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 19 February 2017 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
19 Feb 2017
Same period 2016 Same period 2015
NumPy
England / London
Rank 366 393 404
Rank change year-on-year
+27 +11
Contract jobs citing NumPy 29 20 5
As % of all contract IT jobs located in London 0.15% 0.093% 0.023%
As % of the Libraries, Frameworks & Software Standards category 0.44% 0.30% 0.078%
Number of daily rates quoted 23 20 2
Median daily rate £555 £550 £563
Median daily rate % change year-on-year
+0.90% -2.22%
90% offered a daily rate of more than £370 £450 £553
10% offered a daily rate of more than £845 £650 £573
UK excluding London median daily rate £345 £475 -
% change year-on-year
-27.36% -
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -

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
6621 6742 6410
As % of all contract IT jobs located in London 34.79% 31.52% 30.08%
Number of daily rates quoted 4973 4988 4752
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 £313
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £375 £363 £350
% change year-on-year
+3.44% +3.57%
Number of hourly rates quoted 33 43 22
Median hourly rate £47.50 £50.00 £28.25
Median hourly rate % change year-on-year
-5.00% +76.99%
90% offered a hourly rate of more than £22.00 £23.75 £20.00
10% offered a hourly rate of more than £60.00 £55.00 £55.00
UK excluding London median hourly rate £37.50 £38.75 £33.50
% change year-on-year
-3.22% +15.67%

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 19 February 2017.

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 19 February 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 - 8 £555 - 2
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 19 February 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 60 (98.36%) Python
2 54 (88.52%) Pandas
3 37 (60.66%) SciPy
4 26 (42.62%) scikit-learn
5 16 (26.23%) Matplotlib
5 16 (26.23%) Machine Learning
5 16 (26.23%) Computer Science
6 15 (24.59%) Big Data
6 15 (24.59%) SQL
7 14 (22.95%) Statistics
7 14 (22.95%) R
8 13 (21.31%) Scala
8 13 (21.31%) Hadoop
8 13 (21.31%) Agile Software Development
9 12 (19.67%) OO
10 11 (18.03%) Analytics
10 11 (18.03%) Git (software)
10 11 (18.03%) Django
10 11 (18.03%) Java
10 11 (18.03%) Finance
11 10 (16.39%) C++
11 10 (16.39%) Data Modelling
11 10 (16.39%) Flask
12 9 (14.75%) Analytical Skills
12 9 (14.75%) PhD
12 9 (14.75%) JavaScript
12 9 (14.75%) Linux
12 9 (14.75%) PostgreSQL
12 9 (14.75%) Scrum
12 9 (14.75%) Mathematics

