The table below looks at the statistics for NumPy skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited NumPy over the 3 months to 21 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
21 Jan 2017
Same period 2016 Same period 2015
NumPy
UK
Rank 546 599 -
Rank change year-on-year
+53 -
Contract jobs citing NumPy 36 28 0
As % of all contract IT jobs located in the UK 0.082% 0.055% -
As % of the Libraries, Frameworks & Software Standards category 0.27% 0.19% -
Number of daily rates quoted 20 21 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 across the UK.

Libraries, Frameworks & Software Standards Category
UK
Contract IT job ads with a match in the
Libraries, Frameworks & Software Standards category
13577 14679 13922
As % of all contract IT jobs located in the UK 30.83% 28.89% 27.39%
Number of daily rates quoted 9317 10126 9393
Median daily rate £425 £400 £398
Median daily rate % change year-on-year
+6.25% +0.62%
90% offered a daily rate of more than £308 £300 £275
10% offered a daily rate of more than £575 £550 £550
UK excluding London median daily rate £375 £370 £350
% change year-on-year
+1.35% +5.71%
Number of hourly rates quoted 161 256 184
Median hourly rate £40.00 £38.50 £35.00
Median hourly rate % change year-on-year
+3.89% +10.00%
90% offered a hourly rate of more than £16.50 £22.30 £20.93
10% offered a hourly rate of more than £52.00 £55.55 £50.00
UK excluding London median hourly rate £37.50 £37.50 £33.50
% change year-on-year
- +11.94%

NumPy
Jobs Demand Trend

The demand trend of contract jobs citing NumPy as a proportion of all IT contracts with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in the UK

NumPy
Daily Rate Trend

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

NumPy Daily Rate Trend in the UK

NumPy
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing NumPy within the UK over the 3 months to 21 January 2017.

NumPy Daily Rate Histogram in the UK

NumPy
Hourly Rate Trend

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing NumPy within the UK.

NumPy Hourly Rate Trend in the UK

NumPy
Top 15 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the UK over the 3 months to 21 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
England +30 36 £500 -9.09% 20
London +25 29 £500 -9.09% 18
City of London +1 8 £538 -17.30% 5
Cambridgeshire -4 4 £550 +57.14% 1
East of England -7 4 £550 +57.14% 1
Berkshire +16 1 £275 -50.00% 1
South East +15 1 £275 -50.00% 1
Cambridge -4 1 £550 +69.23% 1
East Midlands - 1 - -
Yorkshire - 1 £415 -
West Yorkshire - 1 £415 -
Lincolnshire - 1 - -
Maidenhead - 1 £275 -
Lincoln - 1 - -
Leeds - 1 £415 -

NumPy
Top 30 Related IT Skills

For the 6 months to 21 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 with a requirement for NumPy.

1 61 (98.39%) Python
2 49 (79.03%) Pandas
3 34 (54.84%) SciPy
4 33 (53.23%) scikit-learn
5 22 (35.48%) Computer Science
6 21 (33.87%) Machine Learning
7 18 (29.03%) R
8 17 (27.42%) Mathematics
8 17 (27.42%) SQL
9 16 (25.81%) Statistics
9 16 (25.81%) Big Data
10 14 (22.58%) Hadoop
10 14 (22.58%) Agile Software Development
11 13 (20.97%) Matplotlib
11 13 (20.97%) Apache Hive
11 13 (20.97%) Algorithms
12 12 (19.35%) Analytical Skills
12 12 (19.35%) Java
13 11 (17.74%) Apache Spark
14 10 (16.13%) PhD
14 10 (16.13%) Analytics
14 10 (16.13%) Scala
14 10 (16.13%) Django
14 10 (16.13%) Degree
15 9 (14.52%) OO
15 9 (14.52%) Linux
15 9 (14.52%) Software Engineering
15 9 (14.52%) Finance
15 9 (14.52%) Scrum
16 8 (12.90%) TDD

