Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
North West > Manchester
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 177 203 239
Rank change year-on-year +26 +36 +4
Permanent jobs citing Data Analytics 115 87 30
As % of all permanent IT jobs advertised in Manchester 1.45% 1.16% 0.40%
As % of the Processes & Methodologies category 1.59% 1.27% 0.44%
Number of salaries quoted 97 79 16
Manchester median annual salary £50,000 £50,000 £34,000
Median salary % change year-on-year - +47.06% -25.68%
10th Percentile £30,450 £27,500 £22,250
90th Percentile £68,100 £76,250 £65,202
North West median annual salary £50,000 £42,500 £36,750
% change year-on-year +17.65% +15.65% -16.48%

Data Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for process or methodology skills.

All Process and Methodology Skills
Manchester
Permanent vacancies with a requirement for process or methodology skills 7227 6825 6809
As % of all permanent IT jobs advertised in Manchester 91.11% 91.09% 90.88%
Number of salaries quoted 5971 5849 5647
Manchester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% +3.90%
10th Percentile £26,500 £26,750 £25,000
90th Percentile £66,000 £63,750 £60,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

Data Analytics
Job Vacancy Trend in Manchester

Job postings citing Data Analytics as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Analytics in Manchester

Data Analytics
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analytics in Manchester.

Salary trend for Data Analytics in Manchester

Data Analytics
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Analytics in Manchester over the 6 months to 24 November 2017.

Salary histogram for Data Analytics in Manchester

Data Analytics
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analytics within the Manchester region over the 6 months to 24 November 2017. 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
Bolton - 13 £50,000 -
Stockport -7 4 £46,250 +23.33%
Oldham - 3 £22,500 -
Salford - 1 £37,500 -
Data Analytics
North West

For the 6 months to 24 November 2017, IT jobs citing Data Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Manchester region with a requirement for Data Analytics.

1 115 (100.00%) Analytics
2 41 (35.65%) Agile Software Development
3 36 (31.30%) HTML
3 36 (31.30%) JavaScript
4 33 (28.70%) CSS
4 33 (28.70%) Business Intelligence
5 32 (27.83%) Big Data
6 31 (26.96%) SQL
7 30 (26.09%) Python
7 30 (26.09%) MongoDB
8 29 (25.22%) Software Engineering
9 27 (23.48%) Java
10 26 (22.61%) jQuery
10 26 (22.61%) Relational Database
11 25 (21.74%) Degree
12 24 (20.87%) Hadoop
12 24 (20.87%) DevOps
12 24 (20.87%) HTML5
12 24 (20.87%) Machine Learning
13 23 (20.00%) Spring
13 23 (20.00%) Linux
13 23 (20.00%) Finance
13 23 (20.00%) Scrum
14 22 (19.13%) TDD
14 22 (19.13%) Apache Spark
15 20 (17.39%) AngularJS
15 20 (17.39%) CSS3
16 19 (16.52%) Microservices
17 17 (14.78%) SQL Server
17 17 (14.78%) SAS

