Period
to 21 February 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 21 February 2018 with a comparison to the same period in the previous 2 years.

NoSQL
England > North West
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 100 120 157
Rank change year-on-year +20 +37 +38
Permanent jobs citing NoSQL 403 338 234
As % of all permanent IT jobs advertised in the North West 3.14% 2.73% 1.97%
As % of the Database & Business Intelligence category 9.52% 7.82% 6.00%
Number of salaries quoted 341 317 222
North West median annual salary £42,500 £47,500 £45,000
Median salary % change year-on-year -10.53% +5.56% +5.88%
10th Percentile £32,500 £27,500 £32,500
90th Percentile £65,000 £71,000 £65,000
England median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% -

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 the North West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North West
Permanent vacancies with a requirement for database or business intelligence skills 4,233 4,325 3,902
As % of all permanent IT jobs advertised in the North West 33.00% 34.92% 32.88%
Number of salaries quoted 3,565 3,736 3,400
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £63,750 £60,000 £56,250
England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

NoSQL
Job Vacancy Trend in the North West

Job postings citing NoSQL as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for NoSQL in the North West

NoSQL
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NoSQL in the North West.

Salary trend for NoSQL in the North West

NoSQL
Salary Histogram in the North West

The salary distribution of IT jobs citing NoSQL in the North West over the 6 months to 21 February 2018.

Salary histogram for NoSQL in the North West

NoSQL
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NoSQL within the North West region over the 6 months to 21 February 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -9 247 £45,000 -10.00% 44
Cheshire +40 122 £40,000 -11.11% 8
Lancashire +18 24 £35,000 -6.67% 2
Merseyside -10 10 £47,500 +18.75% 12
NoSQL
England

For the 6 months to 21 February 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 North West region with a requirement for NoSQL.

1 260 (64.52%) Agile Software Development
2 235 (58.31%) TDD
2 235 (58.31%) MVC
3 217 (53.85%) Git (software)
4 213 (52.85%) RESTful
5 212 (52.61%) Ruby
6 206 (51.12%) Node.js
7 200 (49.63%) .NET
8 195 (48.39%) BDD
9 194 (48.14%) SQL Server
10 187 (46.40%) C#
11 179 (44.42%) ASP.NET
12 175 (43.42%) ASP.NET MVC
13 167 (41.44%) ASP.NET Web API
14 165 (40.94%) Java
15 164 (40.69%) WCF
16 163 (40.45%) Web Application Development
17 160 (39.70%) ASP.NET MVC 5
18 158 (39.21%) JavaScript
19 138 (34.24%) OO
20 127 (31.51%) .NET Framework
21 125 (31.02%) Entity Framework
22 123 (30.52%) SQL
23 119 (29.53%) SQL Server 2016
24 111 (27.54%) AngularJS
25 110 (27.30%) Code First Entity Framework
26 104 (25.81%) Software Engineering
27 103 (25.56%) HTML
28 99 (24.57%) Web Services
29 89 (22.08%) CSS

