Period
to 25 June 2018

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 25 June 2018 with a comparison to the same period in the previous 2 years.

IPython
UK
6 months to
25 Jun 2018
Same period 2017 Same period 2016
Rank 1175 1175 1283
Rank change year-on-year 0 +108 +27
Permanent jobs citing IPython 11 9 17
As % of all permanent IT jobs advertised in the UK 0.006% 0.005% 0.008%
As % of the Application Platforms category 0.038% 0.029% 0.045%
Number of salaries quoted 10 8 13
UK median annual salary £67,500 £92,500 £60,000
Median salary % change year-on-year -27.03% +54.17% -17.24%
10th Percentile £49,725 £63,500 £50,250
90th Percentile £125,125 £126,375 £110,500
UK excluding London median annual salary £59,250 - £60,000

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 29,003 30,958 37,671
As % of all permanent IT jobs advertised in the UK 16.67% 17.88% 18.80%
Number of salaries quoted 23,363 25,407 31,869
UK median annual salary £50,000 £46,500 £45,000
Median salary % change year-on-year +7.53% +3.33% -
10th Percentile £27,500 £26,750 £26,250
90th Percentile £80,000 £75,000 £73,500
UK excluding London median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

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 25 June 2018.

Salary histogram for IPython in the UK

IPython
Top 4 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 25 June 2018. 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 +19 11 £67,500 -27.03%
UK excluding London - 6 £59,250 -
South East - 6 £59,250 -
London -20 5 £107,500 +16.22%

For the 6 months to 25 June 2018, IT jobs citing IPython 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 with a requirement for IPython.

1 11 (100.00%) Python
2 10 (90.91%) NumPy
3 8 (72.73%) Pandas
3 8 (72.73%) SciPy
3 8 (72.73%) Unix
4 6 (54.55%) Git (software)
4 6 (54.55%) Algorithms
4 6 (54.55%) Matplotlib
4 6 (54.55%) Machine Learning
4 6 (54.55%) Big Data
5 5 (45.45%) Finance
6 4 (36.36%) Linux
6 4 (36.36%) Java
6 4 (36.36%) Multithreading
6 4 (36.36%) Degree
6 4 (36.36%) High Availability
6 4 (36.36%) Multithreaded Programming
7 3 (27.27%) Bokeh
7 3 (27.27%) Analytical Thinking
7 3 (27.27%) Data Science
7 3 (27.27%) Mentoring
7 3 (27.27%) Analytical Skills
7 3 (27.27%) scikit-learn
7 3 (27.27%) Jupyter
7 3 (27.27%) Spatial Analysis
7 3 (27.27%) D3.js
7 3 (27.27%) Statistical Modelling
7 3 (27.27%) Data Analytics
7 3 (27.27%) Analytics
7 3 (27.27%) Relational Database

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 (27.27%) Jupyter
Cloud Services
1 3 (27.27%) Amazon AWS
Database & Business Intelligence
1 6 (54.55%) Big Data
2 3 (27.27%) Apache Cassandra
2 3 (27.27%) CouchDB
2 3 (27.27%) MongoDB
2 3 (27.27%) MySQL
2 3 (27.27%) NoSQL
2 3 (27.27%) PostgreSQL
2 3 (27.27%) RDBMS
2 3 (27.27%) Relational Database
Development Applications
1 6 (54.55%) Git (software)
2 3 (27.27%) Subversion
General
1 5 (45.45%) Finance
2 2 (18.18%) Front Office
Job Titles
1 8 (72.73%) Developer
2 7 (63.64%) Python Developer
3 3 (27.27%) Analyst
3 3 (27.27%) Backend Developer
3 3 (27.27%) Cloud Developer
3 3 (27.27%) Data Analyst
3 3 (27.27%) NoSQL Developer
3 3 (27.27%) Research Analyst
4 1 (9.09%) Quantitative Developer
4 1 (9.09%) Senior Developer
4 1 (9.09%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 10 (90.91%) NumPy
2 8 (72.73%) Pandas
2 8 (72.73%) SciPy
3 6 (54.55%) Matplotlib
4 3 (27.27%) Bokeh
4 3 (27.27%) D3.js
4 3 (27.27%) scikit-learn
Miscellaneous
1 6 (54.55%) Algorithms
2 3 (27.27%) Analytical Skills
3 2 (18.18%) Greenfield Project
4 1 (9.09%) Derivative
Operating Systems
1 8 (72.73%) Unix
2 4 (36.36%) Linux
Processes & Methodologies
1 6 (54.55%) Machine Learning
2 4 (36.36%) High Availability
2 4 (36.36%) Multithreaded Programming
2 4 (36.36%) Multithreading
3 3 (27.27%) Analytical Thinking
3 3 (27.27%) Analytics
3 3 (27.27%) Data Analysis
3 3 (27.27%) Data Analytics
3 3 (27.27%) Data Science
3 3 (27.27%) Data Visualisation
3 3 (27.27%) DevOps
3 3 (27.27%) Mentoring
3 3 (27.27%) Spatial Analysis
3 3 (27.27%) Statistical Modelling
3 3 (27.27%) Statistics
3 3 (27.27%) Visualisation
4 1 (9.09%) Continuous Integration
4 1 (9.09%) Market Making
4 1 (9.09%) Risk Management
4 1 (9.09%) Test Automation
Programming Languages
1 11 (100.00%) Python
2 4 (36.36%) Java
3 3 (27.27%) Bash Shell
3 3 (27.27%) JavaScript
3 3 (27.27%) SQL
4 2 (18.18%) C++
5 1 (9.09%) C
Qualifications
1 4 (36.36%) Degree