Period
to 19 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton 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 19 December 2018 with a comparison to the same period in the previous 2 years.

Python
Northamptonshire > Northampton
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 58 35 74
Rank change year-on-year -23 +39 +24
Permanent jobs citing Python 25 43 25
As % of all permanent IT jobs advertised in Northampton 3.18% 6.19% 2.59%
As % of the Programming Languages category 5.57% 12.08% 5.48%
Number of salaries quoted 23 68 65
Northampton median annual salary £70,000 £29,000 £36,000
Median salary % change year-on-year +141.38% -19.44% +2.86%
10th Percentile £39,000 £27,000 £32,500
90th Percentile £90,000 £56,250 £42,500
Northamptonshire median annual salary £52,500 £29,000 £36,000
% change year-on-year +81.03% -19.44% -10.00%

Python is in the Programming Languages category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Northampton with a requirement for coding skills.

All Programming Languages
Northampton
Permanent vacancies with a requirement for coding skills 449 356 456
As % of all permanent IT jobs advertised in Northampton 57.05% 51.22% 47.30%
Number of salaries quoted 360 279 306
Northampton median annual salary £42,500 £37,500 £41,500
Median salary % change year-on-year +13.33% -9.64% +10.67%
10th Percentile £27,500 £21,250 £27,500
90th Percentile £62,500 £68,150 £58,125
Northamptonshire median annual salary £42,500 £41,250 £40,000
% change year-on-year +3.03% +3.13% +3.90%

Python
Job Vacancy Trend in Northampton

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

Job vacancy trend for Python in Northampton

Python
Salary Trend in Northampton

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

Salary trend for Python in Northampton

Python
Salary Histogram in Northampton

The salary distribution of IT jobs citing Python in Northampton over the 6 months to 19 December 2018.

Salary histogram for Python in Northampton

For the 6 months to 19 December 2018, IT jobs citing Python 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 Northampton region with a requirement for Python.

1 16 (64.00%) Java
1 16 (64.00%) Agile Software Development
2 15 (60.00%) SQL
3 12 (48.00%) Finance
3 12 (48.00%) Hadoop
3 12 (48.00%) Machine Learning
3 12 (48.00%) Big Data
4 11 (44.00%) Git (software)
5 10 (40.00%) AngularJS
5 10 (40.00%) Apache Spark
6 9 (36.00%) NoSQL
6 9 (36.00%) REST
6 9 (36.00%) Scala
6 9 (36.00%) Amazon AWS
6 9 (36.00%) Stakeholder Management
6 9 (36.00%) Banking
7 8 (32.00%) Oracle
7 8 (32.00%) Spring
7 8 (32.00%) Scrum
7 8 (32.00%) TDD
7 8 (32.00%) Continuous Integration
7 8 (32.00%) DevOps
7 8 (32.00%) Greenfield Project
7 8 (32.00%) Java 8
8 7 (28.00%) Twitter Bootstrap
8 7 (28.00%) JavaScript
8 7 (28.00%) C++
8 7 (28.00%) Data Modelling
9 6 (24.00%) Hibernate
9 6 (24.00%) Microsoft Azure

