The table below looks at the statistics for NumPy skills in IT contracts advertised for the City of London region. Included is a guide to the contractor rates offered in IT contracts that have cited NumPy over the 3 months to 4 December 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 156 154 -
Rank change year-on-year
-2 -
Contract jobs citing NumPy 8 4 0
As % of all contract IT jobs located in the City of London 0.25% 0.12% -
As % of the Libraries, Frameworks & Software Standards category 0.68% 0.36% -
Number of daily rates quoted 5 4 0
Median daily rate £575 £650 -
Median daily rate % change year-on-year
-11.53% -
UK excluding London median daily rate £438 £400 £390
% change year-on-year
+9.37% +2.56%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -
NumPy
London

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in contract jobs advertised in the City of London region.

Libraries, Frameworks & Software Standards Category
City of London
Contract IT job ads with a match in the
Libraries, Frameworks & Software Standards category
1182 1108 1725
As % of all contract IT jobs located in the City of London 37.18% 31.95% 29.53%
Number of daily rates quoted 1004 931 1375
Median daily rate £475 £450 £425
Median daily rate % change year-on-year
+5.55% +5.88%
90% offered a daily rate of more than £350 £325 £300
10% offered a daily rate of more than £602 £600 £600
UK excluding London median daily rate £380 £375 £350
% change year-on-year
+1.33% +7.14%
Number of hourly rates quoted 0 5 5
Median hourly rate - £26.32 £30.00
Median hourly rate % change year-on-year
- -12.26%
UK excluding London median hourly rate £40.00 £37.50 £35.00
% change year-on-year
+6.66% +7.14%

NumPy
Jobs Demand Trend in the City of London

The demand trend of contract jobs across the City of London region citing NumPy as a proportion of all IT contracts with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in the City of London

NumPy
Daily Rate Trend in the City of London

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing NumPy across the City of London region.

NumPy Daily Rate Trend in the City of London

NumPy
Top 30 Related IT Skills in the City of London

For the 6 months to 4 December 2016, IT contractor jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the City of London region with a requirement for NumPy.

1 9 (100.00%) Python
2 8 (88.89%) Pandas
3 7 (77.78%) Linux
4 5 (55.56%) Computer Science
5 4 (44.44%) Degree
5 4 (44.44%) Refactoring
5 4 (44.44%) C++
5 4 (44.44%) Pyramid
6 3 (33.33%) Analytical Skills
6 3 (33.33%) Docker
6 3 (33.33%) Flask
6 3 (33.33%) Multithreading
6 3 (33.33%) Git (software)
6 3 (33.33%) Parallel Computing
6 3 (33.33%) Twisted
6 3 (33.33%) HTML
6 3 (33.33%) JavaScript
6 3 (33.33%) CSS
6 3 (33.33%) PostgreSQL
6 3 (33.33%) Django
6 3 (33.33%) IPython
7 2 (22.22%) scikit-learn
7 2 (22.22%) Mathematics
7 2 (22.22%) Software Engineering
7 2 (22.22%) Statistics
7 2 (22.22%) Agile Software Development
7 2 (22.22%) MongoDB
7 2 (22.22%) SciPy
7 2 (22.22%) Scala
7 2 (22.22%) Algorithms

NumPy
Top Related IT Skills in the City of London 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 (33.33%) IPython
2 1 (11.11%) Apache Pig
Applications
1 1 (11.11%) SPSS
Database & Business Intelligence
1 3 (33.33%) PostgreSQL
2 2 (22.22%) MongoDB
3 1 (11.11%) Apache Cassandra
3 1 (11.11%) Apache Hive
3 1 (11.11%) Big Data
3 1 (11.11%) Data Mining
3 1 (11.11%) Hadoop
3 1 (11.11%) HBase
3 1 (11.11%) Impala
3 1 (11.11%) KDB
3 1 (11.11%) NoSQL
Development Applications
1 3 (33.33%) Git (software)
2 1 (11.11%) Maven
General
1 1 (11.11%) Front Office
Job Titles
1 7 (77.78%) Developer
1 7 (77.78%) Python Developer
2 3 (33.33%) Django Developer
2 3 (33.33%) Python/Django Developer
3 2 (22.22%) Data Scientist
4 1 (11.11%) C Developer
4 1 (11.11%) C/C++ Developer
4 1 (11.11%) C++ Developer
4 1 (11.11%) C++ Quantitative Developer
4 1 (11.11%) C++/Java Developer
4 1 (11.11%) Java Developer
4 1 (11.11%) Java Quantitative Developer
4 1 (11.11%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 8 (88.89%) Pandas
2 4 (44.44%) Pyramid
3 3 (33.33%) CSS
3 3 (33.33%) Django
3 3 (33.33%) Flask
3 3 (33.33%) HTML
3 3 (33.33%) Twisted
4 2 (22.22%) scikit-learn
4 2 (22.22%) SciPy
5 1 (11.11%) AngularJS
5 1 (11.11%) Celery
5 1 (11.11%) D3.js
5 1 (11.11%) Esper
5 1 (11.11%) TensorFlow
Miscellaneous
1 5 (55.56%) Computer Science
2 3 (33.33%) Analytical Skills
3 2 (22.22%) Algorithms
3 2 (22.22%) Mathematics
3 2 (22.22%) Statistics
3 2 (22.22%) User Experience
3 2 (22.22%) Visualisation
4 1 (11.11%) Artificial Intelligence
4 1 (11.11%) Hedge funds
Operating Systems
1 7 (77.78%) Linux
Processes & Methodologies
1 4 (44.44%) Refactoring
2 3 (33.33%) Multithreading
2 3 (33.33%) Parallel Computing
3 2 (22.22%) Agile Software Development
3 2 (22.22%) Software Engineering
4 1 (11.11%) Analytics
4 1 (11.11%) Anomaly Detection
4 1 (11.11%) Continuous Integration
4 1 (11.11%) Data Acquisition
4 1 (11.11%) Data Modelling
4 1 (11.11%) Data Visualisation
4 1 (11.11%) E-Commerce
4 1 (11.11%) Fraud Detection
4 1 (11.11%) Kanban
4 1 (11.11%) Machine Learning
4 1 (11.11%) OO
4 1 (11.11%) Scrum
4 1 (11.11%) Statistical Analysis
4 1 (11.11%) TDD
4 1 (11.11%) Unit Testing
Programming Languages
1 9 (100.00%) Python
2 4 (44.44%) C++
3 3 (33.33%) JavaScript
4 2 (22.22%) R
4 2 (22.22%) Scala
5 1 (11.11%) C
5 1 (11.11%) Java
5 1 (11.11%) SQL
Qualifications
1 4 (44.44%) Degree
2 1 (11.11%) PhD
System Software
1 3 (33.33%) Docker
Vendors
1 1 (11.11%) Oracle