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 8 (13.11%) Apache Spark
2 3 (4.92%) IPython
2 3 (4.92%) Jupyter
3 2 (3.28%) Apache
3 2 (3.28%) Apache Pig
3 2 (3.28%) Confluence
4 1 (1.64%) SAS
Applications
1 2 (3.28%) GNU Octave
1 2 (3.28%) MS Excel
1 2 (3.28%) SPSS
2 1 (1.64%) Stata
2 1 (1.64%) Weka
Cloud Services
1 5 (8.20%) Amazon AWS
2 3 (4.92%) Amazon EC2
2 3 (4.92%) Amazon EMR
2 3 (4.92%) Amazon S3
3 1 (1.64%) AWS Data Pipeline
3 1 (1.64%) Cloud Computing
3 1 (1.64%) Google Cloud Platform
3 1 (1.64%) SaaS
Database & Business Intelligence
1 15 (24.59%) Big Data
2 13 (21.31%) Hadoop
3 9 (14.75%) PostgreSQL
4 7 (11.48%) Apache Hive
5 6 (9.84%) HBase
6 5 (8.20%) NoSQL
7 4 (6.56%) Apache Cassandra
7 4 (6.56%) RDBMS
7 4 (6.56%) Relational Database
8 3 (4.92%) MySQL
8 3 (4.92%) SQL Server
8 3 (4.92%) Text Mining
9 2 (3.28%) Data Mining
9 2 (3.28%) MongoDB
10 1 (1.64%) Amazon Redshift
10 1 (1.64%) Flink
10 1 (1.64%) Impala
10 1 (1.64%) Pentaho
10 1 (1.64%) Redis
10 1 (1.64%) Sqoop
Development Applications
1 11 (18.03%) Git (software)
2 5 (8.20%) Jenkins
2 5 (8.20%) JIRA
3 3 (4.92%) Bower
General
1 11 (18.03%) Finance
2 6 (9.84%) Front Office
3 5 (8.20%) Banking
4 1 (1.64%) Investment Banking
4 1 (1.64%) Legal
Job Titles
1 42 (68.85%) Developer
2 38 (62.30%) Python Developer
3 12 (19.67%) Data Scientist
4 9 (14.75%) Django Developer
5 6 (9.84%) Python/Django Developer
6 3 (4.92%) AWS Developer
6 3 (4.92%) Data Engineer
6 3 (4.92%) JavaScript Developer
6 3 (4.92%) Senior Data Scientist
7 2 (3.28%) Architect
7 2 (3.28%) Big Data Engineer
7 2 (3.28%) Chief Architect
7 2 (3.28%) Chief Data Architect
7 2 (3.28%) Data Architect
7 2 (3.28%) Front Office Developer
7 2 (3.28%) Machine Learning Scientist
8 1 (1.64%) Java Developer
8 1 (1.64%) Quantitative Developer
8 1 (1.64%) Senior Developer
8 1 (1.64%) Technical Specialist
Libraries, Frameworks & Software Standards
1 54 (88.52%) Pandas
2 37 (60.66%) SciPy
3 26 (42.62%) scikit-learn
4 16 (26.23%) Matplotlib
5 11 (18.03%) Django
6 10 (16.39%) Flask
7 7 (11.48%) CSS
7 7 (11.48%) HTML
8 6 (9.84%) REST
8 6 (9.84%) RESTful
8 6 (9.84%) TensorFlow
9 4 (6.56%) RabbitMQ
10 3 (4.92%) .NET
10 3 (4.92%) AngularJS
10 3 (4.92%) Node.js
10 3 (4.92%) OpenCV
10 3 (4.92%) PyQt
10 3 (4.92%) Twisted
10 3 (4.92%) Twitter Bootstrap
10 3 (4.92%) XML
Miscellaneous
1 16 (26.23%) Computer Science
2 14 (22.95%) Statistics
3 9 (14.75%) Analytical Skills
3 9 (14.75%) Mathematics
4 6 (9.84%) Fixed Income
4 6 (9.84%) Hedge funds
5 4 (6.56%) Algorithms
6 3 (4.92%) Smart Energy
7 2 (3.28%) Artificial Intelligence
7 2 (3.28%) Neural Network
7 2 (3.28%) User Experience
7 2 (3.28%) Visualisation
8 1 (1.64%) Blockchain
8 1 (1.64%) Credit Risk
8 1 (1.64%) Derivative
8 1 (1.64%) Fintech
8 1 (1.64%) Social Media
8 1 (1.64%) Swaptions
Operating Systems
1 9 (14.75%) Linux
2 1 (1.64%) Android
2 1 (1.64%) Apple iOS
2 1 (1.64%) Windows
Processes & Methodologies
1 16 (26.23%) Machine Learning
2 13 (21.31%) Agile Software Development
3 12 (19.67%) OO
4 11 (18.03%) Analytics
5 10 (16.39%) Data Modelling
6 9 (14.75%) Scrum
7 8 (13.11%) Software Engineering
7 8 (13.11%) TDD
8 6 (9.84%) DevOps
8 6 (9.84%) Kanban
8 6 (9.84%) MapReduce
8 6 (9.84%) OOP
9 5 (8.20%) Systematic Trading
10 4 (6.56%) E-Commerce
11 3 (4.92%) Cluster Analysis
11 3 (4.92%) ETL
11 3 (4.92%) Memory Management
11 3 (4.92%) Multithreading
11 3 (4.92%) Parallel Computing
11 3 (4.92%) Regression Analysis
Programming Languages
1 60 (98.36%) Python
2 15 (24.59%) SQL
3 14 (22.95%) R
4 13 (21.31%) Scala
5 11 (18.03%) Java
6 10 (16.39%) C++
7 9 (14.75%) JavaScript
8 3 (4.92%) C
8 3 (4.92%) C#
8 3 (4.92%) MATLAB
8 3 (4.92%) TypeScript
Qualifications
1 9 (14.75%) PhD
2 7 (11.48%) Degree
System Software
1 3 (4.92%) Docker
2 1 (1.64%) Apache Flume
Vendors
1 2 (3.28%) Tableau
2 1 (1.64%) Cloudera
2 1 (1.64%) Google
City, London
Lawrence Harvey Enterprise
Rate: £600.00 - £800.00 per day
Posted: 2 days ago