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 8 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
8 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 396 413 436
Rank change year-on-year
+17 +23
Contract jobs citing NumPy 31 11 2
As % of all contract IT jobs located in London 0.14% 0.049% 0.008%
As % of the Libraries, Frameworks & Software Standards category 0.41% 0.15% 0.028%
Number of daily rates quoted 24 11 1
Median daily rate £500 £600 £275
Median daily rate % change year-on-year
-16.66% +118.18%
UK excluding London median daily rate £450 £400 £390
% change year-on-year
+12.50% +2.56%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -
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
7516 7409 7246
As % of all contract IT jobs located in London 34.94% 32.84% 30.71%
Number of daily rates quoted 5681 5622 5528
Median daily rate £455 £450 £425
Median daily rate % change year-on-year
+1.11% +5.88%
90% offered a daily rate of more than £341 £320 £300
10% offered a daily rate of more than £600 £580 £588
UK excluding London median daily rate £380 £375 £350
% change year-on-year
+1.33% +7.14%
Number of hourly rates quoted 29 41 35
Median hourly rate £45.00 £24.23 £37.25
Median hourly rate % change year-on-year
+85.72% -34.95%
90% offered a hourly rate of more than £27.50 £20.50 £16.00
10% offered a hourly rate of more than £50.00 £50.00 £70.00
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 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 8 December 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 8 December 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 -2 8 £575 -11.53% 4
Docklands, London - 1 - -
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 8 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 London region with a requirement for NumPy.

1 41 (100.00%) Python
2 34 (82.93%) Pandas
3 25 (60.98%) SciPy
4 21 (51.22%) scikit-learn
5 16 (39.02%) Machine Learning
5 16 (39.02%) Computer Science
6 13 (31.71%) Matplotlib
7 12 (29.27%) R
8 11 (26.83%) Hadoop
8 11 (26.83%) Big Data
9 10 (24.39%) Mathematics
9 10 (24.39%) Statistics
9 10 (24.39%) Agile Software Development
9 10 (24.39%) PhD
9 10 (24.39%) Linux
10 9 (21.95%) Java
11 8 (19.51%) Scala
11 8 (19.51%) Analytics
12 7 (17.07%) Apache Spark
12 7 (17.07%) Apache Hive
12 7 (17.07%) C++
12 7 (17.07%) OO
12 7 (17.07%) Front Office
12 7 (17.07%) Finance
12 7 (17.07%) Scrum
12 7 (17.07%) Software Engineering
12 7 (17.07%) Degree
13 6 (14.63%) Data Modelling
13 6 (14.63%) TensorFlow
14 5 (12.20%) SQL

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 7 (17.07%) Apache Spark
2 3 (7.32%) Apache Pig
2 3 (7.32%) IPython
2 3 (7.32%) SAS
3 1 (2.44%) Apache
Applications
1 4 (9.76%) SPSS
2 1 (2.44%) Stata
Cloud Services
1 3 (7.32%) Amazon AWS
2 1 (2.44%) Amazon EC2
2 1 (2.44%) Amazon EMR
2 1 (2.44%) Amazon S3
2 1 (2.44%) AWS Data Pipeline
2 1 (2.44%) Cloud Computing
2 1 (2.44%) Google Cloud Platform
Database & Business Intelligence
1 11 (26.83%) Big Data
1 11 (26.83%) Hadoop
2 7 (17.07%) Apache Hive
