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 28 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Jun 2016
Same period 2015 Same period 2014
SciPy
Rank 826 870 907
Rank change year-on-year
+44 +37
Permanent jobs citing SciPy 70 59 46
As % of all permanent IT jobs located in England 0.076% 0.058% 0.041%
As % of the Libraries, Frameworks & Software Standards category 0.19% 0.15% 0.10%
Number of salaries quoted 67 50 44
Median salary £80,000 £75,000 £65,000
Median salary % change year-on-year
+6.66% +15.38%
90% offered a salary of more than £45,000 £38,600 £50,750
10% offered a salary of more than £120,000 £90,000 £83,500
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%
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
36033 39224 44082
As % of all permanent IT jobs located in England 39.13% 38.41% 39.70%
Number of salaries quoted 31706 33895 38022
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year
- +2.27%
90% offered a salary of more than £31,250 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £65,000
UK excluding London median salary £40,000 £40,000 £40,000

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 28 June 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 28 June 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 +22 60 £80,000 +6.66% 5
East of England - 6 £45,000 -
South East - 3 - - 3
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 28 June 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.

1 152 (98.06%) Python
2 118 (76.13%) NumPy
3 109 (70.32%) Pandas
4 92 (59.35%) Finance
5 91 (58.71%) Computer Science
6 69 (44.52%) PhD
7 65 (41.94%) SQL
8 63 (40.65%) Visualisation
9 61 (39.35%) Degree
10 60 (38.71%) Analytical Skills
11 56 (36.13%) Analytics
12 54 (34.84%) Machine Learning
12 54 (34.84%) Mathematics
13 53 (34.19%) Algorithms
14 52 (33.55%) Unit Testing
14 52 (33.55%) Linux
15 51 (32.90%) R
16 50 (32.26%) MongoDB
17 48 (30.97%) C++
17 48 (30.97%) Statistics
18 45 (29.03%) Amazon AWS
18 45 (29.03%) scikit-learn
19 44 (28.39%) Big Data
19 44 (28.39%) Continuous Integration
20 43 (27.74%) Git (software)
20 43 (27.74%) Open Source
21 40 (25.81%) PostgreSQL
22 39 (25.16%) D3.js
23 38 (24.52%) Software Engineering
23 38 (24.52%) Data Analysis