Data Analytics
Co-occurring IT Skills in Manchester 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 22 (19.13%) Apache Spark
2 17 (14.78%) SAS
3 12 (10.43%) Apache Pig
4 10 (8.70%) Elasticsearch
5 5 (4.35%) Confluence
6 4 (3.48%) OpenStack
7 1 (0.87%) Apache
7 1 (0.87%) BizTalk Server
7 1 (0.87%) Tornado
Applications
1 10 (8.70%) SPSS
2 6 (5.22%) S-PLUS
2 6 (5.22%) Stata
3 2 (1.74%) Chatbot
4 1 (0.87%) GNU Octave
4 1 (0.87%) Microsoft Project
4 1 (0.87%) Photoshop
4 1 (0.87%) Weka
Business Applications
1 1 (0.87%) SAP ERP
Cloud Services
1 16 (13.91%) Amazon AWS
1 16 (13.91%) SaaS
2 15 (13.04%) Microsoft Azure
3 6 (5.22%) GitHub
4 1 (0.87%) Adobe Creative Cloud
4 1 (0.87%) Cortana Intelligence Suite
Communications & Networking
1 5 (4.35%) HTTP
2 4 (3.48%) BGP
2 4 (3.48%) Firewall
2 4 (3.48%) LAN
2 4 (3.48%) MPLS
2 4 (3.48%) Network Security
2 4 (3.48%) OSPF
2 4 (3.48%) WAN
2 4 (3.48%) Wireless
3 3 (2.61%) Skype
4 2 (1.74%) Internet
Database & Business Intelligence
1 32 (27.83%) Big Data
2 30 (26.09%) MongoDB
3 26 (22.61%) Relational Database
4 24 (20.87%) Hadoop
5 17 (14.78%) Apache Hive
5 17 (14.78%) SQL Server
6 16 (13.91%) MySQL
7 14 (12.17%) CouchDB
8 12 (10.43%) RDBMS
9 11 (9.57%) Data Mining
9 11 (9.57%) NoSQL
10 9 (7.83%) Apache Accumulo
11 7 (6.09%) QlikView
12 6 (5.22%) Apache Cassandra
13 5 (4.35%) SQL Server Integration Services
13 5 (4.35%) Text Mining
14 4 (3.48%) Data Warehouse
14 4 (3.48%) PostgreSQL
15 3 (2.61%) HBase
16 2 (1.74%) Data Lake
Development Applications
1 14 (12.17%) Git (software)
2 13 (11.30%) Maven
3 9 (7.83%) Eclipse
4 6 (5.22%) JIRA
5 4 (3.48%) Bitbucket
5 4 (3.48%) Jenkins
5 4 (3.48%) JUnit
5 4 (3.48%) Sonatype Nexus
5 4 (3.48%) Vagrant
6 2 (1.74%) NUnit
7 1 (0.87%) Axure RP
7 1 (0.87%) Codeception
7 1 (0.87%) Grunt
7 1 (0.87%) gulp
7 1 (0.87%) PHPUnit
General
1 23 (20.00%) Finance
2 8 (6.96%) Marketing
3 7 (6.09%) Electronics
3 7 (6.09%) Manufacturing
3 7 (6.09%) Telecoms
4 5 (4.35%) Banking
4 5 (4.35%) Games
5 4 (3.48%) Legal
6 2 (1.74%) Military
6 2 (1.74%) Retail
7 1 (0.87%) Local Government
Job Titles
1 31 (26.96%) Developer
2 20 (17.39%) Data Scientist
3 19 (16.52%) Software Engineer
4 10 (8.70%) Analyst
4 10 (8.70%) Lead Developer
4 10 (8.70%) Lead Software Engineer
4 10 (8.70%) Software Developer
5 9 (7.83%) Lead Software Developer
6 8 (6.96%) Analytics Manager
7 6 (5.22%) Java Engineer
7 6 (5.22%) Java Software Engineer
7 6 (5.22%) Junior
8 5 (4.35%) Architect
8 5 (4.35%) Data Analyst
8 5 (4.35%) Data Manager
8 5 (4.35%) Security Analyst
9 4 (3.48%) Information Analyst
9 4 (3.48%) Information Security Analyst
9 4 (3.48%) PHP Developer
9 4 (3.48%) SQL Developer
Libraries, Frameworks & Software Standards
1 36 (31.30%) HTML
2 33 (28.70%) CSS
3 26 (22.61%) jQuery
4 24 (20.87%) HTML5
5 23 (20.00%) Spring
6 20 (17.39%) AngularJS
6 20 (17.39%) CSS3
7 15 (13.04%) .NET
7 15 (13.04%) Node.js
8 13 (11.30%) ASP.NET
8 13 (11.30%) Hibernate
8 13 (11.30%) Web Services
