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 23 June 2017 with a comparison to the same period in the previous 2 years.

SciPy
UK
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 818 842 929
Rank change year-on-year +24 +87  
Permanent jobs citing SciPy 52 71 59
As % of all permanent IT jobs advertised in the UK 0.058% 0.072% 0.053%
As % of the Libraries, Frameworks & Software Standards category 0.14% 0.19% 0.14%
Number of salaries quoted 33 67 49
Median salary £100,000 £77,500 £75,000
Median salary % change year-on-year +29.03% +3.33%  
90% offered a salary of more than £43,000 £45,000 £38,200
10% offered a salary of more than £105,000 £120,000 £91,000
UK excluding London median salary £45,000 £45,000 £29,000
% change year-on-year - +55.17%  

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 36508 38298 42245
As % of all permanent IT job vacancies advertised in the UK 40.97% 38.94% 38.10%
Number of salaries quoted 30684 33260 36138
Median salary £47,000 £45,000 £45,000
Median salary % change year-on-year +4.44% -  
90% offered a salary of more than £32,500 £31,000 £30,000
10% offered a salary of more than £70,000 £65,000 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +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 23 June 2017.

Salary histogram for SciPy in the UK

SciPy
Top 15 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 23 June 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 +26 45 £100,000 +29.03% 7
London -4 40 £100,000 +25.00% 6
Scotland - 6 £42,500 - 2
Edinburgh - 6 £42,500 - 2
South East +54 3 £37,500 - 1
City of London +24 3 £91,250 +30.35% 1
Hampshire - 2 £32,500 -
Portsmouth - 2 £32,500 -
Birmingham - 2 £60,000 -
West Midlands - 2 £60,000 -
Wales - 1 £55,000 -
South Wales - 1 £55,000 -
Surrey - 1 £45,000 -
Guildford - 1 £45,000 -
Cardiff - 1 £55,000 -

For the 6 months to 23 June 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 96 (97.96%) Python
2 85 (86.73%) NumPy
3 68 (69.39%) Pandas
4 54 (55.10%) Finance
5 51 (52.04%) SQL
6 46 (46.94%) C++
7 39 (39.80%) Software Engineering
7 39 (39.80%) Java
8 37 (37.76%) OO
9 36 (36.73%) Machine Learning
10 35 (35.71%) MongoDB
10 35 (35.71%) Computer Science
11 33 (33.67%) Mathematics
11 33 (33.67%) Agile Software Development
12 31 (31.63%) PhD
13 30 (30.61%) Big Data
14 29 (29.59%) Linux
15 28 (28.57%) TDD
15 28 (28.57%) Analytics
16 27 (27.55%) Visualisation
17 26 (26.53%) NoSQL
18 25 (25.51%) R
18 25 (25.51%) Apache Spark
18 25 (25.51%) Unit Testing
18 25 (25.51%) Continuous Integration
19 24 (24.49%) Degree
20 23 (23.47%) Hadoop
20 23 (23.47%) Git (software)
21 22 (22.45%) D3.js
22 21 (21.43%) Hedge funds

