The table below looks at the statistics for SciPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited SciPy over the 3 months to 5 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
5 May 2016
Same period 2015 Same period 2014
SciPy
Rank 823 867 909
Rank change year-on-year
+44 +42
Permanent jobs citing SciPy 82 67 50
As % of all permanent IT jobs located in England 0.085% 0.065% 0.045%
As % of the Libraries, Frameworks & Software Standards category 0.22% 0.17% 0.11%
Number of salaries quoted 80 52 43
Median salary £80,000 £80,000 £65,000
Median salary % change year-on-year
- +23.07%
90% offered a salary of more than £46,500 £40,500 £42,000
10% offered a salary of more than £100,000 £99,500 £70,000
UK excluding London median salary £45,000 £29,000 £35,000
% change year-on-year
+55.17% -17.14%
SciPy
UK

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
37082 39269 45129
As % of all permanent IT jobs located in England 38.63% 38.12% 40.51%
Number of salaries quoted 32376 33690 38370
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £67,500 £65,000 £65,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

SciPy
Jobs Demand Trend in England

The demand trend of job ads across the England region citing SciPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

SciPy Jobs Demand Trend in England

SciPy
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing SciPy across the England region.

SciPy Salary Trend in England

SciPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing SciPy across the England region over the 3 months to 5 May 2016.

SciPy Salary Histogram in England

SciPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the England region over the 3 months to 5 May 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +27 73 £80,000 - 8
South East - 4 £30,000 - 4
East of England - 4 £45,000 - 1
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 5 May 2016, IT jobs citing SciPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for SciPy.

1 182 (97.85%) Python
2 154 (82.80%) NumPy
3 125 (67.20%) Pandas
4 108 (58.06%) Computer Science
5 104 (55.91%) Finance
6 75 (40.32%) Mathematics
6 75 (40.32%) PhD
7 73 (39.25%) Algorithms
7 73 (39.25%) Visualisation
8 72 (38.71%) Degree
9 67 (36.02%) C++
10 65 (34.95%) Linux
11 64 (34.41%) SQL
12 61 (32.80%) Statistics
12 61 (32.80%) Machine Learning
13 55 (29.57%) MongoDB
14 53 (28.49%) Open Source
14 53 (28.49%) Analytical Skills
15 52 (27.96%) Hedge funds
16 50 (26.88%) R
17 49 (26.34%) Analytics
18 47 (25.27%) Agile Software Development
18 47 (25.27%) Software Engineering
18 47 (25.27%) Unit Testing
18 47 (25.27%) Java
19 45 (24.19%) Continuous Integration
20 44 (23.66%) Big Data
21 41 (22.04%) scikit-learn
21 41 (22.04%) NoSQL
22 40 (21.51%) Physics