9 11 (9.57%) Backbone.js
9 11 (9.57%) Middleware
9 11 (9.57%) React
9 11 (9.57%) RESTful
10 9 (7.83%) Apache Camel
10 9 (7.83%) Apache Jena
10 9 (7.83%) Play Framework
10 9 (7.83%) Spring Boot
Miscellaneous
1 15 (13.04%) Analytical Skills
1 15 (13.04%) User Experience
2 9 (7.83%) Management Information System
2 9 (7.83%) PKI
3 6 (5.22%) Mobile App
4 5 (4.35%) Computer Science
5 4 (3.48%) Data Structures
5 4 (3.48%) Driving Licence
5 4 (3.48%) Smart Energy
5 4 (3.48%) Smart Meter
6 3 (2.61%) Algorithms
6 3 (2.61%) Greenfield Project
6 3 (2.61%) Online Banking
7 2 (1.74%) Social Media
7 2 (1.74%) Taxonomies
8 1 (0.87%) Data Protection Act
8 1 (0.87%) Enterprise Software
8 1 (0.87%) iSeries
8 1 (0.87%) NHS
8 1 (0.87%) PMI
Operating Systems
1 23 (20.00%) Linux
2 7 (6.09%) Android
2 7 (6.09%) Apple iOS
3 1 (0.87%) Unix
Processes & Methodologies
1 115 (100.00%) Analytics
2 41 (35.65%) Agile Software Development
3 33 (28.70%) Business Intelligence
4 29 (25.22%) Software Engineering
5 24 (20.87%) DevOps
5 24 (20.87%) Machine Learning
6 23 (20.00%) Scrum
7 22 (19.13%) TDD
8 19 (16.52%) Microservices
9 15 (13.04%) Visualisation
10 14 (12.17%) Open Source
11 13 (11.30%) MVC
12 12 (10.43%) Continuous Integration
12 12 (10.43%) Project Management
13 11 (9.57%) Mentoring
14 10 (8.70%) Coaching
14 10 (8.70%) Data Management
14 10 (8.70%) Mathematics
14 10 (8.70%) SDLC
15 9 (7.83%) Neural Network
Programming Languages
1 36 (31.30%) JavaScript
2 31 (26.96%) SQL
3 30 (26.09%) Python
4 27 (23.48%) Java
5 16 (13.91%) C#
5 16 (13.91%) Ruby
6 14 (12.17%) C
6 14 (12.17%) R
7 9 (7.83%) C++
7 9 (7.83%) Perl
7 9 (7.83%) PHP
8 8 (6.96%) MATLAB
8 8 (6.96%) Scala
9 6 (5.22%) Apple Swift
9 6 (5.22%) Objective-C
10 1 (0.87%) T-SQL
Qualifications
1 25 (21.74%) Degree
2 11 (9.57%) Security Cleared
3 9 (7.83%) DV Cleared
3 9 (7.83%) Numerate Degree
4 7 (6.09%) PhD
5 5 (4.35%) CISA
6 4 (3.48%) CCNP
6 4 (3.48%) Cisco Certification
6 4 (3.48%) ISO 27001 Lead Auditor
6 4 (3.48%) JNCIP
7 1 (0.87%) ACCA
7 1 (0.87%) CIPFA
7 1 (0.87%) CISM
7 1 (0.87%) Computer Science Degree
7 1 (0.87%) Master's Degree
7 1 (0.87%) PMI Certification
7 1 (0.87%) QiCA
Quality Assurance & Compliance
1 12 (10.43%) QA
2 5 (4.35%) Data Quality
2 5 (4.35%) ISO/IEC 27001
3 4 (3.48%) ISO/IEC 27005
4 1 (0.87%) GDPR
4 1 (0.87%) PCI DSS
4 1 (0.87%) Sarbanes-Oxley
System Software
1 9 (7.83%) Hyper-V
1 9 (7.83%) VMware Infrastructure
2 5 (4.35%) Docker
3 4 (3.48%) Active Directory
Systems Management
1 4 (3.48%) Opscode Chef
1 4 (3.48%) Puppet
2 3 (2.61%) EMC NetWorker
Vendors
1 11 (9.57%) Microsoft
1 11 (9.57%) Oracle
2 9 (7.83%) VMware
3 8 (6.96%) SAP
3 8 (6.96%) Xamarin
4 6 (5.22%) Tableau
5 4 (3.48%) Cisco
5 4 (3.48%) Juniper
5 4 (3.48%) Rackspace
6 3 (2.61%) Informatica
6 3 (2.61%) Splunk
7 2 (1.74%) Cognizant
7 2 (1.74%) IBM
8 1 (0.87%) Adobe
8 1 (0.87%) Citrix
8 1 (0.87%) Google
8 1 (0.87%) Greenplum
8 1 (0.87%) MicroStrategy
8 1 (0.87%) Netezza
8 1 (0.87%) Teradata