Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 23 July 2017

The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Python skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Python over the 6 months to 23 July 2017 with a comparison to the same period in the previous 2 years.

Python
North West > Manchester
6 months to
23 Jul 2017		 Same period 2016 Same period 2015
Rank 40 86 130
Rank change year-on-year +46 +44 +17
Permanent jobs citing Python 566 214 159
As % of all permanent IT jobs advertised in Manchester 6.90% 3.02% 2.19%
As % of the Programming Languages category 11.48% 5.56% 4.22%
Number of salaries quoted 473 181 136
Manchester median annual salary £47,500 £42,500 £37,500
Median salary % change year-on-year +11.76% +13.33% -
10th Percentile £27,500 £27,500 £21,750
90th Percentile £70,000 £60,000 £55,000
North West median annual salary £46,000 £40,000 £37,500
% change year-on-year +15.00% +6.67% -

Python is in the programming language skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for programming language skills.

Programming Language Skills
Manchester
Permanent job vacancies with a requirement for programming language skills 4932 3850 3770
As % of all permanent IT job vacancies advertised in Manchester 60.12% 54.37% 51.97%
Number of salaries quoted 4267 3347 3275
Manchester median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £26,250 £25,000
90th Percentile £61,250 £60,000 £55,000
North West median annual salary £40,000 £40,000 £39,000
% change year-on-year - +2.56% +4.00%

Python
Job Vacancy Trend in Manchester

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

Job vacancy trend for Python in Manchester

Python
Salary Trend in Manchester

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

Salary trend for Python in Manchester

Python
Salary Histogram in Manchester

The salary distribution of IT jobs citing Python in Manchester over the 6 months to 23 July 2017.

Salary histogram for Python in Manchester

Python
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the Manchester region over the 6 months to 23 July 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
Stockport -4 18 £35,000 +16.67% 2
Oldham -6 13 £47,500 +26.67%
Bolton +11 12 £23,500 -
Rochdale +2 11 £46,000 -23.33%
Cheadle -2 6 £47,500 +58.33%
Salford -13 3 £32,500 -
Bury - 1 £55,000 -
Wigan - 1 £33,500 -
Python
North West

For the 6 months to 23 July 2017, IT jobs citing Python 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 Python.

1 274 (48.41%) Java
2 242 (42.76%) Agile Software Development
3 220 (38.87%) Linux
4 210 (37.10%) DevOps
5 189 (33.39%) SQL
6 183 (32.33%) Ruby
7 173 (30.57%) Puppet
8 170 (30.04%) Big Data
9 166 (29.33%) Opscode Chef
10 160 (28.27%) Amazon AWS
11 149 (26.33%) C++
12 133 (23.50%) Hadoop
13 130 (22.97%) Ansible
14 128 (22.61%) Machine Learning
15 120 (21.20%) Open Source
16 111 (19.61%) Test Automation
16 111 (19.61%) C#
17 110 (19.43%) Analytics
18 109 (19.26%) Windows
18 109 (19.26%) Continuous Integration
19 108 (19.08%) Bash Shell
20 104 (18.37%) Finance
21 103 (18.20%) Unix
22 96 (16.96%) Apache Spark
23 95 (16.78%) Marketing
24 94 (16.61%) .NET
25 92 (16.25%) Business Intelligence
26 91 (16.08%) Degree
26 91 (16.08%) Google
27 90 (15.90%) Software Engineering

