Period
to 17 September 2019

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for NoSQL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited NoSQL over the 6 months to 17 September 2019 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

NoSQL
Scotland > Edinburgh
6 months to
17 Sep 2019
Same period 2018 Same period 2017
Rank 68 80 106
Rank change year-on-year +12 +26 -17
Contract jobs citing NoSQL 48 55 26
As % of all contract IT jobs advertised in Edinburgh 2.21% 1.87% 1.00%
As % of the Database & Business Intelligence category 12.09% 11.25% 5.15%
Number of daily rates quoted 23 34 17
Edinburgh median daily rate £440 £363 £400
Median daily rate % change year-on-year +21.38% -9.38% -
10th Percentile £360 £313 £326
90th Percentile £538 £588 £475
Scotland median daily rate £450 £415 £388
% change year-on-year +8.43% +7.10% +1.64%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - £33.75 -

NoSQL is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Contract vacancies with a requirement for database or business intelligence skills 397 489 505
As % of all contract IT jobs advertised in Edinburgh 18.25% 16.67% 19.38%
Number of daily rates quoted 184 264 273
Edinburgh median daily rate £430 £400 £400
Median daily rate % change year-on-year +7.50% - +6.67%
10th Percentile £325 £313 £288
90th Percentile £569 £548 £538
Scotland median daily rate £430 £411 £388
% change year-on-year +4.56% +6.13% +10.71%
Number of hourly rates quoted 1 1 3
Edinburgh median hourly rate £15.00 £15.50 £43.39
Median hourly rate % change year-on-year -3.23% -64.28% -8.17%
Scotland median hourly rate £25.00 £16.25 £43.39
% change year-on-year +53.85% -62.55% +20.53%

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
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing NoSQL in Edinburgh.

Contractor daily rate trend for NoSQL in Edinburgh

NoSQL
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing NoSQL in Edinburgh over the 6 months to 17 September 2019.

Contractor daily rate histogram for NoSQL in Edinburgh

For the 6 months to 17 September 2019, IT contractor 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 contract job ads across the Edinburgh region with a requirement for NoSQL.

1 24 (50.00%) JavaScript
2 20 (41.67%) Relational Database
3 19 (39.58%) Python
3 19 (39.58%) RDBMS
3 19 (39.58%) Agile Software Development
4 18 (37.50%) CSS
4 18 (37.50%) React
5 17 (35.42%) HTML
5 17 (35.42%) Java
6 16 (33.33%) MongoDB
7 15 (31.25%) MySQL
8 13 (27.08%) Banking
9 12 (25.00%) Microservices
10 11 (22.92%) Docker
10 11 (22.92%) AngularJS
10 11 (22.92%) Git (software)
11 10 (20.83%) Node.js
11 10 (20.83%) REST
11 10 (20.83%) AWS
11 10 (20.83%) DevOps
12 9 (18.75%) SQL
12 9 (18.75%) PHP
12 9 (18.75%) PostgreSQL
13 8 (16.67%) Finance
13 8 (16.67%) .NET
13 8 (16.67%) Test Automation
13 8 (16.67%) Spring
13 8 (16.67%) TDD
13 8 (16.67%) Analytics
14 7 (14.58%) Amazon DynamoDB

