The table below looks at the statistics for SciPy skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited SciPy over the 3 months to 7 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
7 Dec 2016
Same period 2015 Same period 2014
SciPy
Rank 833 907 933
Rank change year-on-year
+74 +26
Permanent jobs citing SciPy 43 78 42
As % of all permanent IT jobs located in the UK 0.048% 0.073% 0.037%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.19% 0.10%
Number of salaries quoted 36 68 38
Median salary £95,000 £70,000 £60,000
Median salary % change year-on-year
+35.71% +16.66%
90% offered a salary of more than £47,500 £32,000 £41,750
10% offered a salary of more than £100,000 £85,000 £76,500
UK excluding London median salary £52,500 £62,500 -
% change year-on-year
-16.00% -

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

Libraries, Frameworks & Software Standards Category
UK
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
35271 41088 41896
As % of all permanent IT jobs located in the UK 39.16% 38.30% 37.03%
Number of salaries quoted 30457 35269 36009
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,500 £30,500 £30,000
10% offered a salary of more than £70,000 £62,500 £67,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

SciPy
Jobs Demand Trend

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

SciPy Jobs Demand Trend in the UK

SciPy
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing SciPy within the UK.

SciPy Salary Trend in the UK

SciPy
Salary Histogram

This chart provides a salary histogram for IT jobs citing SciPy over the 3 months to 7 December 2016 within the UK.

SciPy Salary Histogram in the UK

SciPy
Top 11 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the UK over the 3 months to 7 December 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
England +56 39 £95,000 +35.71% 8
London +37 37 £95,000 +35.71% 8
City of London - 17 £83,000 - 3
Glasgow - 4 - -
Scotland - 4 - -
South East +58 1 £60,000 -17.24%
Oxfordshire +26 1 £60,000 -17.24%
Oxford +24 1 £60,000 -17.24%
South West +10 1 £45,000 +57.89%
Canary Wharf - 1 £85,000 -
Bristol - 1 £45,000 -

SciPy
Top 30 Related IT Skills

For the 6 months to 7 December 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 with a requirement for SciPy.

1 79 (100.00%) Python
2 65 (82.28%) NumPy
3 46 (58.23%) Pandas
3 46 (58.23%) Finance
4 33 (41.77%) Linux
5 31 (39.24%) C++
6 30 (37.97%) PhD
7 29 (36.71%) MongoDB
8 28 (35.44%) Machine Learning
9 27 (34.18%) Continuous Integration
10 26 (32.91%) Hadoop
11 25 (31.65%) SQL
12 24 (30.38%) Degree
13 23 (29.11%) Java
13 23 (29.11%) scikit-learn
14 22 (27.85%) Analytics
14 22 (27.85%) Big Data
15 21 (26.58%) R
15 21 (26.58%) Agile Software Development
16 20 (25.32%) Computer Science
16 20 (25.32%) Visualisation
17 19 (24.05%) Unit Testing
17 19 (24.05%) Amazon AWS
17 19 (24.05%) Software Engineering
17 19 (24.05%) C
17 19 (24.05%) Apache Hive
17 19 (24.05%) Algorithms
18 18 (22.78%) OO
18 18 (22.78%) PostgreSQL
18 18 (22.78%) Data Analysis

