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 23 January 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
23 Jan 2017
Same period 2016 Same period 2015
NumPy
England / London
Rank 371 394 414
Rank change year-on-year
+23 +20
Contract jobs citing NumPy 29 18 1
As % of all contract IT jobs located in London 0.15% 0.087% 0.005%
As % of the Libraries, Frameworks & Software Standards category 0.43% 0.27% 0.016%
Number of daily rates quoted 17 18 0
Median daily rate £500 £550 -
Median daily rate % change year-on-year
-9.09% -
UK excluding London median daily rate £415 £375 -
% change year-on-year
+10.66% -
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
6765 6646 6372
As % of all contract IT jobs located in London 34.71% 32.19% 30.24%
Number of daily rates quoted 5081 4968 4780
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 £320 £313
10% offered a daily rate of more than £600 £588 £575
UK excluding London median daily rate £375 £370 £350
% change year-on-year
+1.35% +5.71%
Number of hourly rates quoted 35 41 31
Median hourly rate £45.00 £47.83 £37.50
Median hourly rate % change year-on-year
-5.91% +27.54%
90% offered a hourly rate of more than £27.50 £24.23 £16.00
10% offered a hourly rate of more than £50.00 £55.00 £55.00
UK excluding London median hourly rate £37.50 £38.00 £33.50
% change year-on-year
-1.31% +13.43%

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 23 January 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 23 January 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 +5 8 £538 -17.30% 4
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 23 January 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 50 (100.00%) Python
2 43 (86.00%) Pandas
3 30 (60.00%) SciPy
4 24 (48.00%) scikit-learn
5 16 (32.00%) Computer Science
6 15 (30.00%) Machine Learning
7 14 (28.00%) Big Data
8 13 (26.00%) Matplotlib
8 13 (26.00%) Agile Software Development
9 12 (24.00%) R
9 12 (24.00%) Hadoop
10 10 (20.00%) Mathematics
10 10 (20.00%) Scala
10 10 (20.00%) Statistics
10 10 (20.00%) SQL
11 9 (18.00%) Linux
11 9 (18.00%) PhD
11 9 (18.00%) Software Engineering
11 9 (18.00%) Django
11 9 (18.00%) Finance
12 8 (16.00%) TDD
12 8 (16.00%) Scrum
12 8 (16.00%) OO
12 8 (16.00%) Java
12 8 (16.00%) Analytics
12 8 (16.00%) Flask
12 8 (16.00%) Apache Spark
13 7 (14.00%) Analytical Skills
13 7 (14.00%) PostgreSQL
13 7 (14.00%) Git (software)

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 (16.00%) Apache Spark
2 3 (6.00%) IPython
3 2 (4.00%) Apache
3 2 (4.00%) Confluence
4 1 (2.00%) Apache Pig
4 1 (2.00%) SAS
Applications
1 2 (4.00%) MS Excel
1 2 (4.00%) SPSS
2 1 (2.00%) GNU Octave
2 1 (2.00%) Stata
Cloud Services
1 5 (10.00%) Amazon AWS
2 3 (6.00%) Amazon EC2
2 3 (6.00%) Amazon EMR
2 3 (6.00%) Amazon S3
3 1 (2.00%) AWS Data Pipeline
3 1 (2.00%) Cloud Computing
3 1 (2.00%) Google Cloud Platform
3 1 (2.00%) SaaS
Database & Business Intelligence
1 14 (28.00%) Big Data
2 12 (24.00%) Hadoop
3 7 (14.00%) PostgreSQL
4 6 (12.00%) Apache Hive
5 5 (10.00%) HBase
6 3 (6.00%) NoSQL
6 3 (6.00%) RDBMS
6 3 (6.00%) Relational Database
