The following table provides summary statistics for contract job vacancies advertised in London with a requirement for NumPy skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited NumPy over the 3 months to 23 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

NumPy
England / London
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 382 415 402
Rank change year-on-year +33 -13  
Contract jobs citing NumPy 40 12 21
As % of all contract IT jobs advertised in London 0.19% 0.055% 0.090%
As % of the Libraries, Frameworks & Software Standards category 0.54% 0.17% 0.29%
Number of daily rates quoted 33 10 17
Median daily rate £525 £575 £625
Median daily rate % change year-on-year -8.69% -8.00%  
90% offered a daily rate of more than £400 £384 £445
10% offered a daily rate of more than £670 £600 £650
UK excluding London median daily rate £475 £388 -
% change year-on-year +22.58% -  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - £40.00 -

NumPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in London with a requirement for industry standards, technical specifications and software library and framework skills.

Contract Software Library & Framework Skills
London
Contract job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 7413 7002 7336
As % of all contract IT job vacancies advertised in London 35.85% 32.37% 31.31%
Number of daily rates quoted 5507 5376 5334
Median daily rate £480 £450 £425
Median daily rate % change year-on-year +6.66% +5.88%  
90% offered a daily rate of more than £350 £325 £300
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £400 £375 £350
% change year-on-year +6.66% +7.14%  
Number of hourly rates quoted 54 23 51
Median hourly rate £30.00 £40.00 £22.50
Median hourly rate % change year-on-year -25.00% +77.77%  
90% offered a hourly rate of more than £16.00 £20.00 £16.17
10% offered a hourly rate of more than £55.00 £190.00 £60.00
UK excluding London median hourly rate £42.50 £36.00 £40.00
% change year-on-year +18.05% -10.00%  

NumPy
Job Vacancy Trend in London

The job posting trend of jobs advertised in London citing NumPy as a proportion of all contract or permanent IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for NumPy in London

NumPy
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for NumPy in London

NumPy
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing NumPy in London over the 3 months to 23 June 2017.

Contractor daily rate histogram for NumPy 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 23 June 2017. 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 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 0 3 £415 - 1
NumPy
England

For the 6 months to 23 June 2017, 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 69 (98.57%) Python
2 64 (91.43%) Pandas
3 37 (52.86%) SQL
4 34 (48.57%) SciPy
5 23 (32.86%) Agile Software Development
6 22 (31.43%) OO
7 20 (28.57%) scikit-learn
8 19 (27.14%) OOP
9 18 (25.71%) Test Automation
9 18 (25.71%) Jenkins
10 17 (24.29%) OpenCV
10 17 (24.29%) TDD
11 16 (22.86%) JIRA
11 16 (22.86%) MySQL
11 16 (22.86%) PyQt
11 16 (22.86%) Computer Science
12 15 (21.43%) Test Scripting
12 15 (21.43%) RabbitMQ
12 15 (21.43%) Scrum
13 14 (20.00%) Finance
14 13 (18.57%) Machine Learning
14 13 (18.57%) Degree
14 13 (18.57%) Algorithms
15 12 (17.14%) STB
15 12 (17.14%) Data Modelling
16 11 (15.71%) Git (software)
17 10 (14.29%) Hadoop
17 10 (14.29%) Visualisation
17 10 (14.29%) PostgreSQL
18 9 (12.86%) Scala