Python
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 96 (16.96%) Apache Spark
2 50 (8.83%) Apache
3 47 (8.30%) OpenStack
4 29 (5.12%) CloudStack
5 26 (4.59%) SAS
6 22 (3.89%) Elasticsearch
7 19 (3.36%) Tomcat
8 18 (3.18%) Apache Pig
9 17 (3.00%) Confluence
10 14 (2.47%) nginx
11 9 (1.59%) WebLogic
12 8 (1.41%) OpenEdge
12 8 (1.41%) WebSphere
13 5 (0.88%) Jetty
14 4 (0.71%) GlassFish
14 4 (0.71%) JBoss
15 3 (0.53%) Apache Airflow
15 3 (0.53%) WordPress
16 2 (0.35%) Apache Solr
16 2 (0.35%) Tornado
Applications
1 15 (2.65%) SPSS
2 10 (1.77%) Microsoft Excel
3 4 (0.71%) Microsoft PowerPoint
3 4 (0.71%) S-PLUS
3 4 (0.71%) Stata
4 2 (0.35%) Microsoft Office
4 2 (0.35%) Photoshop
4 2 (0.35%) Spreadsheet
5 1 (0.18%) HipChat
5 1 (0.18%) Weka
Business Applications
1 2 (0.35%) Sage 200
2 1 (0.18%) SAP InfiniteInsight
Cloud Services
1 160 (28.27%) Amazon AWS
2 82 (14.49%) Microsoft Azure
3 71 (12.54%) Google Cloud Platform
4 40 (7.07%) AWS CloudFormation
5 20 (3.53%) Amazon EMR
6 16 (2.83%) Amazon EC2
7 9 (1.59%) Amazon S3
8 8 (1.41%) Amazon Kinesis
8 8 (1.41%) OpenShift
9 7 (1.24%) Amazon SQS
9 7 (1.24%) GitHub
10 6 (1.06%) AWS Lambda
11 5 (0.88%) Amazon ELB
11 5 (0.88%) AWS Elastic Beanstalk
12 4 (0.71%) Amazon ElastiCache
12 4 (0.71%) Google Analytics
13 2 (0.35%) SaaS
14 1 (0.18%) Adobe Analytics
14 1 (0.18%) Heroku
14 1 (0.18%) PaaS
Communications & Networking
1 21 (3.71%) HTTP
2 14 (2.47%) Internet
3 11 (1.94%) Firewall
3 11 (1.94%) TCP/IP
4 10 (1.77%) WAN
5 8 (1.41%) DNS
5 8 (1.41%) Kerberos
6 6 (1.06%) SAN
6 6 (1.06%) SSL
7 4 (0.71%) Asterisk PBX
7 4 (0.71%) BGP
7 4 (0.71%) IMAP
7 4 (0.71%) OSPF
7 4 (0.71%) RS-232
7 4 (0.71%) SMTP
7 4 (0.71%) SS7
7 4 (0.71%) VoIP
8 3 (0.53%) HSRP
8 3 (0.53%) Junos
8 3 (0.53%) MRTG
Database & Business Intelligence
1 170 (30.04%) Big Data
2 133 (23.50%) Hadoop
3 80 (14.13%) Relational Database
4 67 (11.84%) SQL Server
5 62 (10.95%) MySQL
6 31 (5.48%) Apache Hive
7 28 (4.95%) NoSQL
8 23 (4.06%) MongoDB
9 21 (3.71%) Amazon Redshift
9 21 (3.71%) PostgreSQL
10 17 (3.00%) Data Mining
11 16 (2.83%) Apache Cassandra
12 14 (2.47%) Data Warehouse
12 14 (2.47%) RDBMS
13 12 (2.12%) Redis
14 9 (1.59%) QlikView
15 5 (0.88%) Amazon RDS
15 5 (0.88%) SAS Visual Analytics
16 4 (0.71%) HBase
16 4 (0.71%) Riak
Development Applications
1 84 (14.84%) Jenkins
2 57 (10.07%) Selenium
3 53 (9.36%) Cucumber
3 53 (9.36%) JIRA
4 47 (8.30%) Git (software)
5 44 (7.77%) Atlassian Bamboo
6 28 (4.95%) JUnit
7 25 (4.42%) TeamCity
8 19 (3.36%) EasyMock
9 15 (2.65%) GitLab
10 14 (2.47%) Bitbucket
10 14 (2.47%) JMeter
10 14 (2.47%) LoadRunner
11 12 (2.12%) GoCD
12 10 (1.77%) Gatling
12 10 (1.77%) Octopus Deploy
13 9 (1.59%) Sonatype Nexus
14 8 (1.41%) Hudson
14 8 (1.41%) Visual Studio
15 7 (1.24%) Vagrant
General
1 104 (18.37%) Finance
2 95 (16.78%) Marketing
3 88 (15.55%) Telecoms
4 84 (14.84%) Electronics
5 81 (14.31%) Manufacturing
6 34 (6.01%) Retail
7 21 (3.71%) Games
8 12 (2.12%) Banking
9 8 (1.41%) Aerospace
9 8 (1.41%) Military
10 7 (1.24%) Advertising
