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 3 months to 27 April 2017 with a comparison to the same period in the previous 2 years.

IPython
UK
3 months to
27 Apr 2017
Same period 2016 Same period 2015
Rank 859 942 984
Rank change year-on-year +83 +42  
Permanent jobs citing IPython 6 8 1
As % of all permanent IT jobs advertised in the UK 0.007% 0.008% 0.001%
As % of the Application Platforms category 0.039% 0.041% 0.005%
Number of salaries quoted 5 6 1
Median salary £75,000 £58,750 £90,000
Median salary % change year-on-year +27.65% -34.72%  
UK excluding London median salary - - -

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

Application Platform Skills
UK
Permanent job vacancies with a requirement for application platform skills 15402 19705 21669
As % of all permanent IT job vacancies advertised in the UK 17.91% 18.99% 19.58%
Number of salaries quoted 12680 16706 17843
Median salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.55% -  
90% offered a salary of more than £29,000 £27,500 £27,500
10% offered a salary of more than £72,500 £70,000 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

IPython
Job Vacancy Trend

The job posting trend of jobs advertised citing IPython as a proportion of all permanent or contract IT jobs with a match in the Application Platforms category.

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 3 months to 27 April 2017.

Salary histogram for IPython in the UK

IPython
Top 3 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 3 months to 27 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +91 6 £75,000 +27.65%
London +70 6 £75,000 +27.65%
City of London +37 4 £73,750 +28.26%

For the 6 months to 27 April 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 14 (100.00%) Python
2 13 (92.86%) NumPy
3 12 (85.71%) Pandas
4 11 (78.57%) SciPy
5 10 (71.43%) Greenfield Project
5 10 (71.43%) Multithreading
5 10 (71.43%) Degree
6 9 (64.29%) Unix
6 9 (64.29%) Multithreaded Programming
6 9 (64.29%) High Availability
7 8 (57.14%) C++
8 7 (50.00%) Finance
8 7 (50.00%) C
9 5 (35.71%) Linux
9 5 (35.71%) High-Frequency Trading
10 3 (21.43%) SQL
11 2 (14.29%) STL
11 2 (14.29%) OO
11 2 (14.29%) Automated Testing
11 2 (14.29%) Data Analysis
11 2 (14.29%) TDD
11 2 (14.29%) Data Structures
11 2 (14.29%) Boost C++ Libraries
11 2 (14.29%) Unit Testing
11 2 (14.29%) Low Latency
12 1 (7.14%) Performance Tuning
12 1 (7.14%) Tornado
12 1 (7.14%) Flask
12 1 (7.14%) Time Series Analysis
12 1 (7.14%) Analytical Skills

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 1 (7.14%) Jupyter
1 1 (7.14%) Tornado
Database & Business Intelligence
1 1 (7.14%) Data Mining
General
1 7 (50.00%) Finance
2 1 (7.14%) Banking
2 1 (7.14%) Front Office
2 1 (7.14%) Investment Banking
Job Titles
1 12 (85.71%) Developer
1 12 (85.71%) Python Developer
2 3 (21.43%) Quantitative Developer
3 1 (7.14%) Algorithmic Trading Developer
3 1 (7.14%) C++ Developer
3 1 (7.14%) Data Scientist
3 1 (7.14%) Project Manager
3 1 (7.14%) Risk Manager
3 1 (7.14%) Risk Project Manager
3 1 (7.14%) Technical Manager
3 1 (7.14%) Technical Project Manager
Libraries, Frameworks & Software Standards
1 13 (92.86%) NumPy
2 12 (85.71%) Pandas
3 11 (78.57%) SciPy
4 2 (14.29%) Boost C++ Libraries
4 2 (14.29%) STL
5 1 (7.14%) Flask
5 1 (7.14%) RESTful
5 1 (7.14%) scikit-learn
Miscellaneous
1 10 (71.43%) Greenfield Project
2 2 (14.29%) Data Structures
3 1 (7.14%) Analytical Skills
3 1 (7.14%) Computer Science
3 1 (7.14%) Credit Risk
3 1 (7.14%) Hedge funds
Operating Systems
1 9 (64.29%) Unix
2 5 (35.71%) Linux
Processes & Methodologies
1 10 (71.43%) Multithreading
2 9 (64.29%) High Availability
2 9 (64.29%) Multithreaded Programming
3 5 (35.71%) High-Frequency Trading
4 2 (14.29%) Automated Testing
4 2 (14.29%) Data Analysis
4 2 (14.29%) Low Latency
4 2 (14.29%) OO
4 2 (14.29%) TDD
4 2 (14.29%) Unit Testing
5 1 (7.14%) Agile Software Development
5 1 (7.14%) Algorithmic Trading
5 1 (7.14%) Data Cleansing
5 1 (7.14%) Migration
5 1 (7.14%) Project Management
5 1 (7.14%) Refactoring
5 1 (7.14%) Release Management
5 1 (7.14%) Statistical Analysis
5 1 (7.14%) Statistics
5 1 (7.14%) Use Case
Programming Languages
1 14 (100.00%) Python
2 8 (57.14%) C++
3 7 (50.00%) C
4 3 (21.43%) SQL
5 1 (7.14%) Java
Qualifications
1 10 (71.43%) Degree