Period
to 18 January 2018

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 18 January 2018 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
18 Jan 2018
Same period 2017 Same period 2016
Rank 110 78 122
Rank change year-on-year -32 +44 -6
Contract jobs citing NoSQL 31 25 16
As % of all contract IT jobs advertised in Edinburgh 1.07% 1.40% 0.53%
As % of the Database & Business Intelligence category 5.64% 6.68% 2.86%
Number of daily rates quoted 19 14 0
Edinburgh median daily rate £400 £413 -
Median daily rate % change year-on-year -3.03% - -
Scotland median daily rate £380 £406 £525
% change year-on-year -6.46% -22.62% -19.23%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

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 550 374 559
As % of all contract IT jobs advertised in Edinburgh 19.00% 20.96% 18.47%
Number of daily rates quoted 316 195 305
Edinburgh median daily rate £400 £363 £400
Median daily rate % change year-on-year +10.34% -9.38% +6.67%
10th Percentile £313 £288 £277
90th Percentile £525 £513 £550
Scotland median daily rate £388 £350 £375
% change year-on-year +10.71% -6.67% +3.02%
Number of hourly rates quoted 0 10 4
Edinburgh median hourly rate - £52.00 £28.71
Median hourly rate % change year-on-year - +81.11% -32.44%
Scotland median hourly rate £24.00 £42.00 £25.00
% change year-on-year -42.86% +68.00% -20.63%

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 18 January 2018.

Contractor daily rate histogram for NoSQL in Edinburgh

For the 6 months to 18 January 2018, IT contractor jobs citing NoSQL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Edinburgh region with a requirement for NoSQL.

1 19 (61.29%) SQL
2 18 (58.06%) Java
3 16 (51.61%) JavaScript
4 15 (48.39%) Python
5 14 (45.16%) Jenkins
6 13 (41.94%) Continuous Integration
7 12 (38.71%) MongoDB
7 12 (38.71%) Linux
7 12 (38.71%) Agile Software Development
7 12 (38.71%) React
8 11 (35.48%) DevOps
9 10 (32.26%) TDD
9 10 (32.26%) Node.js
10 9 (29.03%) BDD
10 9 (29.03%) Ansible
10 9 (29.03%) Docker
10 9 (29.03%) RESTful
11 8 (25.81%) PostgreSQL
11 8 (25.81%) Git (software)
11 8 (25.81%) Kanban
11 8 (25.81%) AngularJS
12 6 (19.35%) Mobile App
12 6 (19.35%) Apple iOS
12 6 (19.35%) Android
12 6 (19.35%) Amazon AWS
12 6 (19.35%) Finance
12 6 (19.35%) C#
12 6 (19.35%) CSS
12 6 (19.35%) Front End Development
13 5 (16.13%) React Native

