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 30 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 May 2016
Same period 2015 Same period 2014
SciPy
Rank 812 879 926
Rank change year-on-year
+67 +47
Permanent jobs citing SciPy 79 60 59
As % of all permanent IT jobs located in England 0.086% 0.060% 0.052%
As % of the Libraries, Frameworks & Software Standards category 0.22% 0.16% 0.13%
Number of salaries quoted 75 46 51
Median salary £67,500 £77,500 £65,000
Median salary % change year-on-year
-12.90% +19.23%
90% offered a salary of more than £45,000 £37,000 £40,000
10% offered a salary of more than £114,000 £95,000 £80,000
UK excluding London median salary £45,000 £29,000 £32,500
% change year-on-year
+55.17% -10.76%
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
35583 38475 45799
As % of all permanent IT jobs located in England 38.74% 38.19% 40.40%
Number of salaries quoted 31186 33175 39371
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 £41,500 £40,000 £40,000
% change year-on-year
+3.75% -

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 30 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 30 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 +45 68 £80,000 - 9
East of England - 6 £45,000 -
South East - 4 £30,000 - 1
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 30 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.

1 169 (98.26%) Python
2 141 (81.98%) NumPy
3 117 (68.02%) Pandas
4 101 (58.72%) Computer Science
5 98 (56.98%) Finance
6 71 (41.28%) Algorithms
7 69 (40.12%) Visualisation
7 69 (40.12%) PhD
7 69 (40.12%) Mathematics
8 68 (39.53%) Degree
9 66 (38.37%) Linux
10 62 (36.05%) C++
11 60 (34.88%) Statistics
12 58 (33.72%) SQL
13 57 (33.14%) Machine Learning
14 53 (30.81%) Analytical Skills
15 50 (29.07%) Analytics
16 49 (28.49%) MongoDB
17 48 (27.91%) Unit Testing
18 47 (27.33%) Software Engineering
19 46 (26.74%) Open Source
20 45 (26.16%) R
21 43 (25.00%) Continuous Integration
21 43 (25.00%) Agile Software Development
22 42 (24.42%) Hedge funds
22 42 (24.42%) Big Data
23 41 (23.84%) Java
24 39 (22.67%) Physics
25 37 (21.51%) scikit-learn
26 36 (20.93%) Amazon AWS