SciPy
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 17 (21.52%) Apache Spark
1 17 (21.52%) IPython
2 15 (18.99%) Apache Pig
3 9 (11.39%) Apache
4 4 (5.06%) SAS
5 2 (2.53%) Jupyter
6 1 (1.27%) Confluence
6 1 (1.27%) Elasticsearch
Applications
1 4 (5.06%) GNU Octave
2 1 (1.27%) SPSS
Business Applications
1 1 (1.27%) Front Arena
Cloud Services
1 19 (24.05%) Amazon AWS
2 17 (21.52%) Amazon EC2
3 16 (20.25%) Amazon S3
4 11 (13.92%) Amazon EMR
5 4 (5.06%) Amazon CloudWatch
5 4 (5.06%) IaaS
5 4 (5.06%) Microsoft Azure
5 4 (5.06%) PaaS
6 1 (1.27%) Amazon Kinesis
6 1 (1.27%) AWS Elastic Beanstalk
6 1 (1.27%) Google Cloud Platform
6 1 (1.27%) Route 53
Communications & Networking
1 1 (1.27%) AMQP
1 1 (1.27%) Internet
1 1 (1.27%) IPv4
1 1 (1.27%) MQTT
1 1 (1.27%) Wi-Fi
Database & Business Intelligence
1 29 (36.71%) MongoDB
2 26 (32.91%) Hadoop
3 22 (27.85%) Big Data
4 19 (24.05%) Apache Hive
5 18 (22.78%) PostgreSQL
6 11 (13.92%) Data Mining
6 11 (13.92%) Impala
6 11 (13.92%) Mahout
6 11 (13.92%) Neo4j
7 10 (12.66%) NoSQL
8 5 (6.33%) MySQL
8 5 (6.33%) Relational Database
9 4 (5.06%) Flink
9 4 (5.06%) KDB
9 4 (5.06%) SQL Server
10 2 (2.53%) Amazon Redshift
10 2 (2.53%) Sqoop
11 1 (1.27%) Apache Cassandra
11 1 (1.27%) BigQuery
11 1 (1.27%) Data Warehouse
Development Applications
1 18 (22.78%) Git (software)
2 15 (18.99%) Jenkins
3 11 (13.92%) Vagrant
3 11 (13.92%) Yeoman
4 8 (10.13%) Maven
5 4 (5.06%) Mercurial
6 1 (1.27%) Bitbucket
6 1 (1.27%) JIRA
6 1 (1.27%) PyUnit
6 1 (1.27%) Subversion
General
1 46 (58.23%) Finance
2 11 (13.92%) Banking
3 8 (10.13%) Front Office
3 8 (10.13%) Manufacturing
3 8 (10.13%) Retail
3 8 (10.13%) Telecoms
4 2 (2.53%) Investment Banking
5 1 (1.27%) Aerospace
5 1 (1.27%) Back Office
5 1 (1.27%) Games
Job Titles
1 34 (43.04%) Developer
2 32 (40.51%) Python Developer
3 25 (31.65%) Data Scientist
4 10 (12.66%) Machine Learning Scientist
5 8 (10.13%) Analytics Consultant
5 8 (10.13%) Consultant
5 8 (10.13%) Data Analytics Consultant
5 8 (10.13%) Data Consultant
6 6 (7.59%) Quantitative Developer
6 6 (7.59%) Senior Data Scientist
7 4 (5.06%) Analytics Manager
7 4 (5.06%) C++ Developer
7 4 (5.06%) Data Analytics Manager
7 4 (5.06%) Data Manager
7 4 (5.06%) Senior Analytics Manager
7 4 (5.06%) Senior Consultant
7 4 (5.06%) Senior Manager
8 3 (3.80%) C++ Quantitative Developer
8 3 (3.80%) Head of IT
9 2 (2.53%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 65 (82.28%) NumPy
2 46 (58.23%) Pandas
3 23 (29.11%) scikit-learn
4 16 (20.25%) D3.js
5 13 (16.46%) Natural Language Processing
6 11 (13.92%) Cascalog
6 11 (13.92%) Pyramid
7 9 (11.39%) Boost C++ Libraries
7 9 (11.39%) STL
8 8 (10.13%) AngularJS
9 7 (8.86%) Esper
10 6 (7.59%) Celery
10 6 (7.59%) Django
11 5 (6.33%) Highcharts JS
12 4 (5.06%) ELK Stack
12 4 (5.06%) Kafka
12 4 (5.06%) Matplotlib
12 4 (5.06%) REST
12 4 (5.06%) Theano
13 2 (2.53%) Node.js
Miscellaneous
1 20 (25.32%) Computer Science
1 20 (25.32%) Visualisation
2 19 (24.05%) Algorithms
3 16 (20.25%) Hedge funds
4 14 (17.72%) Analytical Skills
5 9 (11.39%) Statistics
6 8 (10.13%) Fintech
7 6 (7.59%) Mathematics
8 5 (6.33%) Data Structures
8 5 (6.33%) Physics
9 4 (5.06%) Hybrid Cloud
9 4 (5.06%) Public Cloud
10 3 (3.80%) Artificial Intelligence
10 3 (3.80%) Clustering
10 3 (3.80%) Equities
10 3 (3.80%) Foreign Exchange (FX)
10 3 (3.80%) PMI
11 2 (2.53%) Biometrics
12 1 (1.27%) Contract for Difference
12 1 (1.27%) Neural Network
Operating Systems
1 33 (41.77%) Linux
2 16 (20.25%) Unix
3 13 (16.46%) Windows
4 1 (1.27%) Android
4 1 (1.27%) Apple iOS
4 1 (1.27%) CentOS
4 1 (1.27%) Debian
4 1 (1.27%) Red Hat Enterprise Linux
4 1 (1.27%) Ubuntu
Processes & Methodologies
1 28 (35.44%) Machine Learning
2 27 (34.18%) Continuous Integration
3 22 (27.85%) Analytics
4 21 (26.58%) Agile Software Development
5 19 (24.05%) Software Engineering
5 19 (24.05%) Unit Testing
6 18 (22.78%) Data Analysis
6 18 (22.78%) OO
6 18 (22.78%) Open Source
7 13 (16.46%) Data Visualisation
7 13 (16.46%) Statistical Analysis
8 12 (15.19%) Data Analytics
8 12 (15.19%) Multithreading
9 11 (13.92%) Computer Vision
9 11 (13.92%) Data Munging
9 11 (13.92%) Refactoring
9 11 (13.92%) Sentiment Analysis
9 11 (13.92%) Systematic Trading
9 11 (13.92%) Time Series Analysis
9 11 (13.92%) User Stories
Programming Languages
1 79 (100.00%) Python
2 31 (39.24%) C++
3 25 (31.65%) SQL
4 23 (29.11%) Java
5 21 (26.58%) R
6 19 (24.05%) C
7 16 (20.25%) Bash Shell
8 12 (15.19%) Clojure
9 11 (13.92%) Cypher
9 11 (13.92%) VBA
10 9 (11.39%) C#
11 7 (8.86%) JavaScript
11 7 (8.86%) MATLAB
12 5 (6.33%) Scala
13 4 (5.06%) Perl
13 4 (5.06%) Ruby
14 2 (2.53%) Haskell
14 2 (2.53%) Lua
15 1 (1.27%) Erlang
15 1 (1.27%) Julia
Qualifications
1 30 (37.97%) PhD
2 24 (30.38%) Degree
3 3 (3.80%) PMI Certification
System Software
1 11 (13.92%) Virtual Machines
1 11 (13.92%) VirtualBox
2 6 (7.59%) Apache Flume
3 5 (6.33%) Docker
4 4 (5.06%) HDFS
Systems Management
1 4 (5.06%) Kubernetes
1 4 (5.06%) Mesos
Vendors
1 4 (5.06%) Oracle
1 4 (5.06%) Splunk
2 3 (3.80%) Cloudera
2 3 (3.80%) Hortonworks
3 2 (2.53%) Red Hat
4 1 (1.27%) MicroStrategy
4 1 (1.27%) Tableau
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