6 3 (6.00%) SQL Server
6 3 (6.00%) Text Mining
7 2 (4.00%) Apache Cassandra
7 2 (4.00%) MySQL
8 1 (2.00%) Amazon RDS
8 1 (2.00%) Amazon Redshift
8 1 (2.00%) Data Mining
8 1 (2.00%) Impala
8 1 (2.00%) MongoDB
8 1 (2.00%) Pentaho
8 1 (2.00%) Redis
8 1 (2.00%) Sqoop
Development Applications
1 7 (14.00%) Git (software)
2 4 (8.00%) JIRA
3 2 (4.00%) Jenkins
General
1 9 (18.00%) Finance
2 6 (12.00%) Front Office
3 4 (8.00%) Banking
4 1 (2.00%) Investment Banking
4 1 (2.00%) Legal
Job Titles
1 34 (68.00%) Developer
2 30 (60.00%) Python Developer
3 12 (24.00%) Data Scientist
4 7 (14.00%) Django Developer
5 4 (8.00%) Python/Django Developer
6 3 (6.00%) Senior Data Scientist
7 2 (4.00%) AWS Developer
7 2 (4.00%) Big Data Engineer
7 2 (4.00%) Data Engineer
7 2 (4.00%) Front Office Developer
7 2 (4.00%) Machine Learning Scientist
8 1 (2.00%) Architect
8 1 (2.00%) Data Architect
8 1 (2.00%) Infrastructure Specialist
8 1 (2.00%) Java Developer
8 1 (2.00%) Quantitative Developer
8 1 (2.00%) Senior Data Warehouse Specialist
8 1 (2.00%) Senior Developer
8 1 (2.00%) Senior Python Developer
8 1 (2.00%) Technical Specialist
Libraries, Frameworks & Software Standards
1 43 (86.00%) Pandas
2 30 (60.00%) SciPy
3 24 (48.00%) scikit-learn
4 13 (26.00%) Matplotlib
5 9 (18.00%) Django
6 8 (16.00%) Flask
7 6 (12.00%) TensorFlow
8 4 (8.00%) CSS
8 4 (8.00%) HTML
8 4 (8.00%) REST
8 4 (8.00%) RESTful
9 3 (6.00%) Celery
9 3 (6.00%) Pyramid
9 3 (6.00%) RabbitMQ
9 3 (6.00%) Twisted
10 2 (4.00%) D3.js
10 2 (4.00%) OpenCV
10 2 (4.00%) PyQt
11 1 (2.00%) Kafka
11 1 (2.00%) Natural Language Processing
Miscellaneous
1 16 (32.00%) Computer Science
2 10 (20.00%) Mathematics
2 10 (20.00%) Statistics
3 7 (14.00%) Analytical Skills
4 4 (8.00%) Algorithms
5 3 (6.00%) Smart Energy
6 2 (4.00%) Artificial Intelligence
6 2 (4.00%) Fixed Income
6 2 (4.00%) Hedge funds
6 2 (4.00%) User Experience
6 2 (4.00%) Visualisation
7 1 (2.00%) Blockchain
7 1 (2.00%) Credit Risk
7 1 (2.00%) Derivative
7 1 (2.00%) Fintech
7 1 (2.00%) Social Media
7 1 (2.00%) Swaptions
Operating Systems
1 9 (18.00%) Linux
2 1 (2.00%) Windows
Processes & Methodologies
1 15 (30.00%) Machine Learning
2 13 (26.00%) Agile Software Development
3 9 (18.00%) Software Engineering
4 8 (16.00%) Analytics
4 8 (16.00%) OO
4 8 (16.00%) Scrum
4 8 (16.00%) TDD
5 6 (12.00%) Data Modelling
5 6 (12.00%) Kanban
6 5 (10.00%) MapReduce
7 4 (8.00%) DevOps
7 4 (8.00%) E-Commerce
7 4 (8.00%) ETL
8 3 (6.00%) Cluster Analysis
8 3 (6.00%) Memory Management
8 3 (6.00%) Multithreading
8 3 (6.00%) Parallel Computing
8 3 (6.00%) Refactoring
9 2 (4.00%) Open Source
9 2 (4.00%) Web Development
Programming Languages
1 50 (100.00%) Python
2 12 (24.00%) R
3 10 (20.00%) Scala
3 10 (20.00%) SQL
4 8 (16.00%) Java
5 6 (12.00%) C++
6 4 (8.00%) JavaScript
7 3 (6.00%) C
8 1 (2.00%) MATLAB
Qualifications
1 9 (18.00%) PhD
2 7 (14.00%) Degree
System Software
1 3 (6.00%) Docker
2 1 (2.00%) Apache Flume
Vendors
1 1 (2.00%) Cloudera
1 1 (2.00%) Google
City, London
Harrington Starr
Rate: £350 - £500 per day
Posted: 3 days ago
City, London
Austin Fraser
Rate: £0.00 per annum
Posted: 5 days ago