11 4 (0.71%) Corporate Banking
11 4 (0.71%) Legal
12 1 (0.18%) Law
Job Titles
1 142 (25.09%) Developer
2 122 (21.55%) DevOps Engineer
3 61 (10.78%) Java Developer
4 57 (10.07%) Software Engineer
5 54 (9.54%) Software Developer
6 45 (7.95%) Linux Engineer
7 43 (7.60%) Cloud Engineer
7 43 (7.60%) Data Scientist
8 39 (6.89%) Architect
9 37 (6.54%) Java Software Developer
10 35 (6.18%) Analyst
11 33 (5.83%) Cloud Architect
11 33 (5.83%) DevOps Architect
12 32 (5.65%) Platform Engineer
12 32 (5.65%) Python Developer
13 30 (5.30%) Linux DevOps Engineer
13 30 (5.30%) Linux/Unix DevOps
14 29 (5.12%) Java Engineer
15 28 (4.95%) Junior
16 27 (4.77%) Junior Developer
Libraries, Frameworks & Software Standards
1 94 (16.61%) .NET
2 78 (13.78%) HTML
3 57 (10.07%) Web Services
4 52 (9.19%) CSS
5 44 (7.77%) Spring
6 34 (6.01%) RabbitMQ
7 32 (5.65%) Java EE
8 27 (4.77%) Node.js
9 26 (4.59%) Hibernate
10 25 (4.42%) MSMQ
11 24 (4.24%) AngularJS
12 21 (3.71%) jQuery
13 20 (3.53%) HTML5
13 20 (3.53%) SOAP
13 20 (3.53%) XML
14 17 (3.00%) EJB
14 17 (3.00%) JSON
15 16 (2.83%) CSS3
16 13 (2.30%) JSF
16 13 (2.30%) LAMP
Miscellaneous
1 69 (12.19%) Analytical Skills
2 47 (8.30%) Public Cloud
3 40 (7.07%) Computer Science
4 35 (6.18%) Algorithms
5 23 (4.06%) Data Structures
6 17 (3.00%) Linux Command Line
7 15 (2.65%) Cyberthreat
7 15 (2.65%) Greenfield Project
8 13 (2.30%) iPad
9 12 (2.12%) Wiki
10 9 (1.59%) Clustering
11 8 (1.41%) PKI
12 7 (1.24%) Mobile App
13 6 (1.06%) User Experience
14 4 (0.71%) Data Centre
15 3 (0.53%) 3D Graphics
15 3 (0.53%) Animation
15 3 (0.53%) Cyber Defence
15 3 (0.53%) Management Information System
16 2 (0.35%) FMCG
Operating Systems
1 220 (38.87%) Linux
2 109 (19.26%) Windows
3 103 (18.20%) Unix
4 41 (7.24%) Red Hat Enterprise Linux
5 31 (5.48%) CentOS
6 9 (1.59%) Windows Server 2008
7 8 (1.41%) Windows Server
7 8 (1.41%) Windows Server 2012
8 7 (1.24%) Ubuntu
9 4 (0.71%) Android
9 4 (0.71%) Apple iOS
9 4 (0.71%) Debian
9 4 (0.71%) Solaris
10 3 (0.53%) HPUX
11 2 (0.35%) SUSE
12 1 (0.18%) AIX
12 1 (0.18%) Data ONTAP
12 1 (0.18%) FreeBSD
Processes & Methodologies
1 242 (42.76%) Agile Software Development
2 210 (37.10%) DevOps
3 128 (22.61%) Machine Learning
4 120 (21.20%) Open Source
5 111 (19.61%) Test Automation
6 110 (19.43%) Analytics
7 109 (19.26%) Continuous Integration
8 92 (16.25%) Business Intelligence
9 90 (15.90%) Software Engineering
10 84 (14.84%) Scrum
11 78 (13.78%) Digital Marketing
12 77 (13.60%) Programme Management
13 76 (13.43%) Configuration Management
14 58 (10.25%) TDD
15 54 (9.54%) Test Scripting
16 51 (9.01%) OO
17 50 (8.83%) Mathematics
18 47 (8.30%) Continuous Delivery
19 43 (7.60%) Data Analytics
20 36 (6.36%) BDD
Programming Languages
1 274 (48.41%) Java
2 189 (33.39%) SQL
3 183 (32.33%) Ruby
4 149 (26.33%) C++
5 111 (19.61%) C#
6 108 (19.08%) Bash Shell
7 86 (15.19%) JavaScript
8 81 (14.31%) Shell Script
9 78 (13.78%) Perl
10 67 (11.84%) C
11 56 (9.89%) R
12 53 (9.36%) Go
13 52 (9.19%) PHP
14 40 (7.07%) MATLAB
15 36 (6.36%) Scala
16 31 (5.48%) Clojure