SciPy
Top Related IT Skills in England 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 36 (19.35%) Apache Spark
2 23 (12.37%) Apache
2 23 (12.37%) Apache Pig
3 9 (4.84%) SAS
4 6 (3.23%) Elasticsearch
4 6 (3.23%) IPython
4 6 (3.23%) Jupyter
5 4 (2.15%) Node.js
6 2 (1.08%) Apache Solr
7 1 (0.54%) CloudStack
Applications
1 8 (4.30%) SPSS
2 7 (3.76%) MS Excel
3 3 (1.61%) Mathematica
3 3 (1.61%) Weka
Cloud Services
1 35 (18.82%) Amazon AWS
2 23 (12.37%) Amazon EC2
3 20 (10.75%) Amazon S3
4 18 (9.68%) Amazon EMR
5 6 (3.23%) Amazon Kinesis
6 4 (2.15%) Cloud Computing
6 4 (2.15%) SaaS
7 3 (1.61%) AWS Elastic Beanstalk
8 2 (1.08%) Route 53
Communications & Networking
1 4 (2.15%) TCP/IP
Database & Business Intelligence
1 55 (29.57%) MongoDB
2 44 (23.66%) Big Data
3 41 (22.04%) NoSQL
4 36 (19.35%) PostgreSQL
5 34 (18.28%) Hadoop
6 30 (16.13%) Apache Hive
7 26 (13.98%) Data Mining
8 21 (11.29%) Mahout
9 20 (10.75%) KDB
10 19 (10.22%) Neo4j
11 18 (9.68%) Impala
12 15 (8.06%) Amazon Redshift
12 15 (8.06%) SQL Server
13 9 (4.84%) Data Warehouse
13 9 (4.84%) MySQL
14 7 (3.76%) Relational Database
15 6 (3.23%) QlikView
16 3 (1.61%) Flink
17 2 (1.08%) CouchDB
17 2 (1.08%) Redis
Development Applications
1 38 (20.43%) Git (software)
2 32 (17.20%) Maven
3 18 (9.68%) Jenkins
3 18 (9.68%) Vagrant
3 18 (9.68%) Yeoman
4 4 (2.15%) GDB
4 4 (2.15%) Valgrind
5 1 (0.54%) Cucumber
5 1 (0.54%) Selenium
5 1 (0.54%) WebDriver
General
1 104 (55.91%) Finance
2 38 (20.43%) Front Office
3 17 (9.14%) Telecoms
4 14 (7.53%) Retail
5 13 (6.99%) Banking
6 11 (5.91%) Manufacturing
7 9 (4.84%) Marketing
8 6 (3.23%) Games
9 4 (2.15%) Advertising
10 1 (0.54%) Electronics
Job Titles
1 101 (54.30%) Developer
2 79 (42.47%) Python Developer
3 42 (22.58%) Data Scientist
4 30 (16.13%) Quantitative Developer
5 28 (15.05%) C++ Developer
6 19 (10.22%) Linux Developer
7 15 (8.06%) Analyst
7 15 (8.06%) Junior
8 13 (6.99%) Junior Developer
8 13 (6.99%) Junior Python Developer
9 12 (6.45%) Data Analyst
10 11 (5.91%) Consultant
10 11 (5.91%) Data Analytics Consultant
10 11 (5.91%) Data Consultant
11 7 (3.76%) C++ Quantitative Developer
11 7 (3.76%) Senior Analyst
11 7 (3.76%) Software Developer
12 6 (3.23%) Senior Data Scientist
12 6 (3.23%) SQL Analyst
12 6 (3.23%) Systems Developer
Libraries, Frameworks & Software Standards
1 154 (82.80%) NumPy
2 125 (67.20%) Pandas
3 41 (22.04%) scikit-learn
4 34 (18.28%) AngularJS
5 31 (16.67%) D3.js
6 30 (16.13%) Esper
6 30 (16.13%) Pyramid
7 29 (15.59%) Natural Language Processing
8 18 (9.68%) Cascalog
9 12 (6.45%) Web Services
10 11 (5.91%) Boost C++ Libraries
10 11 (5.91%) STL
11 10 (5.38%) Django
11 10 (5.38%) HTML
12 7 (3.76%) Flask
12 7 (3.76%) Matplotlib
13 6 (3.23%) Celery
13 6 (3.23%) CSS
13 6 (3.23%) RESTful
14 4 (2.15%) PostGIS
Miscellaneous
1 108 (58.06%) Computer Science
2 75 (40.32%) Mathematics
3 73 (39.25%) Algorithms
3 73 (39.25%) Visualisation
4 61 (32.80%) Statistics
5 53 (28.49%) Analytical Skills
6 52 (27.96%) Hedge funds
7 40 (21.51%) Physics
8 11 (5.91%) Client/Server
9 8 (4.30%) Artificial Intelligence
9 8 (4.30%) Fintech
10 7 (3.76%) Management Information System
11 6 (3.23%) Applied Mathematics
11 6 (3.23%) Blog
11 6 (3.23%) Data Structures
12 5 (2.69%) Neural Network
13 4 (2.15%) Biology
13 4 (2.15%) Economics
14 3 (1.61%) Mobile App
15 2 (1.08%) Derivative
Operating Systems
1 65 (34.95%) Linux
Processes & Methodologies
1 61 (32.80%) Machine Learning
2 53 (28.49%) Open Source
3 49 (26.34%) Analytics
4 47 (25.27%) Agile Software Development
4 47 (25.27%) Software Engineering
4 47 (25.27%) Unit Testing
5 45 (24.19%) Continuous Integration
6 34 (18.28%) Time Series Analysis
7 30 (16.13%) OO
8 28 (15.05%) Data Acquisition
8 28 (15.05%) Data Visualisation
8 28 (15.05%) Systematic Trading
9 26 (13.98%) Quantitative Trading
10 25 (13.44%) Algorithmic Trading
10 25 (13.44%) Data Analysis
11 24 (12.90%) Statistical Analysis
12 21 (11.29%) Data Analytics
12 21 (11.29%) Low Latency
13 20 (10.75%) Data Munging
13 20 (10.75%) User Stories
Programming Languages
1 182 (97.85%) Python
2 67 (36.02%) C++
3 64 (34.41%) SQL
4 50 (26.88%) R
5 47 (25.27%) Java
6 37 (19.89%) C
7 24 (12.90%) Clojure
8 18 (9.68%) Bash Shell
8 18 (9.68%) MATLAB
8 18 (9.68%) VBA
9 16 (8.60%) C#
10 14 (7.53%) JavaScript
11 12 (6.45%) Cython
12 8 (4.30%) Scala
13 4 (2.15%) Haskell
14 3 (1.61%) Perl
14 3 (1.61%) Shell Script
15 2 (1.08%) Ruby
16 1 (0.54%) Julia
Qualifications
1 75 (40.32%) PhD
2 72 (38.71%) Degree
3 1 (0.54%) SC Cleared
3 1 (0.54%) Security Cleared
Quality Assurance & Compliance
1 4 (2.15%) ISO/IEC 27001
System Software
1 18 (9.68%) VirtualBox
2 3 (1.61%) Docker
Systems Management
1 3 (1.61%) EMC NetWorker
Vendors
1 29 (15.59%) Oracle
2 15 (8.06%) Tableau
3 10 (5.38%) Facebook
4 3 (1.61%) Microsoft
5 2 (1.08%) Greenplum
5 2 (1.08%) Hortonworks
5 2 (1.08%) Sybase
6 1 (0.54%) Google
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £50000 - £60000 per annum + Share options
Posted: 21 hours ago
Oxford, Oxfordshire
Scope AT Limited
Posted: Yesterday
City, London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 2 days ago
London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 3 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 6 days ago
London
onezeero.
Salary: £50000 - £70000 per annum + bonus & bens
Posted: 6 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
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TRG
Salary: 60000-100000 Per Annum + benefits
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Cambridgeshire
UCA Consulting
Posted: 21 days ago
London
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Salary: £75k to £90k + bonus + benefits
Posted: 24 days ago