NumPy
Co-occurring 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 9 (12.86%) Apache Spark
2 5 (7.14%) Jupyter
3 2 (2.86%) Apache Pig
3 2 (2.86%) Elasticsearch
4 1 (1.43%) Apache
4 1 (1.43%) Apache Airflow
4 1 (1.43%) Luigi
Applications
1 2 (2.86%) GNU Octave
2 1 (1.43%) Weka
Cloud Services
1 7 (10.00%) GitHub
2 2 (2.86%) Amazon AWS
3 1 (1.43%) Amazon EC2
3 1 (1.43%) AWS Lambda
3 1 (1.43%) Google Cloud Platform
3 1 (1.43%) SaaS
Database & Business Intelligence
1 16 (22.86%) MySQL
2 10 (14.29%) Hadoop
2 10 (14.29%) PostgreSQL
3 9 (12.86%) Big Data
4 8 (11.43%) SQL Server
5 7 (10.00%) Apache Hive
6 6 (8.57%) NoSQL
7 5 (7.14%) Apache Cassandra
7 5 (7.14%) RDBMS
7 5 (7.14%) Relational Database
8 4 (5.71%) MongoDB
8 4 (5.71%) Sqoop
9 3 (4.29%) HBase
10 2 (2.86%) Data Mining
10 2 (2.86%) Redis
11 1 (1.43%) Blockchain
11 1 (1.43%) Flink
11 1 (1.43%) Impala
11 1 (1.43%) Pentaho
Development Applications
1 18 (25.71%) Jenkins
2 16 (22.86%) JIRA
3 11 (15.71%) Git (software)
4 7 (10.00%) Team Foundation Server
5 3 (4.29%) Bower
5 3 (4.29%) Moq
5 3 (4.29%) MSTest
5 3 (4.29%) NUnit
5 3 (4.29%) Rhino Mocks
General
1 14 (20.00%) Finance
2 5 (7.14%) Front Office
3 3 (4.29%) Financial Institution
3 3 (4.29%) Marketing
4 1 (1.43%) Banking
4 1 (1.43%) Retail
Job Titles
1 45 (64.29%) Developer
2 40 (57.14%) Python Developer
3 20 (28.57%) Data Scientist
4 11 (15.71%) Automation Developer
5 8 (11.43%) Agile Developer
6 5 (7.14%) Django Developer
7 4 (5.71%) Machine Learning Scientist
7 4 (5.71%) Python/Django Developer
7 4 (5.71%) Senior Developer
8 3 (4.29%) C# Developer
8 3 (4.29%) JavaScript Developer
8 3 (4.29%) Junior
8 3 (4.29%) Junior Developer
8 3 (4.29%) Junior Python Developer
8 3 (4.29%) Senior Data Scientist
8 3 (4.29%) Senior Python Developer
9 2 (2.86%) Architect
9 2 (2.86%) Chief Architect
9 2 (2.86%) Chief Data Architect
9 2 (2.86%) Data Architect
Libraries, Frameworks & Software Standards
1 64 (91.43%) Pandas
2 34 (48.57%) SciPy
3 20 (28.57%) scikit-learn
4 17 (24.29%) OpenCV
5 16 (22.86%) PyQt
6 15 (21.43%) RabbitMQ
7 9 (12.86%) REST
8 8 (11.43%) Django
8 8 (11.43%) SQLAlchemy
9 7 (10.00%) Matplotlib
9 7 (10.00%) RESTful
10 6 (8.57%) .NET
10 6 (8.57%) Flask
11 5 (7.14%) Natural Language Processing
12 4 (5.71%) Web Services
13 3 (4.29%) AngularJS
13 3 (4.29%) CSS
13 3 (4.29%) HTML
13 3 (4.29%) Node.js
13 3 (4.29%) XML
Miscellaneous
1 16 (22.86%) Computer Science
2 13 (18.57%) Algorithms
3 12 (17.14%) STB
4 7 (10.00%) Derivative
5 5 (7.14%) Fixed Income
5 5 (7.14%) Hedge funds
6 4 (5.71%) Analytical Skills
7 3 (4.29%) Greenfield Project
8 2 (2.86%) Data Structures
8 2 (2.86%) Fintech
9 1 (1.43%) OTC Derivatives
9 1 (1.43%) Smart Energy
Operating Systems
1 6 (8.57%) Linux
2 1 (1.43%) Android
2 1 (1.43%) Apple iOS
2 1 (1.43%) Windows
Processes & Methodologies
1 23 (32.86%) Agile Software Development
2 22 (31.43%) OO
3 19 (27.14%) OOP
4 18 (25.71%) Test Automation
5 17 (24.29%) TDD
6 15 (21.43%) Scrum
6 15 (21.43%) Test Scripting
7 13 (18.57%) Machine Learning
8 12 (17.14%) Data Modelling
9 10 (14.29%) Visualisation
10 9 (12.86%) Continuous Integration
11 8 (11.43%) Analytics
11 8 (11.43%) Mathematics
11 8 (11.43%) Software Engineering
11 8 (11.43%) Statistics
12 7 (10.00%) SDLC
13 6 (8.57%) DevOps
14 5 (7.14%) Artificial Intelligence
14 5 (7.14%) Neural Network
15 4 (5.71%) Data Analysis
Programming Languages
1 69 (98.57%) Python
2 37 (52.86%) SQL
3 9 (12.86%) Scala
4 6 (8.57%) C#
4 6 (8.57%) JavaScript
5 5 (7.14%) C++
5 5 (7.14%) R
6 3 (4.29%) Java
6 3 (4.29%) MATLAB
6 3 (4.29%) TypeScript
7 2 (2.86%) Julia
Qualifications
1 13 (18.57%) Degree
2 3 (4.29%) CFA
3 2 (2.86%) Computer Science Degree
3 2 (2.86%) PhD
4 1 (1.43%) Numerate Degree
4 1 (1.43%) SC Cleared
4 1 (1.43%) Security Cleared
Quality Assurance & Compliance
1 1 (1.43%) QA
System Software
1 5 (7.14%) Docker
2 4 (5.71%) Apache Flume
3 2 (2.86%) HDFS
Systems Management
1 1 (1.43%) Ansible
1 1 (1.43%) Kibana
1 1 (1.43%) logstash
Vendors
1 7 (10.00%) Microsoft
2 3 (4.29%) Bloomberg
3 2 (2.86%) Google
3 2 (2.86%) Tableau
London
Green Park Interim & Executive Ltd
Rate: Up to £550 per day
Posted: 4 days ago