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 5 (16.13%) Cloud Foundry
2 3 (9.68%) Apache Spark
3 2 (6.45%) CMS
3 2 (6.45%) Elasticsearch
3 2 (6.45%) GeoServer
4 1 (3.23%) Apache
4 1 (3.23%) Tomcat
Business Applications
1 5 (16.13%) Payment Gateway
Cloud Services
1 6 (19.35%) Amazon AWS
2 5 (16.13%) PaaS
3 3 (9.68%) Google Analytics
4 1 (3.23%) Microsoft Azure
4 1 (3.23%) npm
Database & Business Intelligence
1 12 (38.71%) MongoDB
2 8 (25.81%) PostgreSQL
3 3 (9.68%) Aerospike
3 3 (9.68%) HBase
3 3 (9.68%) MySQL
4 2 (6.45%) Apache Cassandra
4 2 (6.45%) DB2
4 2 (6.45%) GIS
4 2 (6.45%) QGIS
5 1 (3.23%) ArangoDB
5 1 (3.23%) RDBMS
5 1 (3.23%) Relational Database
5 1 (3.23%) Spatial Data
5 1 (3.23%) SQL Server
Development Applications
1 14 (45.16%) Jenkins
2 8 (25.81%) Git (software)
3 5 (16.13%) Subversion
4 4 (12.90%) Bower
5 2 (6.45%) Hudson
6 1 (3.23%) Ant
6 1 (3.23%) DBeaver
6 1 (3.23%) Maven
6 1 (3.23%) webpack
General
1 6 (19.35%) Finance
2 4 (12.90%) Banking
3 1 (3.23%) Publishing
Job Titles
1 20 (64.52%) Developer
2 9 (29.03%) Java Developer
3 8 (25.81%) Senior Developer
4 6 (19.35%) DevOps Engineer
5 4 (12.90%) React Developer
6 3 (9.68%) Senior Java Developer
6 3 (9.68%) Software Engineer
7 2 (6.45%) Analytics Developer
7 2 (6.45%) DB2 DBA
7 2 (6.45%) DBA
7 2 (6.45%) Digital Analytics Developer
7 2 (6.45%) Digital Developer
7 2 (6.45%) GIS Developer
7 2 (6.45%) Java Engineer
7 2 (6.45%) Java Scala Software Engineer
7 2 (6.45%) Java Software Engineer
7 2 (6.45%) JavaScript Developer
7 2 (6.45%) Scala Software Engineer
7 2 (6.45%) Senior Software Engineer
7 2 (6.45%) Software Developer
Libraries, Frameworks & Software Standards
1 12 (38.71%) React
2 10 (32.26%) Node.js
3 9 (29.03%) RESTful
4 8 (25.81%) AngularJS
5 6 (19.35%) CSS
6 5 (16.13%) HTML
6 5 (16.13%) jQuery
6 5 (16.13%) React Native
6 5 (16.13%) REST
6 5 (16.13%) Web Services
7 4 (12.90%) Sass
8 3 (9.68%) D3.js
8 3 (9.68%) NumPy
8 3 (9.68%) Pandas
8 3 (9.68%) Play Framework
9 2 (6.45%) Flask
9 2 (6.45%) Hibernate
9 2 (6.45%) Java EE
9 2 (6.45%) OpenLayers
9 2 (6.45%) PostGIS
Miscellaneous
1 6 (19.35%) Mobile App
2 5 (16.13%) iPad
3 2 (6.45%) Mainframe
4 1 (3.23%) Greenfield Project
4 1 (3.23%) Photography
4 1 (3.23%) User Experience
Operating Systems
1 12 (38.71%) Linux
2 6 (19.35%) Android
2 6 (19.35%) Apple iOS
3 4 (12.90%) Unix
3 4 (12.90%) Windows
4 2 (6.45%) zOS
Processes & Methodologies
1 13 (41.94%) Continuous Integration
2 12 (38.71%) Agile Software Development
3 11 (35.48%) DevOps
4 10 (32.26%) TDD
5 9 (29.03%) BDD
6 8 (25.81%) Kanban
7 6 (19.35%) Front End Development
8 5 (16.13%) E-Commerce
8 5 (16.13%) Scrum
8 5 (16.13%) SDLC
8 5 (16.13%) Visualisation
9 4 (12.90%) Analytics
9 4 (12.90%) ETL
9 4 (12.90%) Software Engineering
10 3 (9.68%) API Design
10 3 (9.68%) Machine Learning
10 3 (9.68%) Performance Tuning
10 3 (9.68%) Predictive Modelling
10 3 (9.68%) Statistical Modelling
10 3 (9.68%) Test Automation
Programming Languages
1 19 (61.29%) SQL
2 18 (58.06%) Java
3 16 (51.61%) JavaScript
4 15 (48.39%) Python
5 6 (19.35%) C#
6 5 (16.13%) Bash Shell
6 5 (16.13%) C++
6 5 (16.13%) Groovy
6 5 (16.13%) Perl
6 5 (16.13%) Ruby
7 4 (12.90%) PL/SQL
8 3 (9.68%) CoffeeScript
8 3 (9.68%) Scala
9 2 (6.45%) PHP
10 1 (3.23%) ES6
Qualifications
1 3 (9.68%) Security Cleared
Quality Assurance & Compliance
1 1 (3.23%) Disclosure Scotland
System Software
1 9 (29.03%) Docker
2 4 (12.90%) VMware Infrastructure
3 2 (6.45%) GeoWebCache
Systems Management
1 9 (29.03%) Ansible
2 5 (16.13%) Kubernetes
Vendors
1 5 (16.13%) Pega
1 5 (16.13%) VMware
2 3 (9.68%) Google
2 3 (9.68%) Oracle