NoSQL
Co-occurring IT Skills in the North West 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 26 (6.45%) Apache
2 21 (5.21%) Apache Spark
3 13 (3.23%) Elasticsearch
3 13 (3.23%) Tomcat
4 12 (2.98%) nginx
5 9 (2.23%) WebSphere
6 7 (1.74%) CMS
7 4 (0.99%) Confluence
8 3 (0.74%) Apache Solr
8 3 (0.74%) JBoss
8 3 (0.74%) Jupyter
9 2 (0.50%) Jetty
9 2 (0.50%) SAS
9 2 (0.50%) WebLogic
10 1 (0.25%) Apache Pig
10 1 (0.25%) IIS
10 1 (0.25%) OpenStack
10 1 (0.25%) SharePoint
Applications
1 1 (0.25%) S-PLUS
1 1 (0.25%) SPSS
1 1 (0.25%) Stata
Business Applications
1 6 (1.49%) Magento
Cloud Services
1 47 (11.66%) Amazon AWS
2 20 (4.96%) Amazon ElastiCache
3 19 (4.71%) Google Cloud Platform
4 12 (2.98%) Cloud Computing
4 12 (2.98%) Microsoft Azure
5 8 (1.99%) Amazon EC2
5 8 (1.99%) Google App Engine
6 4 (0.99%) Amazon SQS
7 3 (0.74%) AWS CloudFormation
7 3 (0.74%) GitHub
7 3 (0.74%) SaaS
8 2 (0.50%) Office 365
9 1 (0.25%) Amazon S3
9 1 (0.25%) AWS Lambda
9 1 (0.25%) G Suite
9 1 (0.25%) npm
9 1 (0.25%) OpenShift
9 1 (0.25%) Serverless
Communications & Networking
1 55 (13.65%) HTTP
2 9 (2.23%) Internet
2 9 (2.23%) SSL
3 3 (0.74%) TCP/IP
4 1 (0.25%) AMQP
4 1 (0.25%) DNS
4 1 (0.25%) Ethernet
4 1 (0.25%) Firewall
4 1 (0.25%) Intranet
4 1 (0.25%) Intrusion Detection
4 1 (0.25%) Skype
4 1 (0.25%) VoIP
4 1 (0.25%) VPN
4 1 (0.25%) Wireless
Database & Business Intelligence
1 194 (48.14%) SQL Server
2 119 (29.53%) SQL Server 2016
3 76 (18.86%) MySQL
4 45 (11.17%) SQL Server 2014
5 44 (10.92%) MongoDB
6 38 (9.43%) Relational Database
7 37 (9.18%) Big Data
8 33 (8.19%) Redis
9 32 (7.94%) Data Warehouse
10 25 (6.20%) Hadoop
11 23 (5.71%) PostgreSQL
12 11 (2.73%) Amazon DynamoDB
12 11 (2.73%) Apache Cassandra
13 9 (2.23%) CouchDB
13 9 (2.23%) RDBMS
13 9 (2.23%) SQL Server Reporting Services
14 8 (1.99%) SQL Server Integration Services
15 7 (1.74%) Riak
16 6 (1.49%) DTS
16 6 (1.49%) Neo4j
Development Applications
1 217 (53.85%) Git (software)
2 25 (6.20%) Jenkins
3 23 (5.71%) Subversion
4 21 (5.21%) Mercurial
5 15 (3.72%) Maven
6 13 (3.23%) Eclipse
7 11 (2.73%) Selenium
8 7 (1.74%) JIRA
8 7 (1.74%) JUnit
9 5 (1.24%) Ant
9 5 (1.24%) Gradle
9 5 (1.24%) Mockito
9 5 (1.24%) PHPUnit
9 5 (1.24%) Vagrant
10 3 (0.74%) Codeception
10 3 (0.74%) Cucumber
10 3 (0.74%) FitNesse
10 3 (0.74%) JHipster
10 3 (0.74%) SonarQube
10 3 (0.74%) Xdebug
General
1 25 (6.20%) Music Industry
2 23 (5.71%) Finance
2 23 (5.71%) Games
3 12 (2.98%) Advertising
4 11 (2.73%) Legal
5 9 (2.23%) Retail
6 5 (1.24%) Automotive
7 4 (0.99%) Banking
7 4 (0.99%) Investment Banking
7 4 (0.99%) Law
8 1 (0.25%) Back Office
8 1 (0.25%) Marketing
8 1 (0.25%) Pharmaceutical
Job Titles
1 274 (67.99%) Developer
2 170 (42.18%) .NET Developer
3 65 (16.13%) Java Developer
4 49 (12.16%) Software Engineer
5 37 (9.18%) .NET Software Developer
6 36 (8.93%) Java Engineer
7 35 (8.68%) Java Software Engineer
8 31 (7.69%) Senior Software Engineer
9 26 (6.45%) Senior Developer
10 24 (5.96%) Senior Java Engineer
10 24 (5.96%) Senior Java Software Engineer
11 23 (5.71%) Architect
12 18 (4.47%) Data Scientist
12 18 (4.47%) Senior Java Developer
13 16 (3.97%) Java Architect
14 15 (3.72%) Software Developer
14 15 (3.72%) Technical Architect
15 14 (3.47%) PHP Architect
16 11 (2.73%) Java Technical Architect
17 10 (2.48%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 213 (52.85%) RESTful
