The following table provides summary statistics for permanent job vacancies with a requirement for SciPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SciPy over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
SciPy
UK
Rank 820 877 907
Rank change year-on-year +57 +30  
Permanent jobs citing SciPy 47 87 49
As % of all permanent IT jobs advertised in the UK 0.055% 0.084% 0.046%
As % of the Libraries, Frameworks & Software Standards category 0.14% 0.22% 0.12%
Number of salaries quoted 43 81 40
Median salary £80,000 £70,000 £70,000
Median salary % change year-on-year +14.28% -  
90% offered a salary of more than £50,000 £40,000 £47,500
10% offered a salary of more than £110,000 £92,500 £115,000
UK excluding London median salary £47,000 £30,000 -
% change year-on-year +56.66% -  

SciPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
UK
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 33911 39617 40053
As % of all permanent IT job vacancies advertised in the UK 39.92% 38.35% 37.71%
Number of salaries quoted 28948 34112 33994
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27%  
90% offered a salary of more than £31,500 £30,500 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

SciPy
Job Vacancy Trend

The job posting trend of jobs advertised citing SciPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for SciPy in the UK

SciPy
Salary Trend

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

Salary trend for SciPy in the UK

SciPy
Salary Histogram

The salary distribution of IT jobs citing SciPy over the 3 months to 25 March 2017.

Salary histogram for SciPy in the UK

SciPy
Top 9 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 25 March 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +53 46 £80,000 +14.28% 8
London +37 45 £85,000 +19.29% 8
City of London +45 5 £80,000 +39.13% 2
South East +77 1 £47,000 +56.66%
West End of London - 1 £65,000 -
Folkestone - 1 £47,000 -
Kent - 1 £47,000 -
Glasgow - 1 - -
Scotland - 1 - - 1