17 28 (4.95%) PowerShell
18 20 (3.53%) Haskell
19 4 (0.71%) Korn
20 2 (0.35%) Objective-C
Qualifications
1 91 (16.08%) Degree
2 60 (10.60%) PhD
3 42 (7.42%) Security Cleared
4 29 (5.12%) ISTQB
5 26 (4.59%) ISEB
6 25 (4.42%) DV Cleared
7 20 (3.53%) Numerate Degree
8 16 (2.83%) Computer Science Degree
9 9 (1.59%) HND
10 7 (1.24%) AWS Certification
10 7 (1.24%) ISTQB Foundation Certification
11 5 (0.88%) Postgraduate
12 4 (0.71%) Master's Degree
13 3 (0.53%) ITIL Certification
14 1 (0.18%) SAS Certification
Quality Assurance & Compliance
1 36 (6.36%) QA
2 11 (1.94%) GCP
3 4 (0.71%) PCI DSS
4 2 (0.35%) Data Quality
5 1 (0.18%) Actionable Recommendations
5 1 (0.18%) ISO/IEC 27001
System Software
1 78 (13.78%) Docker
2 32 (5.65%) vSphere
3 29 (5.12%) VMware Infrastructure
3 29 (5.12%) Xen
4 28 (4.95%) XenServer
5 20 (3.53%) Hyper-V
6 11 (1.94%) Active Directory
7 8 (1.41%) HDFS
7 8 (1.41%) PowerHA
8 7 (1.24%) Firmware
9 3 (0.53%) KVM
9 3 (0.53%) NFS
10 1 (0.18%) etcd
10 1 (0.18%) flannel
10 1 (0.18%) OpenSIPS
10 1 (0.18%) Postfix
10 1 (0.18%) qmail
Systems Management
1 173 (30.57%) Puppet
2 166 (29.33%) Opscode Chef
3 130 (22.97%) Ansible
4 37 (6.54%) Terraform
5 31 (5.48%) Kubernetes
6 28 (4.95%) Cobbler
6 28 (4.95%) Tivoli
7 25 (4.42%) Mesos
8 12 (2.12%) HP Quality Center
8 12 (2.12%) Packer
9 11 (1.94%) Nagios
10 10 (1.77%) Salt
11 8 (1.41%) CFEngine
12 7 (1.24%) Docker Swarm
13 4 (0.71%) Control-M
13 4 (0.71%) Hadoop YARN
13 4 (0.71%) Kibana
13 4 (0.71%) logstash
14 3 (0.53%) SCCM
14 3 (0.53%) SCOM
Vendors
1 91 (16.08%) Google
2 81 (14.31%) SAP
3 63 (11.13%) Oracle
4 57 (10.07%) VMware
5 51 (9.01%) Red Hat
6 28 (4.95%) EnterpriseDB
7 18 (3.18%) HP
8 16 (2.83%) Atlassian
9 13 (2.30%) Cloudera
10 11 (1.94%) Microsoft
11 9 (1.59%) Rackspace
12 8 (1.41%) Tableau
12 8 (1.41%) Veeam
12 8 (1.41%) Veritas
12 8 (1.41%) Zerto
13 7 (1.24%) SaltStack
14 6 (1.06%) Cisco
14 6 (1.06%) Foundry
15 5 (0.88%) IBM
15 5 (0.88%) Splunk
DevOps Engineer
Manchester, Lancashire
Bright Executive Recruitment
Salary: £30000 - £85000 per annum + Additional Benefits
Posted: 3 days ago
Deployment Engineer - Linux/Bash/Virtualisation - £50k
Manchester, Lancashire
Roc Search
Salary: £45000 - £50000 per annum
Posted: 2 days ago
DevOps Engineer (AWS, Linux)
Manchester, Lancashire
Amsource Technology Ltd
Salary: From £40,000 to £65,000 per annum
Posted: 3 days ago
DevOps / Platform Engineer
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £60,000 per annum plus excellent benefits
Posted: 2 days ago
Data Scientist
Manchester, Lancashire
Churchill Frank
Salary: £55000 - £60000 per annum
Posted: 2 days ago
Software Developer - Java or PHP or Python - Manchester
Manchester, Lancashire
Myles Roberts
Salary: £30000 - £60000 per annum + Excellent Benefits
Posted: 4 days ago
Data Applications Engineer - Real Time Microservices (Bangkok)
Manchester, Lancashire
Big Wednesday Digital Ltd
Salary: £45000 - £75000 per annum + Negotiable
Posted: 2 days ago
Devops Engineer
Greater Manchester
Monarch Recruitment