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 30 (19.35%) Apache Pig
2 28 (18.06%) Apache Spark
3 18 (11.61%) Apache
4 10 (6.45%) SAS
5 9 (5.81%) IPython
5 9 (5.81%) Jupyter
6 3 (1.94%) Elasticsearch
7 1 (0.65%) Apache Solr
7 1 (0.65%) CloudStack
7 1 (0.65%) Confluence
Applications
1 9 (5.81%) SPSS
2 7 (4.52%) MS Excel
3 4 (2.58%) Weka
4 3 (1.94%) Mathematica
Cloud Services
1 45 (29.03%) Amazon AWS
2 32 (20.65%) Amazon EC2
3 29 (18.71%) Amazon S3
4 25 (16.13%) Amazon EMR
5 7 (4.52%) Amazon Kinesis
6 4 (2.58%) Route 53
7 3 (1.94%) AWS Elastic Beanstalk
8 1 (0.65%) SaaS
Communications & Networking
1 4 (2.58%) TCP/IP
2 1 (0.65%) AMQP
2 1 (0.65%) Internet
2 1 (0.65%) IPv4
2 1 (0.65%) MQTT
2 1 (0.65%) Wi-Fi
Database & Business Intelligence
1 50 (32.26%) MongoDB
2 44 (28.39%) Big Data
3 40 (25.81%) PostgreSQL
4 37 (23.87%) Hadoop
5 35 (22.58%) Apache Hive
6 26 (16.77%) Data Mining
6 26 (16.77%) Mahout
6 26 (16.77%) Neo4j
7 25 (16.13%) Impala
7 25 (16.13%) NoSQL
8 16 (10.32%) Amazon Redshift
8 16 (10.32%) SQL Server
9 14 (9.03%) KDB
10 10 (6.45%) Data Warehouse
10 10 (6.45%) MySQL
11 7 (4.52%) QlikView
12 6 (3.87%) Relational Database
13 2 (1.29%) CouchDB
13 2 (1.29%) Oracle Database
13 2 (1.29%) Redis
Development Applications
1 43 (27.74%) Git (software)
2 25 (16.13%) Jenkins
2 25 (16.13%) Vagrant
2 25 (16.13%) Yeoman
3 15 (9.68%) Maven
4 4 (2.58%) GDB
4 4 (2.58%) Valgrind
5 1 (0.65%) Bitbucket
5 1 (0.65%) Cucumber
5 1 (0.65%) JIRA
5 1 (0.65%) Selenium
5 1 (0.65%) WebDriver
General
1 92 (59.35%) Finance
2 27 (17.42%) Front Office
3 20 (12.90%) Telecoms
4 18 (11.61%) Banking
5 17 (10.97%) Retail
6 14 (9.03%) Manufacturing
7 7 (4.52%) Games
7 7 (4.52%) Marketing
8 4 (2.58%) Advertising
9 2 (1.29%) Investment Banking
10 1 (0.65%) Electronics
Job Titles
1 69 (44.52%) Developer
2 47 (30.32%) Python Developer
3 45 (29.03%) Data Scientist
4 29 (18.71%) C++ Developer
5 18 (11.61%) Quantitative Developer
6 14 (9.03%) Analytics Consultant
6 14 (9.03%) Consultant
6 14 (9.03%) Data Analytics Consultant
6 14 (9.03%) Data Consultant
6 14 (9.03%) Linux Developer
7 10 (6.45%) Senior Data Scientist
8 9 (5.81%) Analyst
8 9 (5.81%) C++ Quantitative Developer
8 9 (5.81%) Head of IT
9 7 (4.52%) Head of Data Management
9 7 (4.52%) Machine Learning Scientist
9 7 (4.52%) Senior Analyst
9 7 (4.52%) Software Engineer
10 6 (3.87%) SQL Analyst
10 6 (3.87%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 118 (76.13%) NumPy
2 109 (70.32%) Pandas
3 45 (29.03%) scikit-learn
4 39 (25.16%) D3.js
5 31 (20.00%) Natural Language Processing
6 25 (16.13%) Cascalog
7 15 (9.68%) AngularJS
8 14 (9.03%) Esper
8 14 (9.03%) Pyramid
9 13 (8.39%) Boost C++ Libraries
9 13 (8.39%) STL
10 12 (7.74%) Web Services
11 9 (5.81%) HTML
12 8 (5.16%) Django
12 8 (5.16%) Matplotlib
13 5 (3.23%) Celery
14 4 (2.58%) .NET
14 4 (2.58%) Flask
14 4 (2.58%) Node.js
15 3 (1.94%) ASP.NET
Miscellaneous
1 91 (58.71%) Computer Science
2 63 (40.65%) Visualisation
3 60 (38.71%) Analytical Skills
4 54 (34.84%) Mathematics
5 53 (34.19%) Algorithms
6 48 (30.97%) Statistics
7 35 (22.58%) Physics
8 27 (17.42%) Hedge funds
9 11 (7.10%) Client/Server
9 11 (7.10%) Fintech
10 9 (5.81%) Artificial Intelligence
11 6 (3.87%) Biology
11 6 (3.87%) Blog
12 4 (2.58%) Applied Mathematics
12 4 (2.58%) Derivative
12 4 (2.58%) Economics
12 4 (2.58%) Mobile App
12 4 (2.58%) Neural Network
13 3 (1.94%) Data Structures
14 2 (1.29%) Equity Derivative
Operating Systems
1 52 (33.55%) Linux
2 1 (0.65%) Android
2 1 (0.65%) Apple iOS
2 1 (0.65%) Unix
Processes & Methodologies
1 56 (36.13%) Analytics
2 54 (34.84%) Machine Learning
3 52 (33.55%) Unit Testing
4 44 (28.39%) Continuous Integration
5 43 (27.74%) Open Source
6 38 (24.52%) Data Analysis
6 38 (24.52%) Software Engineering
7 35 (22.58%) Data Visualisation
8 32 (20.65%) Time Series Analysis
9 31 (20.00%) Statistical Analysis
10 29 (18.71%) Agile Software Development
11 27 (17.42%) Data Analytics
11 27 (17.42%) Data Munging
11 27 (17.42%) User Stories
12 22 (14.19%) OO
13 21 (13.55%) Algorithmic Trading
14 20 (12.90%) Bioinformatics
14 20 (12.90%) Low Latency
15 17 (10.97%) Operations Research
16 16 (10.32%) Data Acquisition
Programming Languages
1 152 (98.06%) Python
2 65 (41.94%) SQL
3 51 (32.90%) R
4 48 (30.97%) C++
5 30 (19.35%) Clojure
6 28 (18.06%) Java
7 25 (16.13%) Bash Shell
7 25 (16.13%) VBA
8 22 (14.19%) C
9 13 (8.39%) JavaScript
9 13 (8.39%) MATLAB
10 12 (7.74%) Cython
11 6 (3.87%) C#
12 5 (3.23%) Scala
13 3 (1.94%) Haskell
13 3 (1.94%) Perl
14 2 (1.29%) Ruby
15 1 (0.65%) Julia
15 1 (0.65%) Lua
15 1 (0.65%) Shell Script
Qualifications
1 69 (44.52%) PhD
2 61 (39.35%) Degree
3 1 (0.65%) SC Cleared
3 1 (0.65%) Security Cleared
Quality Assurance & Compliance
1 6 (3.87%) ISO/IEC 27001
System Software
1 25 (16.13%) Virtual Machines
1 25 (16.13%) VirtualBox
2 3 (1.94%) Docker
Systems Management
1 1 (0.65%) EMC NetWorker
Vendors
1 22 (14.19%) Oracle
2 17 (10.97%) Tableau
3 10 (6.45%) Facebook
4 3 (1.94%) Microsoft
5 2 (1.29%) Greenplum
5 2 (1.29%) Hortonworks
5 2 (1.29%) Sybase
6 1 (0.65%) Google
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 4 days ago
London
Harrington Starr
Salary: £100000 - £120000 per annum + Benefits + Bonus
Posted: 5 days ago
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 4 days ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £60000 - £70000 per annum + Share options
Posted: 4 days ago
City of London
Huxley
Salary: competitive
Posted: 23 days ago
London
Client Server
Salary: £40k to £45k + options
Posted: 21 days ago