NumPy
Top Related IT Skills 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 11 (17.74%) Apache Spark
2 6 (9.68%) Apache Pig
3 5 (8.06%) Apache
4 3 (4.84%) IPython
4 3 (4.84%) SAS
5 2 (3.23%) Confluence
6 1 (1.61%) CMS
Applications
1 4 (6.45%) SPSS
1 4 (6.45%) Weka
2 3 (4.84%) MS Excel
3 1 (1.61%) GNU Octave
3 1 (1.61%) Stata
Cloud Services
1 5 (8.06%) Amazon AWS
2 3 (4.84%) Amazon EC2
2 3 (4.84%) Amazon EMR
2 3 (4.84%) Amazon S3
3 1 (1.61%) AWS Data Pipeline
3 1 (1.61%) Cloud Computing
3 1 (1.61%) Google Cloud Platform
3 1 (1.61%) SaaS
Database & Business Intelligence
1 16 (25.81%) Big Data
2 14 (22.58%) Hadoop
3 13 (20.97%) Apache Hive
4 8 (12.90%) Relational Database
5 7 (11.29%) HBase
5 7 (11.29%) PostgreSQL
6 6 (9.68%) Data Mining
7 5 (8.06%) NoSQL
7 5 (8.06%) Power BI
8 4 (6.45%) Mahout
9 3 (4.84%) MySQL
9 3 (4.84%) Pentaho
9 3 (4.84%) RDBMS
9 3 (4.84%) Redis
9 3 (4.84%) SQL Server
9 3 (4.84%) Text Mining
10 2 (3.23%) Apache Cassandra
10 2 (3.23%) MongoDB
11 1 (1.61%) Amazon RDS
11 1 (1.61%) Sqoop
Development Applications
1 7 (11.29%) Git (software)
2 5 (8.06%) JIRA
3 3 (4.84%) Jenkins
General
1 9 (14.52%) Finance
2 6 (9.68%) Front Office
3 4 (6.45%) Banking
4 1 (1.61%) Investment Banking
4 1 (1.61%) Legal
Job Titles
1 39 (62.90%) Developer
2 35 (56.45%) Python Developer
3 19 (30.65%) Data Scientist
4 7 (11.29%) Django Developer
5 5 (8.06%) Senior Data Scientist
6 4 (6.45%) Machine Learning Scientist
6 4 (6.45%) Python/Django Developer
7 3 (4.84%) Data Engineer
8 2 (3.23%) AWS Developer
8 2 (3.23%) Big Data Engineer
8 2 (3.23%) Front Office Developer
9 1 (1.61%) Chief Architect
9 1 (1.61%) Data Architect
9 1 (1.61%) Infrastructure Specialist
9 1 (1.61%) Java Developer
9 1 (1.61%) Quantitative Developer
9 1 (1.61%) Senior Data Warehouse Specialist
9 1 (1.61%) Senior Developer
9 1 (1.61%) Senior Python Developer
9 1 (1.61%) Technical Specialist
Libraries, Frameworks & Software Standards
1 49 (79.03%) Pandas
2 34 (54.84%) SciPy
3 33 (53.23%) scikit-learn
4 13 (20.97%) Matplotlib
5 10 (16.13%) Django
6 8 (12.90%) Flask
7 6 (9.68%) D3.js
7 6 (9.68%) RabbitMQ
7 6 (9.68%) TensorFlow
8 5 (8.06%) Celery
8 5 (8.06%) CSS
8 5 (8.06%) HTML
9 4 (6.45%) REST
9 4 (6.45%) RESTful
10 3 (4.84%) OpenCV
10 3 (4.84%) PyQt
10 3 (4.84%) Pyramid
10 3 (4.84%) Twisted
11 1 (1.61%) Kafka
11 1 (1.61%) MLlib
Miscellaneous
1 22 (35.48%) Computer Science
2 17 (27.42%) Mathematics
3 16 (25.81%) Statistics
4 13 (20.97%) Algorithms
5 12 (19.35%) Analytical Skills
6 7 (11.29%) Visualisation
7 6 (9.68%) Smart Energy
8 4 (6.45%) Artificial Intelligence
8 4 (6.45%) Physics
9 2 (3.23%) Fixed Income
9 2 (3.23%) Hedge funds
9 2 (3.23%) User Experience
10 1 (1.61%) Blockchain
10 1 (1.61%) Credit Risk
10 1 (1.61%) Derivative
10 1 (1.61%) Fintech
10 1 (1.61%) Management Information System
10 1 (1.61%) Social Media
10 1 (1.61%) Swaptions
Operating Systems
1 9 (14.52%) Linux
2 1 (1.61%) Windows
Processes & Methodologies
1 21 (33.87%) Machine Learning
2 14 (22.58%) Agile Software Development
3 10 (16.13%) Analytics
4 9 (14.52%) OO
4 9 (14.52%) Scrum
4 9 (14.52%) Software Engineering
5 8 (12.90%) TDD
6 7 (11.29%) Business Intelligence
7 6 (9.68%) Data Modelling
7 6 (9.68%) Data Visualisation
7 6 (9.68%) Kanban
7 6 (9.68%) Statistical Analysis
8 5 (8.06%) MapReduce
9 4 (6.45%) DevOps
9 4 (6.45%) E-Commerce
9 4 (6.45%) ETL
9 4 (6.45%) Information Management
10 3 (4.84%) Data Analysis
10 3 (4.84%) Multithreading
10 3 (4.84%) OOP
Programming Languages
1 61 (98.39%) Python
2 18 (29.03%) R
3 17 (27.42%) SQL
4 12 (19.35%) Java
5 10 (16.13%) Scala
6 7 (11.29%) MATLAB
7 6 (9.68%) C++
8 5 (8.06%) JavaScript
9 3 (4.84%) C
10 1 (1.61%) Perl
10 1 (1.61%) PHP
Qualifications
1 10 (16.13%) Degree
1 10 (16.13%) PhD
System Software
1 3 (4.84%) Docker
2 1 (1.61%) Apache Flume
Systems Management
1 5 (8.06%) Kibana
Vendors
1 1 (1.61%) Cloudera
1 1 (1.61%) Google
1 1 (1.61%) Tableau
City, London
Harrington Starr
Rate: £350 - £500 per day
Posted: 2 days ago
City, London
Austin Fraser
Rate: £0.00 per annum
Posted: 4 days ago
Ascot, Berkshire
Stafford-Sharp Associates
Rate: £350 - £450 per day
Posted: 2 days ago