SciPy
Co-occurring 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 25 (25.51%) Apache Spark
2 6 (6.12%) Apache Pig
2 6 (6.12%) Elasticsearch
2 6 (6.12%) IPython
2 6 (6.12%) SAS
3 5 (5.10%) Tornado
4 3 (3.06%) Apache
5 1 (1.02%) Jupyter
Applications
1 7 (7.14%) Microsoft Excel
2 3 (3.06%) GNU Octave
Cloud Services
1 8 (8.16%) Amazon AWS
2 6 (6.12%) Amazon EC2
2 6 (6.12%) Amazon S3
3 5 (5.10%) Amazon EMR
4 1 (1.02%) Amazon CloudWatch
4 1 (1.02%) GitHub
4 1 (1.02%) Google Cloud Platform
4 1 (1.02%) IaaS
4 1 (1.02%) Microsoft Azure
4 1 (1.02%) PaaS
Database & Business Intelligence
1 35 (35.71%) MongoDB
2 30 (30.61%) Big Data
3 26 (26.53%) NoSQL
4 23 (23.47%) Hadoop
5 18 (18.37%) PostgreSQL
6 14 (14.29%) Apache Cassandra
7 7 (7.14%) Apache Hive
8 6 (6.12%) Data Mining
9 5 (5.10%) Data Warehouse
9 5 (5.10%) Impala
9 5 (5.10%) Mahout
9 5 (5.10%) Neo4j
10 4 (4.08%) MySQL
10 4 (4.08%) Redis
11 3 (3.06%) Relational Database
12 2 (2.04%) Amazon Redshift
12 2 (2.04%) BigQuery
12 2 (2.04%) Power BI
13 1 (1.02%) Blockchain
13 1 (1.02%) Flink
Development Applications
1 23 (23.47%) Git (software)
2 17 (17.35%) Mercurial
3 7 (7.14%) Jenkins
4 5 (5.10%) Vagrant
4 5 (5.10%) Yeoman
5 2 (2.04%) Maven
6 1 (1.02%) Bower
6 1 (1.02%) Team Foundation Server
General
1 54 (55.10%) Finance
2 18 (18.37%) Retail
3 17 (17.35%) Banking
4 15 (15.31%) Front Office
5 12 (12.24%) Investment Banking
5 12 (12.24%) Retail Banking
6 4 (4.08%) Telecoms
7 3 (3.06%) Manufacturing
8 2 (2.04%) Back Office
8 2 (2.04%) Games
9 1 (1.02%) Financial Institution
9 1 (1.02%) Marketing
9 1 (1.02%) Publishing
Job Titles
1 45 (45.92%) Developer
2 43 (43.88%) Python Developer
3 27 (27.55%) Data Scientist
4 12 (12.24%) Analyst
4 12 (12.24%) Data Analyst
5 11 (11.22%) Technical Analyst
6 7 (7.14%) Software Engineer
7 6 (6.12%) Information Analyst
7 6 (6.12%) Information Risk Analyst
7 6 (6.12%) Information Systems Analyst
7 6 (6.12%) MIS Analyst
7 6 (6.12%) Quantitative Developer
7 6 (6.12%) Risk Analyst
7 6 (6.12%) Risk Data Analyst
8 5 (5.10%) Analytics Manager
8 5 (5.10%) Consultant
8 5 (5.10%) Data Analytics Analyst
8 5 (5.10%) Data Consultant
9 4 (4.08%) Junior
9 4 (4.08%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 85 (86.73%) NumPy
2 68 (69.39%) Pandas
3 22 (22.45%) D3.js
4 19 (19.39%) Pyramid
5 18 (18.37%) Matplotlib
6 17 (17.35%) Highcharts JS
7 13 (13.27%) Flask
7 13 (13.27%) Kafka
7 13 (13.27%) scikit-learn
8 12 (12.24%) Django
9 11 (11.22%) Natural Language Processing
10 6 (6.12%) Celery
11 5 (5.10%) AngularJS
11 5 (5.10%) Cascalog
11 5 (5.10%) MLlib
12 3 (3.06%) Elastic Stack
12 3 (3.06%) React
13 2 (2.04%) Esper
13 2 (2.04%) Redux
13 2 (2.04%) TensorFlow
Miscellaneous
1 35 (35.71%) Computer Science
2 21 (21.43%) Hedge funds
3 13 (13.27%) Algorithms
3 13 (13.27%) Analytical Skills
4 12 (12.24%) Derivative
4 12 (12.24%) Foreign Exchange (FX)
5 11 (11.22%) Fintech
6 8 (8.16%) Data Structures
7 6 (6.12%) Greenfield Project
7 6 (6.12%) Management Information System
8 2 (2.04%) Fixed Income
9 1 (1.02%) Digital Media
9 1 (1.02%) Hybrid Cloud
Operating Systems
1 29 (29.59%) Linux
2 21 (21.43%) Windows
3 6 (6.12%) Unix
Processes & Methodologies
1 39 (39.80%) Software Engineering
2 37 (37.76%) OO
3 36 (36.73%) Machine Learning
4 33 (33.67%) Agile Software Development
4 33 (33.67%) Mathematics
5 28 (28.57%) Analytics
5 28 (28.57%) TDD
6 27 (27.55%) Visualisation
7 25 (25.51%) Continuous Integration
7 25 (25.51%) Unit Testing
8 19 (19.39%) Data Analytics
9 18 (18.37%) Refactoring
9 18 (18.37%) Statistics
10 17 (17.35%) BDD
10 17 (17.35%) Web Development
11 16 (16.33%) SDLC
12 13 (13.27%) Data Analysis
12 13 (13.27%) Statistical Analysis
13 12 (12.24%) Asset Management
13 12 (12.24%) Operations Research
Programming Languages
1 96 (97.96%) Python
2 51 (52.04%) SQL
3 46 (46.94%) C++
4 39 (39.80%) Java
5 25 (25.51%) R
6 20 (20.41%) JavaScript
7 18 (18.37%) C#
8 9 (9.18%) Scala
9 8 (8.16%) Bash Shell
10 7 (7.14%) VBA
11 5 (5.10%) C
11 5 (5.10%) Clojure
11 5 (5.10%) Cypher
11 5 (5.10%) MATLAB
12 1 (1.02%) Cython
12 1 (1.02%) ES6
12 1 (1.02%) F#
12 1 (1.02%) Perl
12 1 (1.02%) Ruby
12 1 (1.02%) TypeScript
Qualifications
1 31 (31.63%) PhD
2 24 (24.49%) Degree
3 9 (9.18%) Computer Science Degree
4 5 (5.10%) Master's Degree
5 4 (4.08%) Numerate Degree
Quality Assurance & Compliance
1 12 (12.24%) Data Quality
2 2 (2.04%) Actionable Recommendations
System Software
1 6 (6.12%) Docker
2 5 (5.10%) Virtual Machines
2 5 (5.10%) VirtualBox
3 1 (1.02%) Apache Flume
Systems Management
1 5 (5.10%) Kubernetes
2 2 (2.04%) Kibana
2 2 (2.04%) logstash
3 1 (1.02%) Ansible
3 1 (1.02%) Docker Swarm
3 1 (1.02%) Mesos
3 1 (1.02%) StatsD
Vendors
1 18 (18.37%) Oracle
2 3 (3.06%) IBM
2 3 (3.06%) Tableau
3 2 (2.04%) Microsoft
4 1 (1.02%) Google
4 1 (1.02%) Splunk
Edinburgh, Midlothian
ClearCube Consulting
Salary: From £60,000 to £80,000 per annum
Posted: 19 hours ago
London
Westbourne Partners Ltd
Posted: Yesterday
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus
Posted: 2 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: 3 days ago
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £50000 - £70000 per annum + Benefits + Bonus
Posted: 4 days ago
Edinburgh, Midlothian
Net Talent
Salary: bonus, share scheme, pension
Posted: 3 days ago
Oxford, Oxfordshire
ENTERPRISE RECRUITMENT LTD
Salary: £28000 - £35000 per annum
Posted: 3 days ago