The table below looks at the statistics for NumPy skills in IT contracts advertised for the London region. Included is a guide to the contractor rates offered in IT contracts that have cited NumPy over the 3 months to 31 July 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
31 Jul 2016
Same period 2015 Same period 2014
NumPy
Rank 423 407 428
Rank change year-on-year
-16 +21
Contract jobs citing NumPy 11 25 12
As % of all contract IT jobs located in London 0.050% 0.11% 0.051%
As % of the Libraries, Frameworks & Software Standards category 0.15% 0.34% 0.16%
Number of daily rates quoted 8 21 12
Median daily rate £575 £625 £575
Median daily rate % change year-on-year
-8.00% +8.69%
90% offered a daily rate of more than £413 £575 £500
10% offered a daily rate of more than £630 £650 £648
UK excluding London median daily rate £380 - -
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £42.50 - -
NumPy
England

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 London region.

Libraries, Frameworks & Software Standards Category
London
Contract IT job ads with a match in the
Libraries, Frameworks & Software Standards category
7357 7396 7286
As % of all contract IT jobs located in London 33.22% 31.50% 30.97%
Number of daily rates quoted 5529 5371 5190
Median daily rate £450 £425 £425
Median daily rate % change year-on-year
+5.88% -
90% offered a daily rate of more than £325 £313 £300
10% offered a daily rate of more than £590 £592 £575
UK excluding London median daily rate £375 £350 £340
% change year-on-year
+7.14% +2.94%
Number of hourly rates quoted 32 53 44
Median hourly rate £44.13 £30.00 £45.00
Median hourly rate % change year-on-year
+47.10% -33.33%
90% offered a hourly rate of more than £20.60 £16.51 £17.50
10% offered a hourly rate of more than £190.00 £62.50 £53.00
UK excluding London median hourly rate £40.00 £40.00 £35.00
% change year-on-year
- +14.28%

NumPy
Jobs Demand Trend in London

The demand trend of contract jobs across the 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 London

NumPy
Daily Rate Trend in London

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

NumPy Daily Rate Trend in London

NumPy
Daily Rate Histogram in London

This chart provides a histogram of daily rates quoted in contract IT jobs citing NumPy across the London region over the 3 months to 31 July 2016.

NumPy Daily Rate Histogram in London

NumPy
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the London region over the 3 months to 31 July 2016. 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
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
City of London +34 2 - - 8
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 31 July 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 London region with a requirement for NumPy.

1 22 (100.00%) Python
2 19 (86.36%) SciPy
2 19 (86.36%) Pandas
3 17 (77.27%) Agile Software Development
4 14 (63.64%) SQL
5 11 (50.00%) SQL Server
5 11 (50.00%) MS Excel
5 11 (50.00%) TDD
5 11 (50.00%) Pair Programming
6 6 (27.27%) Analytics
7 5 (22.73%) Computer Science
7 5 (22.73%) Algorithms
8 4 (18.18%) Visualisation
9 3 (13.64%) Hadoop
9 3 (13.64%) Predictive Analytics
9 3 (13.64%) Mathematics
9 3 (13.64%) Statistics
9 3 (13.64%) Apache Pig
9 3 (13.64%) Big Data
9 3 (13.64%) Apache Hive
9 3 (13.64%) R
9 3 (13.64%) Machine Learning
9 3 (13.64%) Data Analysis
9 3 (13.64%) Artificial Intelligence
9 3 (13.64%) Business Intelligence
9 3 (13.64%) SPSS
9 3 (13.64%) PhD
9 3 (13.64%) Java
9 3 (13.64%) SAS
9 3 (13.64%) Linear Regression

NumPy
Top Related IT Skills in 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 (13.64%) Apache Pig
1 3 (13.64%) Apache Spark
1 3 (13.64%) SAS
2 1 (4.55%) IPython
Applications
1 11 (50.00%) MS Excel
2 3 (13.64%) SPSS
Database & Business Intelligence
1 11 (50.00%) SQL Server
2 3 (13.64%) Apache Hive
2 3 (13.64%) Big Data
2 3 (13.64%) Hadoop
3 2 (9.09%) KDB
3 2 (9.09%) MongoDB
4 1 (4.55%) MySQL
Development Applications
1 2 (9.09%) Maven
2 1 (4.55%) Eclipse
2 1 (4.55%) Jenkins
2 1 (4.55%) JIRA
General
1 2 (9.09%) Finance
1 2 (9.09%) Front Office
Job Titles
1 18 (81.82%) Developer
1 18 (81.82%) Python Developer
2 3 (13.64%) Data Scientist
2 3 (13.64%) Machine Learning Scientist
3 2 (9.09%) C Developer
3 2 (9.09%) C/C++ Developer
3 2 (9.09%) C++ Developer
3 2 (9.09%) C++ Quantitative Developer
3 2 (9.09%) C++/Java Developer
3 2 (9.09%) Java Developer
3 2 (9.09%) Java Quantitative Developer
3 2 (9.09%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 19 (86.36%) Pandas
1 19 (86.36%) SciPy
2 3 (13.64%) scikit-learn
3 2 (9.09%) AngularJS
3 2 (9.09%) D3.js
3 2 (9.09%) Esper
3 2 (9.09%) Flask
3 2 (9.09%) Pyramid
4 1 (4.55%) Celery
4 1 (4.55%) OpenCV
4 1 (4.55%) PyQt
4 1 (4.55%) RabbitMQ
Miscellaneous
1 5 (22.73%) Algorithms
1 5 (22.73%) Computer Science
2 4 (18.18%) Visualisation
3 3 (13.64%) Artificial Intelligence
3 3 (13.64%) Mathematics
3 3 (13.64%) Statistics
4 2 (9.09%) Hedge funds
5 1 (4.55%) Credit Risk
5 1 (4.55%) Derivative
5 1 (4.55%) STB
Operating Systems
1 2 (9.09%) Linux
Processes & Methodologies
1 17 (77.27%) Agile Software Development
2 11 (50.00%) Pair Programming
2 11 (50.00%) TDD
3 6 (27.27%) Analytics
4 3 (13.64%) Business Intelligence
4 3 (13.64%) Data Analysis
4 3 (13.64%) Linear Regression
4 3 (13.64%) Machine Learning
4 3 (13.64%) Predictive Analysis
4 3 (13.64%) Predictive Analytics
5 2 (9.09%) Continuous Integration
5 2 (9.09%) Data Acquisition
5 2 (9.09%) Data Analytics
5 2 (9.09%) ETL
5 2 (9.09%) Refactoring
5 2 (9.09%) Risk Management
5 2 (9.09%) Software Engineering
5 2 (9.09%) Unit Testing
6 1 (4.55%) Risk Analytics
6 1 (4.55%) Test Scripting
Programming Languages
1 22 (100.00%) Python
2 14 (63.64%) SQL
3 3 (13.64%) Java
3 3 (13.64%) R
4 2 (9.09%) C
4 2 (9.09%) C++
Qualifications
1 3 (13.64%) PhD
2 2 (9.09%) Degree
System Software
1 1 (4.55%) Apache Flume
Systems Management
1 1 (4.55%) Oozie
Vendors
1 2 (9.09%) Oracle