Period
to 22 August 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 22 August 2017 with a comparison to the same period in the previous 2 years.

IPython
UK
6 months to
22 Aug 2017
Same period 2016 Same period 2015
Rank 1181 1215 1311
Rank change year-on-year +34 +96 -
Permanent jobs citing IPython 6 25 3
As % of all permanent IT jobs advertised in the UK 0.003% 0.013% 0.001%
As % of the Application Platforms category 0.019% 0.068% 0.007%
Number of salaries quoted 5 19 3
UK median annual salary £105,000 £60,000 £72,500
Median salary % change year-on-year +75.00% -17.24% -
10th Percentile £71,750 £45,250 £66,250
90th Percentile £119,250 £128,000 £87,750
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 31641 36649 42043
As % of all permanent IT jobs advertised in the UK 17.97% 18.60% 19.28%
Number of salaries quoted 25466 31174 34793
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,000 £26,268 £26,250
90th Percentile £76,250 £75,000 £72,500
UK excluding London median annual salary £41,000 £40,000 £40,000
% change year-on-year +2.50% - +3.90%

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 22 August 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 22 August 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 +49 6 £105,000 +75.00%
London +16 6 £105,000 +75.00%

For the 6 months to 22 August 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 6 (100.00%) Python
2 5 (83.33%) Pandas
3 4 (66.67%) NumPy
3 4 (66.67%) Degree
4 3 (50.00%) C++
4 3 (50.00%) Multithreading
4 3 (50.00%) Greenfield Project
5 2 (33.33%) High-Frequency Trading
5 2 (33.33%) Multithreaded Programming
5 2 (33.33%) Statistical Modelling
5 2 (33.33%) scikit-learn
5 2 (33.33%) Jupyter
5 2 (33.33%) C
5 2 (33.33%) SciPy
5 2 (33.33%) Computer Science
5 2 (33.33%) High Availability
5 2 (33.33%) Analytics
5 2 (33.33%) SQL
5 2 (33.33%) Finance
5 2 (33.33%) Data Analysis
5 2 (33.33%) Unix
5 2 (33.33%) Linux
5 2 (33.33%) Data Mining
5 2 (33.33%) Statistics
5 2 (33.33%) Refactoring
6 1 (16.67%) Mathematics
6 1 (16.67%) Physics
6 1 (16.67%) Marketing
6 1 (16.67%) Statistical Analysis
6 1 (16.67%) Project Management

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 2 (33.33%) Jupyter
2 1 (16.67%) Apache Spark
2 1 (16.67%) Tornado
Cloud Services
1 1 (16.67%) Amazon AWS
Database & Business Intelligence
1 2 (33.33%) Data Mining
2 1 (16.67%) Amazon Redshift
2 1 (16.67%) Big Data
2 1 (16.67%) Data Warehouse
General
1 2 (33.33%) Finance
2 1 (16.67%) Banking
2 1 (16.67%) Games
2 1 (16.67%) Investment Banking
2 1 (16.67%) Marketing
Job Titles
1 3 (50.00%) Developer
1 3 (50.00%) Python Developer
2 1 (16.67%) C++ Developer
2 1 (16.67%) Data Scientist
2 1 (16.67%) Project Manager
2 1 (16.67%) Risk Manager
2 1 (16.67%) Risk Project Manager
2 1 (16.67%) Technical Manager
2 1 (16.67%) Technical Project Manager
Libraries, Frameworks & Software Standards
1 5 (83.33%) Pandas
2 4 (66.67%) NumPy
3 2 (33.33%) scikit-learn
3 2 (33.33%) SciPy
4 1 (16.67%) Bokeh
4 1 (16.67%) Boost C++ Libraries
4 1 (16.67%) D3.js
4 1 (16.67%) Flask
4 1 (16.67%) PyMC3
4 1 (16.67%) RESTful
4 1 (16.67%) STL
4 1 (16.67%) TensorFlow
Miscellaneous
1 3 (50.00%) Greenfield Project
2 2 (33.33%) Computer Science
3 1 (16.67%) Algorithms
3 1 (16.67%) Analytical Skills
3 1 (16.67%) Credit Risk
3 1 (16.67%) Online Games
Operating Systems
1 2 (33.33%) Linux
1 2 (33.33%) Unix
Processes & Methodologies
1 3 (50.00%) Multithreading
2 2 (33.33%) Analytics
2 2 (33.33%) Data Analysis
2 2 (33.33%) High Availability
2 2 (33.33%) High-Frequency Trading
2 2 (33.33%) Multithreaded Programming
2 2 (33.33%) Refactoring
2 2 (33.33%) Statistical Modelling
2 2 (33.33%) Statistics
3 1 (16.67%) Actionable Insight
3 1 (16.67%) Coaching
3 1 (16.67%) Credit Risk Management
3 1 (16.67%) Data Engineering
3 1 (16.67%) Data Strategy
3 1 (16.67%) Kalman Filter
3 1 (16.67%) Mentoring
3 1 (16.67%) SDLC
3 1 (16.67%) SOLID
3 1 (16.67%) Statistical Analysis
3 1 (16.67%) Time Series Analysis
Programming Languages
1 6 (100.00%) Python
2 3 (50.00%) C++
3 2 (33.33%) C
3 2 (33.33%) SQL
4 1 (16.67%) Java
4 1 (16.67%) Scala
Qualifications
1 4 (66.67%) Degree
2 1 (16.67%) Computer Science Degree
2 1 (16.67%) MBA
2 1 (16.67%) PhD
System Software
1 1 (16.67%) Docker
Vendors
1 1 (16.67%) Tableau