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 27 (15.70%) Apache Spark
2 22 (12.79%) Apache Pig
3 15 (8.72%) Apache
4 9 (5.23%) SAS
5 8 (4.65%) IPython
5 8 (4.65%) Jupyter
6 4 (2.33%) Node.js
7 3 (1.74%) Elasticsearch
8 2 (1.16%) Apache Solr
9 1 (0.58%) CloudStack
Applications
1 8 (4.65%) SPSS
2 7 (4.07%) MS Excel
3 3 (1.74%) Mathematica
3 3 (1.74%) Weka
Cloud Services
1 36 (20.93%) Amazon AWS
2 23 (13.37%) Amazon EC2
3 20 (11.63%) Amazon S3
4 17 (9.88%) Amazon EMR
5 7 (4.07%) Amazon Kinesis
6 3 (1.74%) AWS Elastic Beanstalk
6 3 (1.74%) Route 53
7 1 (0.58%) Cloud Computing
7 1 (0.58%) SaaS
Communications & Networking
1 4 (2.33%) TCP/IP
Database & Business Intelligence
1 49 (28.49%) MongoDB
2 42 (24.42%) Big Data
3 32 (18.60%) Hadoop
3 32 (18.60%) PostgreSQL
4 31 (18.02%) NoSQL
5 28 (16.28%) Apache Hive
6 23 (13.37%) Data Mining
7 20 (11.63%) Mahout
8 19 (11.05%) KDB
9 18 (10.47%) Neo4j
10 17 (9.88%) Impala
11 16 (9.30%) Amazon Redshift
12 15 (8.72%) SQL Server
13 10 (5.81%) Data Warehouse
14 9 (5.23%) MySQL
15 7 (4.07%) QlikView
15 7 (4.07%) Relational Database
16 3 (1.74%) Flink
17 2 (1.16%) CouchDB
17 2 (1.16%) Redis
Development Applications
1 34 (19.77%) Git (software)
2 26 (15.12%) Maven
3 17 (9.88%) Jenkins
3 17 (9.88%) Vagrant
3 17 (9.88%) Yeoman
4 4 (2.33%) GDB
4 4 (2.33%) Valgrind
5 1 (0.58%) Cucumber
5 1 (0.58%) Selenium
5 1 (0.58%) WebDriver
General
1 98 (56.98%) Finance
2 35 (20.35%) Front Office
3 15 (8.72%) Telecoms
4 12 (6.98%) Retail
5 11 (6.40%) Banking
6 9 (5.23%) Manufacturing
6 9 (5.23%) Marketing
7 7 (4.07%) Games
8 4 (2.33%) Advertising
9 1 (0.58%) Electronics
Job Titles
1 87 (50.58%) Developer
2 63 (36.63%) Python Developer
3 40 (23.26%) Data Scientist
4 30 (17.44%) C++ Developer
5 25 (14.53%) Quantitative Developer
6 19 (11.05%) Linux Developer
7 13 (7.56%) Analyst
8 10 (5.81%) Data Analyst
9 9 (5.23%) Analytics Consultant
9 9 (5.23%) Consultant
9 9 (5.23%) Data Analytics Consultant
9 9 (5.23%) Data Consultant
10 8 (4.65%) Junior
11 7 (4.07%) C++ Quantitative Developer
11 7 (4.07%) Senior Analyst
11 7 (4.07%) Software Developer
11 7 (4.07%) Software Engineer
12 6 (3.49%) Head of Data Management
12 6 (3.49%) Machine Learning Scientist
12 6 (3.49%) SQL Analyst
Libraries, Frameworks & Software Standards
1 141 (81.98%) NumPy
2 117 (68.02%) Pandas
3 37 (21.51%) scikit-learn
4 31 (18.02%) D3.js
5 26 (15.12%) Natural Language Processing
6 25 (14.53%) AngularJS
7 24 (13.95%) Esper
7 24 (13.95%) Pyramid
8 17 (9.88%) Cascalog
9 13 (7.56%) Boost C++ Libraries
9 13 (7.56%) STL
10 12 (6.98%) Web Services
11 9 (5.23%) HTML
12 8 (4.65%) Django
13 7 (4.07%) Matplotlib
14 4 (2.33%) Celery
14 4 (2.33%) Flask
14 4 (2.33%) MLlib
15 3 (1.74%) Reactive Extensions
15 3 (1.74%) RESTful
Miscellaneous
1 101 (58.72%) Computer Science
2 71 (41.28%) Algorithms
3 69 (40.12%) Mathematics
3 69 (40.12%) Visualisation
4 60 (34.88%) Statistics
5 53 (30.81%) Analytical Skills
6 42 (24.42%) Hedge funds
7 39 (22.67%) Physics
8 13 (7.56%) Client/Server
9 11 (6.40%) Fintech
10 8 (4.65%) Artificial Intelligence
11 6 (3.49%) Applied Mathematics
11 6 (3.49%) Biology
11 6 (3.49%) Blog
11 6 (3.49%) Data Structures
12 5 (2.91%) Neural Network
13 4 (2.33%) Economics
13 4 (2.33%) Management Information System
14 3 (1.74%) Derivative
14 3 (1.74%) Mobile App
Operating Systems
1 66 (38.37%) Linux
Processes & Methodologies
1 57 (33.14%) Machine Learning
2 50 (29.07%) Analytics
3 48 (27.91%) Unit Testing
4 47 (27.33%) Software Engineering
5 46 (26.74%) Open Source
6 43 (25.00%) Agile Software Development
6 43 (25.00%) Continuous Integration
7 30 (17.44%) Time Series Analysis
8 29 (16.86%) Data Analysis
9 28 (16.28%) Data Visualisation
10 27 (15.70%) Algorithmic Trading
10 27 (15.70%) OO
11 26 (15.12%) Data Acquisition
12 24 (13.95%) Systematic Trading
13 23 (13.37%) Low Latency
13 23 (13.37%) Statistical Analysis
14 22 (12.79%) Quantitative Trading
15 20 (11.63%) Data Analytics
16 19 (11.05%) Data Munging
16 19 (11.05%) User Stories
Programming Languages
1 169 (98.26%) Python
2 62 (36.05%) C++
3 58 (33.72%) SQL
4 45 (26.16%) R
5 41 (23.84%) Java
6 31 (18.02%) C
7 23 (13.37%) Clojure
8 17 (9.88%) Bash Shell
8 17 (9.88%) VBA
9 16 (9.30%) MATLAB
10 13 (7.56%) JavaScript
11 12 (6.98%) Cython
12 11 (6.40%) C#
13 8 (4.65%) Scala
14 4 (2.33%) Haskell
15 3 (1.74%) Perl
15 3 (1.74%) Shell Script
16 2 (1.16%) Ruby
17 1 (0.58%) Julia
Qualifications
1 69 (40.12%) PhD
2 68 (39.53%) Degree
3 1 (0.58%) SC Cleared
3 1 (0.58%) Security Cleared
Quality Assurance & Compliance
1 6 (3.49%) ISO/IEC 27001
System Software
1 17 (9.88%) VirtualBox
2 3 (1.74%) Docker
Systems Management
1 3 (1.74%) EMC NetWorker
Vendors
1 28 (16.28%) Oracle
2 16 (9.30%) Tableau
3 10 (5.81%) Facebook
4 3 (1.74%) Microsoft
5 2 (1.16%) Greenplum
5 2 (1.16%) Hortonworks
5 2 (1.16%) Sybase
6 1 (0.58%) Google
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