambda
5 2 (3.03%) Serverless
5 2 (3.03%) Slack
6 1 (1.52%) AWS Data Pipeline
Communications & Networking
1 2 (3.03%) DNS
1 2 (3.03%) Firewall
1 2 (3.03%) Internet
1 2 (3.03%) SSL
Database & Business Intelligence
1 21 (31.82%) MongoDB
2 20 (30.30%) PostgreSQL
3 15 (22.73%) SQL Server
4 14 (21.21%) MySQL
5 11 (16.67%) Big Data
5 11 (16.67%) HBase
6 10 (15.15%) Redis
7 9 (13.64%) Hadoop
7 9 (13.64%) Relational Database
8 5 (7.58%) Amazon DynamoDB
8 5 (7.58%) RDBMS
9 4 (6.06%) Amazon Redshift
9 4 (6.06%) Apache Cassandra
10 3 (4.55%) Apache Hive
10 3 (4.55%) DB2
11 2 (3.03%) Amazon RDS
11 2 (3.03%) Data Warehouse
11 2 (3.03%) SQLite
11 2 (3.03%) Sqoop
12 1 (1.52%) Oracle Database
Development Applications
1 35 (53.03%) Git (software)
2 19 (28.79%) Subversion
3 11 (16.67%) Mercurial
4 5 (7.58%) Cucumber
4 5 (7.58%) Selenium
5 4 (6.06%) Jenkins
5 4 (6.06%) JUnit
5 4 (6.06%) Maven
6 3 (4.55%) Karma Test Runner
6 3 (4.55%) Mocha
7 2 (3.03%) Bitbucket
7 2 (3.03%) git-flow
8 1 (1.52%) Mockito
General
1 7 (10.61%) Marketing
2 3 (4.55%) Advertising
3 1 (1.52%) Finance
Job Titles
1 36 (54.55%) Developer
2 17 (25.76%) Java Developer
3 16 (24.24%) Software Engineer
4 11 (16.67%) Java Engineer
5 8 (12.12%) .NET Developer
5 8 (12.12%) Java Software Engineer
5 8 (12.12%) VB.NET Developer
6 5 (7.58%) Full Stack Developer
6 5 (7.58%) Senior Software Engineer
7 4 (6.06%) JavaScript Engineer
8 3 (4.55%) C# Developer
8 3 (4.55%) Software Developer
9 2 (3.03%) AWS Consultant
9 2 (3.03%) AWS DevOps
9 2 (3.03%) Consultant
9 2 (3.03%) Lead Software Design Engineer
9 2 (3.03%) Lead Software Engineer
9 2 (3.03%) Senior Developer
9 2 (3.03%) Senior Java Developer
9 2 (3.03%) Software Design Engineer
Libraries, Frameworks & Software Standards
1 14 (21.21%) CSS
2 13 (19.70%) .NET
3 12 (18.18%) AngularJS
3 12 (18.18%) HTML
4 10 (15.15%) Spring
5 9 (13.64%) HTML5
5 9 (13.64%) React
6 8 (12.12%) Node.js
7 7 (10.61%) CSS3
7 7 (10.61%) RESTful
8 6 (9.09%) Web Services
9 5 (7.58%) Hibernate
9 5 (7.58%) Kafka
10 4 (6.06%) REST
11 3 (4.55%) ASP.NET
11 3 (4.55%) ASP.NET MVC
11 3 (4.55%) ASP.NET MVC 5
11 3 (4.55%) NHibernate
11 3 (4.55%) Spring Boot
12 2 (3.03%) LESS
Miscellaneous
1 13 (19.70%) Algorithms
2 11 (16.67%) Data Structures
3 8 (12.12%) Virtual Team
4 5 (7.58%) Enterprise Software
5 3 (4.55%) Greenfield Project
5 3 (4.55%) Self-Motivation
6 2 (3.03%) Private Cloud
6 2 (3.03%) User Experience
7 1 (1.52%) Analytical Mindset
7 1 (1.52%) Analytical Skills
7 1 (1.52%) Cloud Native
7 1 (1.52%) Computer Science
7 1 (1.52%) Mobile App
7 1 (1.52%) Public Cloud
Operating Systems
1 10 (15.15%) Windows
2 7 (10.61%) Linux
3 5 (7.58%) Android
3 5 (7.58%) Apple iOS
Processes & Methodologies
1 34 (51.52%) Software Engineering
2 19 (28.79%) Agile Software Development
3 18 (27.27%) Continuous Integration
4 15 (22.73%) OO
5 14 (21.21%) Test Automation
6 13 (19.70%) SDLC
7 12 (18.18%) Analytics
7 12 (18.18%) Decision-Making
8 11 (16.67%) DevOps
9 9 (13.64%) Scrum
10 8 (12.12%) Machine Learning
10 8 (12.12%) Task Automation
11 7 (10.61%) MapReduce
11 7 (10.61%) Open Source
12 6 (9.09%) MVC
13 5 (7.58%) Kanban
13 5 (7.58%) Marketing Analytics
13 5 (7.58%) Problem-Solving
13 5 (7.58%) TDD
14 4 (6.06%) Line Management
Programming Languages
1 47 (71.21%) Java
2 44 (66.67%) SQL
3 38 (57.58%) JavaScript
4 21 (31.82%) Python
5 17 (25.76%) PHP
6 13 (19.70%) C#
7 10 (15.15%) Bash Shell
7 10 (15.15%) PowerShell
8 9 (13.64%) C
9 8 (12.12%) C++
9 8 (12.12%) Perl
9 8 (12.12%) VB
9 8 (12.12%) VB.NET
9 8 (12.12%) VBA
10 6 (9.09%) Java 8
11 3 (4.55%) Java 9
11 3 (4.55%) Scala
12 2 (3.03%) ES6
12 2 (3.03%) R
13 1 (1.52%) TypeScript
Qualifications
1 16 (24.24%) Degree
2 1 (1.52%) Computer Science Degree
2 1 (1.52%) Numerate Degree
Quality Assurance & Compliance
1 3 (4.55%) GCP
2 2 (3.03%) QA
System Software
1 7 (10.61%) HDFS
2 3 (4.55%) Docker
3 2 (3.03%) VMware Server
4 1 (1.52%) Samba
4 1 (1.52%) VMware Infrastructure
Systems Management
1 3 (4.55%) Kubernetes
2 2 (3.03%) Ansible
2 2 (3.03%) Oozie
2 2 (3.03%) Opscode Chef
3 1 (1.52%) Hadoop YARN
3 1 (1.52%) Puppet
3 1 (1.52%) Terraform
Vendors
1 11 (16.67%) Oracle
2 8 (12.12%) Microsoft
3 3 (4.55%) Sybase
4 2 (3.03%) Atlassian
4 2 (3.03%) Google
4 2 (3.03%) Vertica
4 2 (3.03%) VMware
5 1 (1.52%) Cloudera