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 6 (12.50%) nginx
2 3 (6.25%) Apache Spark
3 2 (4.17%) Apache
3 2 (4.17%) Cloud Foundry
3 2 (4.17%) Confluence
3 2 (4.17%) Elasticsearch
3 2 (4.17%) SharePoint
3 2 (4.17%) Tomcat
3 2 (4.17%) WebSphere
4 1 (2.08%) Apache Airflow
4 1 (2.08%) FileNet
4 1 (2.08%) Gunicorn
4 1 (2.08%) IIS
Applications
1 1 (2.08%) Microsoft Excel
Business Applications
1 1 (2.08%) Oracle Cash Management
1 1 (2.08%) Sentinel
Cloud Services
1 10 (20.83%) AWS
2 6 (12.50%) Azure
3 5 (10.42%) Serverless
4 4 (8.33%) Power Platform
5 2 (4.17%) Amazon EC2
5 2 (4.17%) Amazon S3
5 2 (4.17%) OpenShift
5 2 (4.17%) PaaS
6 1 (2.08%) Amazon EMR
6 1 (2.08%) Amazon Kinesis
6 1 (2.08%) Apigee
6 1 (2.08%) AWS CloudFormation
6 1 (2.08%) AWS Lambda
6 1 (2.08%) Datadog
6 1 (2.08%) GCP
6 1 (2.08%) IaaS
6 1 (2.08%) IBM Cloud
6 1 (2.08%) Kong
6 1 (2.08%) SaaS
6 1 (2.08%) Virtual Private Cloud
Communications & Networking
1 1 (2.08%) BIG-IP
1 1 (2.08%) Firewall
1 1 (2.08%) Internet
1 1 (2.08%) NetScaler
Database & Business Intelligence
1 20 (41.67%) Relational Database
2 19 (39.58%) RDBMS
3 16 (33.33%) MongoDB
4 15 (31.25%) MySQL
5 9 (18.75%) PostgreSQL
6 7 (14.58%) Amazon DynamoDB
7 6 (12.50%) SQL Server
8 5 (10.42%) Amazon RDS
8 5 (10.42%) Apache Cassandra
9 4 (8.33%) Amazon Aurora
9 4 (8.33%) Big Data
9 4 (8.33%) Hadoop
9 4 (8.33%) Power BI
10 3 (6.25%) Data Lake
10 3 (6.25%) Data Mart
10 3 (6.25%) MarkLogic
11 2 (4.17%) Data Warehouse
11 2 (4.17%) DB2
12 1 (2.08%) Couchbase
12 1 (2.08%) MS Access
Development Applications
1 11 (22.92%) Git (software)
2 5 (10.42%) Jenkins
3 4 (8.33%) Subversion
4 3 (6.25%) JIRA
4 3 (6.25%) JUnit
4 3 (6.25%) Maven
5 2 (4.17%) Ant
5 2 (4.17%) Cucumber
5 2 (4.17%) Jasmine
5 2 (4.17%) Mocha
5 2 (4.17%) Protractor
5 2 (4.17%) TeamCity
6 1 (2.08%) Artifactory
6 1 (2.08%) Axure RP
6 1 (2.08%) Bitbucket
6 1 (2.08%) GitLab
6 1 (2.08%) Octopus Deploy
6 1 (2.08%) Selenium
6 1 (2.08%) Sonatype Nexus
6 1 (2.08%) Zephyr
General
1 13 (27.08%) Banking
2 8 (16.67%) Finance
3 6 (12.50%) Investment Banking
3 6 (12.50%) Public Sector
4 1 (2.08%) Advertising
Job Titles
1 30 (62.50%) Developer
2 10 (20.83%) Full Stack Developer
3 9 (18.75%) Architect
4 7 (14.58%) Data Architect
5 6 (12.50%) Python Developer
6 4 (8.33%) Java Developer
6 4 (8.33%) React Developer
6 4 (8.33%) Senior Architect
6 4 (8.33%) Senior Data Architect
7 3 (6.25%) Django Developer
7 3 (6.25%) Node.js Developer
7 3 (6.25%) PHP Developer
7 3 (6.25%) Python/Django Developer
7 3 (6.25%) Senior Developer
8 2 (4.17%) HTML Developer
8 2 (4.17%) JavaScript Developer
8 2 (4.17%) Senior Java Developer
8 2 (4.17%) Software Engineer
8 2 (4.17%) Solutions Architect
8 2 (4.17%) Web Developer
Libraries, Frameworks & Software Standards
1 18 (37.50%) CSS
1 18 (37.50%) React
2 17 (35.42%) HTML
3 11 (22.92%) AngularJS
4 10 (20.83%) Node.js
4 10 (20.83%) REST
5 8 (16.67%) .NET
5 8 (16.67%) Spring
6 7 (14.58%) JSON
7 6 (12.50%) Django
7 6 (12.50%) Symfony
8 5 (10.42%) CSS3
8 5 (10.42%) HTML5
8 5 (10.42%) PHP-FPM
8 5 (10.42%) Spring Boot
8 5 (10.42%) Twitter Bootstrap
9 4 (8.33%) Kafka
9 4 (8.33%) MEAN Stack
10 3 (6.25%) Flask
10 3 (6.25%) jQuery
Miscellaneous
1 4 (8.33%) Data Structures
1 4 (8.33%) User Experience
2 3 (6.25%) Reference Data
2 3 (6.25%) Replication
3 2 (4.17%) Analytical Skills
4 1 (2.08%) Cloud Native
4 1 (2.08%) PKI
Operating Systems
1 4 (8.33%) Linux
2 1 (2.08%) Red Hat Enterprise Linux
2 1 (2.08%) Ubuntu
2 1 (2.08%) Unix
2 1 (2.08%) Windows
2 1 (2.08%) Windows Server
Processes & Methodologies
1 19 (39.58%) Agile Software Development
2 12 (25.00%) Microservices
3 10 (20.83%) DevOps
4 8 (16.67%) Analytics
4 8 (16.67%) TDD
4 8 (16.67%) Test Automation
5 6 (12.50%) Data Modelling
5 6 (12.50%) ETL
5 6 (12.50%) Unit Testing
6 5 (10.42%) Continuous Integration
6 5 (10.42%) Data Governance
6 5 (10.42%) Data Management
6 5 (10.42%) Domain-Driven Design
6 5 (10.42%) Functional Testing
6 5 (10.42%) Migration
6 5 (10.42%) Scrum
7 4 (8.33%) Data Analytics
7 4 (8.33%) Data Architecture
7 4 (8.33%) Metadata Management
7 4 (8.33%) Refactoring
Programming Languages
1 24 (50.00%) JavaScript
2 19 (39.58%) Python
3 17 (35.42%) Java
4 9 (18.75%) PHP
4 9 (18.75%) SQL
5 3 (6.25%) C#
5 3 (6.25%) Java 8
5 3 (6.25%) XQuery
6 2 (4.17%) Ruby
6 2 (4.17%) VBA
7 1 (2.08%) C++
7 1 (2.08%) ES6
7 1 (2.08%) Go
7 1 (2.08%) Perl
7 1 (2.08%) PL/SQL
7 1 (2.08%) Scala
7 1 (2.08%) T-SQL
7 1 (2.08%) TypeScript
Quality Assurance & Compliance
1 4 (8.33%) Data Quality
2 2 (4.17%) GDPR
System Software
1 11 (22.92%) Docker
Systems Management
1 3 (6.25%) Ansible
1 3 (6.25%) Kubernetes
2 1 (2.08%) CA Single Sign-On
2 1 (2.08%) Consul
2 1 (2.08%) Nagios
2 1 (2.08%) Puppet
2 1 (2.08%) Single Sign-On
Vendors
1 7 (14.58%) Oracle
2 4 (8.33%) IBM
3 3 (6.25%) Microsoft
3 3 (6.25%) Talend
4 2 (4.17%) Google
5 1 (2.08%) AppDynamics
5 1 (2.08%) CA
5 1 (2.08%) Citrix
5 1 (2.08%) F5
5 1 (2.08%) Micro Focus
5 1 (2.08%) New Relic
5 1 (2.08%) Splunk