Period
to 21 October 2017

The following table provides summary statistics for permanent job vacancies with a requirement for IPython skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited IPython over the 6 months to 21 October 2017 with a comparison to the same period in the previous 2 years.

IPython
UK
6 months to
21 Oct 2017
Same period 2016 Same period 2015
Rank 1174 1198 1298
Rank change year-on-year +24 +100 -
Permanent jobs citing IPython 4 24 4
As % of all permanent IT jobs advertised in the UK 0.002% 0.013% 0.002%
As % of the Application Platforms category 0.013% 0.068% 0.010%
Number of salaries quoted 4 19 4
UK median annual salary £67,500 £95,000 £55,000
Median salary % change year-on-year -28.95% +72.73% -
10th Percentile £47,500 £47,250 £33,750
90th Percentile £104,000 £131,500 £78,750
UK excluding London median annual salary - - -

IPython is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 31075 35135 41716
As % of all permanent IT jobs advertised in the UK 17.85% 18.39% 19.04%
Number of salaries quoted 25033 29672 34749
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,000 £26,750 £26,250
90th Percentile £76,250 £75,000 £72,500
UK excluding London median annual salary £40,000 £40,000 £40,000

IPython
Job Vacancy Trend

Job postings citing IPython as a percentage of all IT jobs advertised.

Job vacancy trend for IPython in the UK

IPython
Salary Trend

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

Salary trend for IPython in the UK

IPython
Salary Histogram

The salary distribution of IT jobs citing IPython over the 6 months to 21 October 2017.

Salary histogram for IPython in the UK

IPython
Top 2 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing IPython within the UK over the 6 months to 21 October 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
England +39 4 £67,500 -28.95%
London +9 4 £67,500 -28.95%

For the 6 months to 21 October 2017, IT jobs citing IPython also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for IPython.

1 4 (100.00%) Python
2 3 (75.00%) Pair Programming
2 3 (75.00%) SciPy
2 3 (75.00%) NumPy
2 3 (75.00%) Big Data
2 3 (75.00%) Apache Spark
2 3 (75.00%) Algorithms
2 3 (75.00%) Pandas
2 3 (75.00%) Mentoring
3 2 (50.00%) Apache
3 2 (50.00%) pytest
3 2 (50.00%) Swagger
3 2 (50.00%) Flask
3 2 (50.00%) Kibana
3 2 (50.00%) Elasticsearch
3 2 (50.00%) Apache Hive
3 2 (50.00%) REST
3 2 (50.00%) Statistical Analysis
3 2 (50.00%) Hadoop
3 2 (50.00%) Degree
3 2 (50.00%) Web Services
3 2 (50.00%) Agile Software Development
3 2 (50.00%) JavaScript
4 1 (25.00%) SQL
4 1 (25.00%) C
4 1 (25.00%) C++
4 1 (25.00%) PhD
4 1 (25.00%) Data Warehouse
4 1 (25.00%) Data Modelling
4 1 (25.00%) Data Mining

IPython
Co-occurring IT Skills 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 3 (75.00%) Apache Spark
2 2 (50.00%) Apache
2 2 (50.00%) Elasticsearch
3 1 (25.00%) Jupyter
Cloud Services
1 1 (25.00%) Amazon AWS
Database & Business Intelligence
1 3 (75.00%) Big Data
2 2 (50.00%) Apache Hive
2 2 (50.00%) Hadoop
3 1 (25.00%) Amazon Redshift
3 1 (25.00%) Data Mining
3 1 (25.00%) Data Warehouse
General
1 1 (25.00%) Finance
1 1 (25.00%) Games
1 1 (25.00%) Marketing
Job Titles
1 3 (75.00%) Developer
1 3 (75.00%) Python Developer
2 2 (50.00%) Senior Developer
2 2 (50.00%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 3 (75.00%) NumPy
1 3 (75.00%) Pandas
1 3 (75.00%) SciPy
2 2 (50.00%) Flask
2 2 (50.00%) pytest
2 2 (50.00%) REST
2 2 (50.00%) Swagger
2 2 (50.00%) Web Services
3 1 (25.00%) Bokeh
3 1 (25.00%) D3.js
3 1 (25.00%) PyMC3
3 1 (25.00%) scikit-learn
3 1 (25.00%) TensorFlow
Miscellaneous
1 3 (75.00%) Algorithms
2 1 (25.00%) Computer Science
2 1 (25.00%) Greenfield Project
2 1 (25.00%) Online Games
Operating Systems
1 1 (25.00%) Linux
1 1 (25.00%) Unix
Processes & Methodologies
1 3 (75.00%) Mentoring
1 3 (75.00%) Pair Programming
2 2 (50.00%) Agile Software Development
2 2 (50.00%) Statistical Analysis
3 1 (25.00%) Analytics
3 1 (25.00%) Data Visualisation
3 1 (25.00%) High Availability
3 1 (25.00%) Low Latency
3 1 (25.00%) Machine Learning
3 1 (25.00%) Mathematics
3 1 (25.00%) Multithreading
3 1 (25.00%) Physics
3 1 (25.00%) Predictive Modelling
3 1 (25.00%) Product Management
3 1 (25.00%) Product Marketing
3 1 (25.00%) Refactoring
3 1 (25.00%) Statistical Modelling
3 1 (25.00%) Statistics
3 1 (25.00%) TDD
3 1 (25.00%) Visualisation
Programming Languages
1 4 (100.00%) Python
2 2 (50.00%) JavaScript
3 1 (25.00%) C
3 1 (25.00%) C++
3 1 (25.00%) Scala
3 1 (25.00%) SQL
Qualifications
1 2 (50.00%) Degree
2 1 (25.00%) MBA
2 1 (25.00%) PhD
System Software
1 1 (25.00%) Docker
Systems Management
1 2 (50.00%) Kibana
Vendors
1 1 (25.00%) Tableau