2 206 (51.12%) Node.js
3 200 (49.63%) .NET
4 179 (44.42%) ASP.NET
5 175 (43.42%) ASP.NET MVC
6 167 (41.44%) ASP.NET Web API
7 164 (40.69%) WCF
8 160 (39.70%) ASP.NET MVC 5
9 127 (31.51%) .NET Framework
10 125 (31.02%) Entity Framework
11 111 (27.54%) AngularJS
12 110 (27.30%) Code First Entity Framework
13 103 (25.56%) HTML
14 99 (24.57%) Web Services
15 89 (22.08%) CSS
16 85 (21.09%) Spring
17 59 (14.64%) Twitter Bootstrap
18 55 (13.65%) JSON
18 55 (13.65%) REST
19 49 (12.16%) KnockoutJS
Miscellaneous
1 37 (9.18%) Computer Science
2 30 (7.44%) Social Network
3 29 (7.20%) Algorithms
4 24 (5.96%) Data Structures
5 22 (5.46%) Enterprise Software
6 10 (2.48%) Analytical Skills
7 7 (1.74%) Greenfield Project
8 6 (1.49%) Wiki
9 5 (1.24%) Internet of Things
10 4 (0.99%) Replication
10 4 (0.99%) User Experience
11 3 (0.74%) Analytical Mindset
12 2 (0.50%) Fintech
12 2 (0.50%) Grid Computing
12 2 (0.50%) Life Science
13 1 (0.25%) Data Centre
13 1 (0.25%) Linux Command Line
13 1 (0.25%) Mainframe
13 1 (0.25%) Mobile Payment
13 1 (0.25%) NHS
Operating Systems
1 52 (12.90%) Linux
2 24 (5.96%) Windows
3 15 (3.72%) Unix
4 5 (1.24%) Debian
5 4 (0.99%) Mac OS X
6 2 (0.50%) CentOS
7 1 (0.25%) Android
7 1 (0.25%) Apple iOS
7 1 (0.25%) Ubuntu
Processes & Methodologies
1 260 (64.52%) Agile Software Development
2 235 (58.31%) MVC
2 235 (58.31%) TDD
3 195 (48.39%) BDD
4 163 (40.45%) Web Application Development
5 138 (34.24%) OO
6 104 (25.81%) Software Engineering
7 70 (17.37%) Scrum
8 63 (15.63%) Continuous Integration
9 55 (13.65%) SDLC
10 48 (11.91%) Test Automation
11 46 (11.41%) DevOps
11 46 (11.41%) Web Development
12 40 (9.93%) Mentoring
12 40 (9.93%) Microservices
13 38 (9.43%) SOA
14 37 (9.18%) Coaching
15 30 (7.44%) E-Commerce
16 29 (7.20%) Unit Testing
17 28 (6.95%) Business Intelligence
Programming Languages
1 212 (52.61%) Ruby
2 187 (46.40%) C#
3 165 (40.94%) Java
4 158 (39.21%) JavaScript
5 123 (30.52%) SQL
6 69 (17.12%) Python
7 54 (13.40%) PHP
8 40 (9.93%) Scala
9 26 (6.45%) Go
10 22 (5.46%) Groovy
11 14 (3.47%) VB.NET
12 10 (2.48%) C
13 9 (2.23%) R
13 9 (2.23%) T-SQL
14 7 (1.74%) F#
14 7 (1.74%) Haskell
14 7 (1.74%) VB
14 7 (1.74%) VBScript
15 6 (1.49%) C++
15 6 (1.49%) TypeScript
Qualifications
1 69 (17.12%) Degree
2 32 (7.94%) Computer Science Degree
3 11 (2.73%) Master's Degree
4 7 (1.74%) ITIL Certification
5 4 (0.99%) Sun Certification
6 2 (0.50%) PhD
7 1 (0.25%) Security Cleared
Quality Assurance & Compliance
1 29 (7.20%) QA
2 11 (2.73%) Web Application Security Consortium
3 5 (1.24%) GCP
4 2 (0.50%) ISO 9001
5 1 (0.25%) Cyber Essentials
5 1 (0.25%) Data Quality
5 1 (0.25%) ISO/IEC 27001
5 1 (0.25%) TickIT
System Software
1 35 (8.68%) Docker
2 1 (0.25%) NFS
Systems Management
1 19 (4.71%) Puppet
2 15 (3.72%) Opscode Chef
3 11 (2.73%) Ansible
4 4 (0.99%) Kubernetes
5 3 (0.74%) Capistrano
5 3 (0.74%) Cobbler
5 3 (0.74%) Oozie
6 1 (0.25%) Consul
6 1 (0.25%) Failover Clustering
6 1 (0.25%) Galera Cluster
6 1 (0.25%) Kibana
6 1 (0.25%) Zipkin
Vendors
1 35 (8.68%) Oracle
2 23 (5.71%) Google
2 23 (5.71%) Microsoft
3 11 (2.73%) Facebook
4 8 (1.99%) Xamarin
5 7 (1.74%) SaltStack
6 4 (0.99%) Apigee
6 4 (0.99%) Percona
6 4 (0.99%) Sun
7 3 (0.74%) Cloudera
7 3 (0.74%) IBM
8 2 (0.50%) Cognos
9 1 (0.25%) Atlassian
9 1 (0.25%) SAP
9 1 (0.25%) Splunk
9 1 (0.25%) TIBCO
9 1 (0.25%) Twitter
9 1 (0.25%) Zend