SciPy
Top 30 Related IT Skills

For the 6 months to 25 March 2017, 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 93 (100.00%) Python
2 81 (87.10%) NumPy
3 63 (67.74%) Finance
4 57 (61.29%) Pandas
5 45 (48.39%) SQL
6 42 (45.16%) C++
7 40 (43.01%) Linux
8 37 (39.78%) Computer Science
9 35 (37.63%) PhD
10 31 (33.33%) Degree
11 30 (32.26%) Continuous Integration
11 30 (32.26%) Machine Learning
12 29 (31.18%) Mathematics
13 28 (30.11%) Java
13 28 (30.11%) Windows
14 27 (29.03%) Software Engineering
15 25 (26.88%) MongoDB
15 25 (26.88%) OO
15 25 (26.88%) NoSQL
16 24 (25.81%) Unit Testing
16 24 (25.81%) Agile Software Development
17 23 (24.73%) TDD
18 22 (23.66%) Git (software)
19 21 (22.58%) Hedge funds
19 21 (22.58%) Analytics
19 21 (22.58%) D3.js
20 20 (21.51%) Big Data
21 19 (20.43%) Algorithms
21 19 (20.43%) Hadoop
22 18 (19.35%) 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 15 (16.13%) Apache Spark
1 15 (16.13%) IPython
2 11 (11.83%) Apache Pig
3 5 (5.38%) Apache
3 5 (5.38%) SAS
4 2 (2.15%) Elasticsearch
5 1 (1.08%) Jupyter
Applications
1 7 (7.53%) GNU Octave
2 1 (1.08%) MS Excel
2 1 (1.08%) SPSS
Cloud Services
1 15 (16.13%) Amazon AWS
2 12 (12.90%) Amazon EC2
2 12 (12.90%) Amazon S3
3 7 (7.53%) Amazon EMR
4 5 (5.38%) Amazon CloudWatch
4 5 (5.38%) IaaS
4 5 (5.38%) Microsoft Azure
4 5 (5.38%) PaaS
5 3 (3.23%) GitHub
6 2 (2.15%) Google Cloud Platform
7 1 (1.08%) Google Analytics
Database & Business Intelligence
1 25 (26.88%) MongoDB
1 25 (26.88%) NoSQL
2 20 (21.51%) Big Data
3 19 (20.43%) Hadoop
4 14 (15.05%) Apache Hive
5 10 (10.75%) PostgreSQL
6 9 (9.68%) Data Mining
7 6 (6.45%) Impala
7 6 (6.45%) Mahout
7 6 (6.45%) Neo4j
7 6 (6.45%) Relational Database
8 5 (5.38%) Flink
9 4 (4.30%) Amazon Redshift
9 4 (4.30%) MySQL
10 3 (3.23%) Apache Cassandra
10 3 (3.23%) BigQuery
10 3 (3.23%) SQL Server
11 2 (2.15%) KDB
11 2 (2.15%) Sqoop
12 1 (1.08%) Power BI
Development Applications
1 22 (23.66%) Git (software)
2 15 (16.13%) Mercurial
3 11 (11.83%) Jenkins
4 6 (6.45%) Vagrant
4 6 (6.45%) Yeoman
5 4 (4.30%) Maven
6 3 (3.23%) Team Foundation Server
7 1 (1.08%) PyUnit
7 1 (1.08%) Subversion
General
1 63 (67.74%) Finance
2 5 (5.38%) Banking
2 5 (5.38%) Front Office
3 4 (4.30%) Manufacturing
3 4 (4.30%) Retail
3 4 (4.30%) Telecoms
4 3 (3.23%) Financial Institution
5 2 (2.15%) Back Office
6 1 (1.08%) Aerospace
6 1 (1.08%) Publishing
Job Titles
1 46 (49.46%) Developer
2 44 (47.31%) Python Developer
3 25 (26.88%) Data Scientist
4 5 (5.38%) Analytics Manager
4 5 (5.38%) Data Manager
4 5 (5.38%) Machine Learning Scientist
4 5 (5.38%) Quantitative Developer
4 5 (5.38%) Senior Data Scientist
5 4 (4.30%) Analytics Consultant
5 4 (4.30%) Consultant
5 4 (4.30%) Data Analytics Consultant
5 4 (4.30%) Data Analytics Manager
5 4 (4.30%) Data Consultant
5 4 (4.30%) Junior
5 4 (4.30%) Linux Engineer
5 4 (4.30%) Senior Analytics Manager
5 4 (4.30%) Senior Consultant
5 4 (4.30%) Senior Manager
6 3 (3.23%) Algorithmic Trading Developer
6 3 (3.23%) Systems Engineer
Libraries, Frameworks & Software Standards
1 81 (87.10%) NumPy
2 57 (61.29%) Pandas
3 21 (22.58%) D3.js
4 18 (19.35%) Pyramid
5 15 (16.13%) Highcharts JS
5 15 (16.13%) Matplotlib
5 15 (16.13%) scikit-learn
6 8 (8.60%) Django
6 8 (8.60%) Natural Language Processing
7 7 (7.53%) Elastic Stack
8 6 (6.45%) Cascalog
9 5 (5.38%) Kafka
9 5 (5.38%) REST
10 4 (4.30%) AngularJS
10 4 (4.30%) Boost C++ Libraries
10 4 (4.30%) Celery
10 4 (4.30%) STL
11 3 (3.23%) Esper
11 3 (3.23%) Flask
11 3 (3.23%) SQLAlchemy
Miscellaneous
1 37 (39.78%) Computer Science
2 21 (22.58%) Hedge funds
3 19 (20.43%) Algorithms
4 13 (13.98%) Fintech
5 12 (12.90%) Analytical Skills
6 8 (8.60%) Data Structures
7 5 (5.38%) Hybrid Cloud
8 4 (4.30%) Public Cloud
9 2 (2.15%) Clustering
9 2 (2.15%) PMI
10 1 (1.08%) Credit Risk
10 1 (1.08%) Derivative
10 1 (1.08%) Digital Media
10 1 (1.08%) Fixed Income
Operating Systems
1 40 (43.01%) Linux
2 28 (30.11%) Windows
3 17 (18.28%) Unix
4 1 (1.08%) CentOS
4 1 (1.08%) Debian
4 1 (1.08%) Red Hat Enterprise Linux
4 1 (1.08%) Ubuntu
Processes & Methodologies
1 30 (32.26%) Continuous Integration
1 30 (32.26%) Machine Learning
2 29 (31.18%) Mathematics
3 27 (29.03%) Software Engineering
4 25 (26.88%) OO
5 24 (25.81%) Agile Software Development
5 24 (25.81%) Unit Testing
6 23 (24.73%) TDD
7 21 (22.58%) Analytics
8 18 (19.35%) Data Analysis
9 16 (17.20%) Refactoring
10 15 (16.13%) BDD
10 15 (16.13%) Web Development
11 14 (15.05%) Statistics
12 11 (11.83%) High Availability
12 11 (11.83%) Multithreaded Programming
12 11 (11.83%) Multithreading
13 10 (10.75%) Open Source
13 10 (10.75%) Visualisation
14 9 (9.68%) Data Analytics
Programming Languages
1 93 (100.00%) Python
2 45 (48.39%) SQL
3 42 (45.16%) C++
4 28 (30.11%) Java
5 17 (18.28%) R
6 16 (17.20%) JavaScript
7 14 (15.05%) Bash Shell
8 13 (13.98%) C
9 11 (11.83%) C#
10 7 (7.53%) Scala
10 7 (7.53%) VBA
11 6 (6.45%) Clojure
11 6 (6.45%) Cypher
12 5 (5.38%) MATLAB
12 5 (5.38%) Perl
12 5 (5.38%) Ruby
13 1 (1.08%) Cython
13 1 (1.08%) Erlang
13 1 (1.08%) F#
13 1 (1.08%) Haskell
Qualifications
1 35 (37.63%) PhD
2 31 (33.33%) Degree
3 2 (2.15%) PMI Certification
Quality Assurance & Compliance
1 1 (1.08%) Actionable Recommendations
1 1 (1.08%) Data Quality
System Software
1 7 (7.53%) Apache Flume
2 6 (6.45%) Docker
2 6 (6.45%) Virtual Machines
2 6 (6.45%) VirtualBox
Systems Management
1 5 (5.38%) Docker Swarm
1 5 (5.38%) Kubernetes
1 5 (5.38%) Mesos
2 2 (2.15%) Kibana
2 2 (2.15%) logstash
3 1 (1.08%) Ansible
3 1 (1.08%) StatsD
Vendors
1 16 (17.20%) Oracle
2 5 (5.38%) Splunk
3 3 (3.23%) IBM
3 3 (3.23%) Red Hat
4 2 (2.15%) Cloudera
4 2 (2.15%) Google
4 2 (2.15%) Hortonworks
4 2 (2.15%) Tableau
5 1 (1.08%) Microsoft
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Salary: £60000 - £150000 per annum + bonus and pension
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