3 4 (9.76%) HBase
4 3 (7.32%) PostgreSQL
4 3 (7.32%) Text Mining
5 2 (4.88%) MongoDB
5 2 (4.88%) MySQL
5 2 (4.88%) NoSQL
6 1 (2.44%) Amazon RDS
6 1 (2.44%) Amazon Redshift
6 1 (2.44%) Apache Cassandra
6 1 (2.44%) Data Mining
6 1 (2.44%) Impala
6 1 (2.44%) KDB
Development Applications
1 3 (7.32%) Git (software)
2 2 (4.88%) Jenkins
2 2 (4.88%) JIRA
3 1 (2.44%) Eclipse
3 1 (2.44%) Maven
General
1 7 (17.07%) Finance
1 7 (17.07%) Front Office
2 4 (9.76%) Banking
3 1 (2.44%) Investment Banking
3 1 (2.44%) Legal
Job Titles
1 26 (63.41%) Developer
2 25 (60.98%) Python Developer
3 11 (26.83%) Data Scientist
4 3 (7.32%) Django Developer
4 3 (7.32%) Machine Learning Scientist
4 3 (7.32%) Python/Django Developer
5 2 (4.88%) Big Data Engineer
5 2 (4.88%) Data Engineer
5 2 (4.88%) Front Office Developer
5 2 (4.88%) Java Developer
5 2 (4.88%) Quantitative Developer
5 2 (4.88%) Senior Data Scientist
6 1 (2.44%) Big Data Developer
6 1 (2.44%) C Developer
6 1 (2.44%) C++ Developer
6 1 (2.44%) C++ Quantitative Developer
6 1 (2.44%) C++/Java Developer
6 1 (2.44%) Infrastructure Specialist
6 1 (2.44%) Senior Data Warehouse Specialist
6 1 (2.44%) Technical Specialist
Libraries, Frameworks & Software Standards
1 34 (82.93%) Pandas
2 25 (60.98%) SciPy
3 21 (51.22%) scikit-learn
4 13 (31.71%) Matplotlib
5 6 (14.63%) TensorFlow
6 4 (9.76%) Flask
6 4 (9.76%) Pyramid
7 3 (7.32%) Celery
7 3 (7.32%) CSS
7 3 (7.32%) Django
7 3 (7.32%) HTML
7 3 (7.32%) Twisted
8 2 (4.88%) D3.js
8 2 (4.88%) OpenCV
8 2 (4.88%) PyQt
8 2 (4.88%) RabbitMQ
9 1 (2.44%) AngularJS
9 1 (2.44%) Esper
9 1 (2.44%) Natural Language Processing
9 1 (2.44%) Web Services
Miscellaneous
1 16 (39.02%) Computer Science
2 10 (24.39%) Mathematics
2 10 (24.39%) Statistics
3 5 (12.20%) Algorithms
4 4 (9.76%) Analytical Skills
5 3 (7.32%) Artificial Intelligence
5 3 (7.32%) Hedge funds
5 3 (7.32%) Visualisation
6 2 (4.88%) Credit Risk
6 2 (4.88%) Derivative
6 2 (4.88%) Fixed Income
6 2 (4.88%) User Experience
7 1 (2.44%) Fintech
7 1 (2.44%) Social Media
7 1 (2.44%) STB
7 1 (2.44%) Swaptions
Operating Systems
1 10 (24.39%) Linux
2 1 (2.44%) Windows
Processes & Methodologies
1 16 (39.02%) Machine Learning
2 10 (24.39%) Agile Software Development
3 8 (19.51%) Analytics
4 7 (17.07%) OO
4 7 (17.07%) Scrum
4 7 (17.07%) Software Engineering
5 6 (14.63%) Data Modelling
6 5 (12.20%) Kanban
6 5 (12.20%) TDD
7 4 (9.76%) E-Commerce
7 4 (9.76%) MapReduce
7 4 (9.76%) Refactoring
8 3 (7.32%) Business Intelligence
8 3 (7.32%) Cluster Analysis
8 3 (7.32%) Memory Management
8 3 (7.32%) Multithreading
8 3 (7.32%) Parallel Computing
8 3 (7.32%) Risk Management
9 2 (4.88%) Open Source
9 2 (4.88%) Predictive Analytics
Programming Languages
1 41 (100.00%) Python
2 12 (29.27%) R
3 9 (21.95%) Java
4 8 (19.51%) Scala
5 7 (17.07%) C++
6 5 (12.20%) SQL
7 4 (9.76%) C
8 3 (7.32%) JavaScript
Qualifications
1 10 (24.39%) PhD
2 7 (17.07%) Degree
System Software
1 3 (7.32%) Docker
Vendors
1 1 (2.44%) Cloudera
1 1 (2.44%) Google
1 1 (2.44%) Oracle
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