Python
Co-occurring IT Skills in Northampton 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 10 (40.00%) Apache Spark
2 2 (8.00%) Elasticsearch
2 2 (8.00%) SAS
3 1 (4.00%) WordPress
Cloud Services
1 9 (36.00%) Amazon AWS
2 6 (24.00%) Google Cloud Platform
2 6 (24.00%) Microsoft Azure
3 5 (20.00%) IBM Cloud
4 1 (4.00%) Amazon EC2
4 1 (4.00%) Amazon ELB
4 1 (4.00%) Amazon S3
4 1 (4.00%) Amazon SQS
4 1 (4.00%) AWS CloudFormation
4 1 (4.00%) GitHub
4 1 (4.00%) Route 53
4 1 (4.00%) Virtual Private Cloud
Communications & Networking
1 1 (4.00%) Network Security
Database & Business Intelligence
1 12 (48.00%) Big Data
1 12 (48.00%) Hadoop
2 9 (36.00%) NoSQL
3 5 (20.00%) BigQuery
3 5 (20.00%) Data Warehouse
3 5 (20.00%) Star Schema
4 3 (12.00%) MySQL
5 2 (8.00%) Apache Hive
5 2 (8.00%) PostgreSQL
6 1 (4.00%) Amazon Aurora
6 1 (4.00%) Amazon RDS
6 1 (4.00%) Data Lake
6 1 (4.00%) Data Mining
6 1 (4.00%) HBase
6 1 (4.00%) Impala
6 1 (4.00%) SAS Enterprise Guide
6 1 (4.00%) Text Mining
Development Applications
1 11 (44.00%) Git (software)
2 6 (24.00%) Jenkins
3 1 (4.00%) Octopus Deploy
3 1 (4.00%) TeamCity
General
1 12 (48.00%) Finance
2 9 (36.00%) Banking
3 2 (8.00%) Automotive
4 1 (4.00%) Financial Institution
4 1 (4.00%) Marketing
Job Titles
1 9 (36.00%) Developer
2 5 (20.00%) Architect
2 5 (20.00%) Data Architect
2 5 (20.00%) Java Developer
2 5 (20.00%) Senior Architect
2 5 (20.00%) Senior Data Architect
3 3 (12.00%) Senior Developer
3 3 (12.00%) Senior Java Developer
3 3 (12.00%) Web Developer
4 2 (8.00%) Full Stack Developer
4 2 (8.00%) Full Stack Web Developer
4 2 (8.00%) Lead Developer
4 2 (8.00%) Lead Java Developer
4 2 (8.00%) Lead Software Engineer
4 2 (8.00%) Software Developer
4 2 (8.00%) Software Engineer
5 1 (4.00%) AWS DevOps
5 1 (4.00%) AWS DevOps Engineer
5 1 (4.00%) Data Engineer
5 1 (4.00%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 10 (40.00%) AngularJS
2 9 (36.00%) REST
3 8 (32.00%) Spring
4 7 (28.00%) Twitter Bootstrap
5 6 (24.00%) Hibernate
5 6 (24.00%) Redux
6 5 (20.00%) Elastic Stack
6 5 (20.00%) JSON
6 5 (20.00%) XML
7 4 (16.00%) Kafka
8 3 (12.00%) CSS
8 3 (12.00%) HTML
8 3 (12.00%) NumPy
8 3 (12.00%) Pandas
8 3 (12.00%) React
9 2 (8.00%) Django
9 2 (8.00%) J2EE
9 2 (8.00%) Java EE
9 2 (8.00%) Node.js
9 2 (8.00%) Spring MVC
Miscellaneous
1 8 (32.00%) Greenfield Project
2 6 (24.00%) Fintech
3 3 (12.00%) Analytical Skills
4 2 (8.00%) Algorithms
4 2 (8.00%) User Experience
5 1 (4.00%) Credit Risk
5 1 (4.00%) Management Information System
5 1 (4.00%) Self-Motivation
Operating Systems
1 3 (12.00%) Linux
2 2 (8.00%) Unix
3 1 (4.00%) Windows
3 1 (4.00%) Windows Server
Processes & Methodologies
1 16 (64.00%) Agile Software Development
2 12 (48.00%) Machine Learning
3 9 (36.00%) Stakeholder Management
4 8 (32.00%) Continuous Integration
4 8 (32.00%) DevOps
4 8 (32.00%) Scrum
4 8 (32.00%) TDD
5 7 (28.00%) Data Modelling
6 6 (24.00%) Fraud Detection
6 6 (24.00%) SDLC
6 6 (24.00%) Waterfall
7 5 (20.00%) Data Architecture
7 5 (20.00%) Master Data Management
7 5 (20.00%) Monetization
8 4 (16.00%) Software Engineering
9 3 (12.00%) Analytics
9 3 (12.00%) Computer Science
9 3 (12.00%) Front End Development
9 3 (12.00%) Test Automation
9 3 (12.00%) Web Development
Programming Languages
1 16 (64.00%) Java
2 15 (60.00%) SQL
3 9 (36.00%) Scala
4 8 (32.00%) Java 8
5 7 (28.00%) C++
5 7 (28.00%) JavaScript
6 3 (12.00%) PHP
6 3 (12.00%) Ruby
7 2 (8.00%) R
8 1 (4.00%) Bash Shell
8 1 (4.00%) PowerShell
Qualifications
1 3 (12.00%) Degree
2 1 (4.00%) Computer Science Degree
2 1 (4.00%) Master's Degree
Quality Assurance & Compliance
1 1 (4.00%) Data Quality
1 1 (4.00%) QA
System Software
1 6 (24.00%) Docker
2 2 (8.00%) Apache Flume
Systems Management
1 4 (16.00%) Kibana
2 2 (8.00%) logstash
3 1 (4.00%) Ansible
3 1 (4.00%) Grafana
3 1 (4.00%) Hadoop YARN
3 1 (4.00%) Opscode Chef
3 1 (4.00%) Packer
3 1 (4.00%) Puppet
3 1 (4.00%) Terraform
Vendors
1 8 (32.00%) Oracle
2 5 (20.00%) Cloudera
2 5 (20.00%) Google
2 5 (20.00%) MapR
3 2 (8.00%) Splunk