Period
to 12 December 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 12 December 2017 with a comparison to the same period in the previous 2 years.

IPython
UK
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 1169 1209 1277
Rank change year-on-year +40 +68 -
Permanent jobs citing IPython 11 23 7
As % of all permanent IT jobs advertised in the UK 0.006% 0.012% 0.003%
As % of the Application Platforms category 0.036% 0.068% 0.017%
Number of salaries quoted 11 19 3
UK median annual salary £55,000 £95,000 £37,500
Median salary % change year-on-year -42.11% +153.33% -
10th Percentile £47,500 £57,500 £33,750
90th Percentile £105,000 £135,500 £71,250
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 30978 33865 40087
As % of all permanent IT jobs advertised in the UK 17.27% 18.18% 18.74%
Number of salaries quoted 25141 28533 33466
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 £77,500 £75,000 £73,750
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 12 December 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 12 December 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 0 11 £55,000 -42.11% 1
London -15 11 £55,000 -42.11% 1

For the 6 months to 12 December 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 11 (100.00%) Python
2 10 (90.91%) SciPy
2 10 (90.91%) NumPy
2 10 (90.91%) Pandas
3 8 (72.73%) Mentoring
3 8 (72.73%) Big Data
3 8 (72.73%) Apache Spark
3 8 (72.73%) Algorithms
3 8 (72.73%) Pair Programming
4 7 (63.64%) Apache
4 7 (63.64%) Agile Software Development
4 7 (63.64%) Statistical Analysis
4 7 (63.64%) Web Services
4 7 (63.64%) JavaScript
4 7 (63.64%) pytest
4 7 (63.64%) Flask
4 7 (63.64%) Kibana
4 7 (63.64%) Swagger
4 7 (63.64%) Apache Hive
4 7 (63.64%) Hadoop
4 7 (63.64%) REST
4 7 (63.64%) Elasticsearch
5 3 (27.27%) High Availability
5 3 (27.27%) C
5 3 (27.27%) C++
5 3 (27.27%) Unix
5 3 (27.27%) Finance
5 3 (27.27%) Degree
5 3 (27.27%) Multithreading
6 2 (18.18%) Linux

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 8 (72.73%) Apache Spark
2 7 (63.64%) Apache
2 7 (63.64%) Elasticsearch
3 1 (9.09%) Jupyter
Cloud Services
1 1 (9.09%) Amazon AWS
Database & Business Intelligence
1 8 (72.73%) Big Data
2 7 (63.64%) Apache Hive
2 7 (63.64%) Hadoop
3 1 (9.09%) Amazon Redshift
3 1 (9.09%) Data Mining
3 1 (9.09%) Data Warehouse
General
1 3 (27.27%) Finance
2 1 (9.09%) Front Office
2 1 (9.09%) Games
2 1 (9.09%) Marketing
Job Titles
1 10 (90.91%) Developer
1 10 (90.91%) Python Developer
2 7 (63.64%) Senior Developer
2 7 (63.64%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 10 (90.91%) NumPy
1 10 (90.91%) Pandas
1 10 (90.91%) SciPy
2 7 (63.64%) Flask
2 7 (63.64%) pytest
2 7 (63.64%) REST
2 7 (63.64%) Swagger
2 7 (63.64%) Web Services
3 1 (9.09%) Bokeh
3 1 (9.09%) Boost C++ Libraries
3 1 (9.09%) D3.js
3 1 (9.09%) PyMC3
3 1 (9.09%) scikit-learn
3 1 (9.09%) STL
3 1 (9.09%) TensorFlow
Miscellaneous
1 8 (72.73%) Algorithms
2 2 (18.18%) Greenfield Project
3 1 (9.09%) Computer Science
3 1 (9.09%) Online Games
Operating Systems
1 3 (27.27%) Unix
2 2 (18.18%) Linux
Processes & Methodologies
1 8 (72.73%) Mentoring
1 8 (72.73%) Pair Programming
2 7 (63.64%) Agile Software Development
2 7 (63.64%) Statistical Analysis
3 3 (27.27%) High Availability
3 3 (27.27%) Multithreading
4 2 (18.18%) Low Latency
4 2 (18.18%) Multithreaded Programming
5 1 (9.09%) Actionable Insight
5 1 (9.09%) Analytics
5 1 (9.09%) Coaching
5 1 (9.09%) Data Engineering
5 1 (9.09%) Data Strategy
5 1 (9.09%) Data Visualisation
5 1 (9.09%) Kalman Filter
5 1 (9.09%) Machine Learning
5 1 (9.09%) Predictive Modelling
5 1 (9.09%) SOLID
5 1 (9.09%) Statistical Modelling
5 1 (9.09%) Visualisation
Programming Languages
1 11 (100.00%) Python
2 7 (63.64%) JavaScript
3 3 (27.27%) C
3 3 (27.27%) C++
4 1 (9.09%) Scala
4 1 (9.09%) SQL
Qualifications
1 3 (27.27%) Degree
2 1 (9.09%) MBA
2 1 (9.09%) PhD
System Software
1 1 (9.09%) Docker
Systems Management
1 7 (63.64%) Kibana
Vendors
1 1 (9.09%) Tableau