Salary: £60000 - £65000 per annum, Benefits Excellent benefits
Posted: 4 days ago
Senior Cloud Engineer - Manchester - £60,000 + Benefits
Manchester, Lancashire
Opus Recruitment Solutions Ltd
Salary: £45000 - £60000 per annum
Posted: 3 days ago
Senior Software Engineer (Polymer/Node)- Manchester - £40k-£60
Greater Manchester
Colston Consulting
Salary: £40000 - £60000 per annum
Posted: 3 days ago
AWS/Infrastructure Architect/DevOps
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £60,000 per annum
Posted: 5 days ago
Software Engineer
Manchester, Lancashire
Alpha IT Resourcing
Salary: From £40,000 to £60,000 per annum
Posted: 6 days ago
Lead Systems Engineer / Technical Architect
Manchester, Lancashire
X4 Group
Salary: £55k - 60k per year
Posted: 4 days ago
Python Developer
Manchester, Lancashire
Myles Roberts
Salary: £40000 - £60000 per annum + Excellent Benefits
Posted: 10 days ago
Java Developer - Manchester
Manchester, Lancashire
Myles Roberts
Salary: £40000 - £60000 per annum + Excellent Benefits
Posted: 11 days ago
Data Scientist - Pre-Sales and R&D - Tech Start-Up
Manchester, Lancashire
Cathcart Associates Ltd
Salary: £25000 - £50000 per annum + share scheme / flexible hours
Posted: 2 days ago
Head of Data Science
Manchester, Lancashire
Churchill Frank
Salary: £90000 - £110000 per annum + benefits
Posted: 4 days ago
Data Scientist
Manchester, Lancashire
Amsource Technology Ltd
Salary: From £40,000 to £60,000 per annum
Posted: 3 days ago
Software Tester
Stockport, Cheshire
BOSCH Automotive Service Solutions
Salary: £Competitive + Benefits
Posted: 6 days ago
Java Software Developer - South Manchester £60K
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £60000 per annum + Benefits + Bonus
Posted: 6 days ago
Security Operations Analyst
Manchester, Lancashire
IT Lab
Posted: 4 days ago
Data Scientist
Manchester, Lancashire
Searchability
Salary: £40000 - £50000 per annum + Benefits
Posted: 6 days ago
Head of Big Data Development
Manchester, Lancashire
Searchability
Salary: £50000 - £60000 per annum + Benefits
Posted: 6 days ago
Linux Engineer
Manchester, Lancashire
UKFast
Salary: From £18,000 to £26,000 per annum depending on experience.
Posted: 10 days ago
Senior DevOps Engineer - Retail Banking Systems
Manchester, Lancashire
Lloyds Banking Group
Salary: £53600 - £71500 per annum + Package
Posted: 12 days ago
Enterprise Linux Engineer
Manchester, Lancashire
UKFast
Salary: From £25,000 to £40,000 per annum depending on experience.
Posted: 10 days ago
Infrastructure Engineer- Windows Server - Active Directory - VM
Manchester, Lancashire
Itecco
Salary: £18000 - £24000 per annum + healthcare / pension / vouchers
Posted: 5 days ago
Cyber Security Analyst
Manchester, Lancashire
Peninsula
Salary: £0 - 50k per year
Posted: 12 days ago
CPA Testing Consultant
Manchester, Lancashire
NCC Group
Salary: Competitive salary, bonus and car allowance
Posted: 24 days ago
Junior Infrastructure Engineer
Manchester, Lancashire
Car finance 247
Salary: £18000 - £24000 per annum + benefits
Posted: 27 days ago