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 20 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Jan 2017
Same period 2016 Same period 2015
SciPy
UK
Rank 798 835 924
Rank change year-on-year
+37 +89
Permanent jobs citing SciPy 51 104 27
As % of all permanent IT jobs located in the UK 0.060% 0.10% 0.026%
As % of the Libraries, Frameworks & Software Standards category 0.15% 0.27% 0.069%
Number of salaries quoted 44 89 23
Median salary £95,000 £65,000 £65,000
Median salary % change year-on-year
+46.15% -
90% offered a salary of more than £56,500 £32,500 £43,500
10% offered a salary of more than £110,000 £90,000 £115,000
UK excluding London median salary £46,000 £62,500 -
% change year-on-year
-26.40% -

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
33313 38016 39327
As % of all permanent IT jobs located in the UK 39.47% 38.03% 37.38%
Number of salaries quoted 28774 32748 33938
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,000 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

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 20 January 2017 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 20 January 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 +29 47 £95,000 +46.15% 9
London +31 45 £95,000 +35.71% 8
City of London +38 17 £75,000 -4.76% 3
Glasgow - 4 - -
Scotland - 4 - -
South East +61 1 £47,000 -35.17% 1
South West +5 1 £45,000 +40.62%
Canary Wharf - 1 £85,000 -
Kent - 1 £47,000 -
Folkestone - 1 £47,000 -
Bristol - 1 £45,000 -

SciPy
Top 30 Related IT Skills

For the 6 months to 20 January 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 88 (100.00%) Python
2 78 (88.64%) NumPy
3 53 (60.23%) Finance
4 52 (59.09%) Pandas
5 40 (45.45%) Linux
6 37 (42.05%) C++
6 37 (42.05%) SQL
7 34 (38.64%) PhD
8 30 (34.09%) Continuous Integration
8 30 (34.09%) MongoDB
9 28 (31.82%) Computer Science
9 28 (31.82%) Java
10 27 (30.68%) Degree
10 27 (30.68%) Machine Learning
11 25 (28.41%) OO
11 25 (28.41%) Agile Software Development
12 24 (27.27%) Software Engineering
13 22 (25.00%) Hedge funds
13 22 (25.00%) Unit Testing
13 22 (25.00%) Algorithms
14 21 (23.86%) Hadoop
14 21 (23.86%) TDD
14 21 (23.86%) Windows
15 20 (22.73%) NoSQL
15 20 (22.73%) R
15 20 (22.73%) Analytics
16 19 (21.59%) Big Data
16 19 (21.59%) IPython
17 18 (20.45%) scikit-learn
17 18 (20.45%) D3.js

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 19 (21.59%) IPython
2 15 (17.05%) Apache Spark
3 10 (11.36%) Apache Pig
4 6 (6.82%) Apache
5 5 (5.68%) SAS
6 2 (2.27%) Jupyter
7 1 (1.14%) Elasticsearch
Applications
1 5 (5.68%) GNU Octave
2 1 (1.14%) SPSS
Business Applications
1 1 (1.14%) Front Arena
Cloud Services
1 14 (15.91%) Amazon AWS
2 12 (13.64%) Amazon EC2
3 11 (12.50%) Amazon S3
4 7 (7.95%) Amazon EMR
5 4 (4.55%) Amazon CloudWatch
5 4 (4.55%) IaaS
5 4 (4.55%) Microsoft Azure
5 4 (4.55%) PaaS
6 3 (3.41%) GitHub
7 1 (1.14%) Amazon Kinesis
7 1 (1.14%) AWS Elastic Beanstalk
7 1 (1.14%) Google Analytics
7 1 (1.14%) Google Cloud Platform
Database & Business Intelligence
1 30 (34.09%) MongoDB
2 21 (23.86%) Hadoop
3 20 (22.73%) NoSQL
4 19 (21.59%) Big Data
5 13 (14.77%) Apache Hive
5 13 (14.77%) PostgreSQL
6 9 (10.23%) Data Mining
7 6 (6.82%) Impala
7 6 (6.82%) Mahout
7 6 (6.82%) Neo4j
8 5 (5.68%) KDB
8 5 (5.68%) MySQL
8 5 (5.68%) Relational Database
9 4 (4.55%) Flink
9 4 (4.55%) SQL Server
10 3 (3.41%) Amazon Redshift
11 2 (2.27%) Apache Cassandra
11 2 (2.27%) Sqoop
12 1 (1.14%) BigQuery
12 1 (1.14%) Data Warehouse
Development Applications
1 18 (20.45%) Git (software)
2 11 (12.50%) Mercurial
3 10 (11.36%) Jenkins
4 8 (9.09%) Maven
5 6 (6.82%) Vagrant
5 6 (6.82%) Yeoman
6 3 (3.41%) Team Foundation Server
7 1 (1.14%) PyUnit
7 1 (1.14%) Subversion
General
1 53 (60.23%) Finance
2 7 (7.95%) Front Office
3 6 (6.82%) Banking
4 5 (5.68%) Manufacturing
4 5 (5.68%) Retail
4 5 (5.68%) Telecoms
5 3 (3.41%) Financial Institution
6 1 (1.14%) Aerospace
6 1 (1.14%) Back Office
6 1 (1.14%) Games
Job Titles
1 44 (50.00%) Developer
2 42 (47.73%) Python Developer
3 25 (28.41%) Data Scientist
4 9 (10.23%) Machine Learning Scientist
5 7 (7.95%) Senior Data Scientist
6 6 (6.82%) Analytics Manager
6 6 (6.82%) Data Manager
6 6 (6.82%) Quantitative Developer
7 5 (5.68%) Analytics Consultant
7 5 (5.68%) Consultant
7 5 (5.68%) Data Analytics Consultant
7 5 (5.68%) Data Analytics Manager
7 5 (5.68%) Data Consultant
7 5 (5.68%) Senior Analytics Manager
7 5 (5.68%) Senior Consultant
7 5 (5.68%) Senior Manager
8 3 (3.41%) C++ Developer
8 3 (3.41%) DevOps Engineer
8 3 (3.41%) Linux DevOps Engineer
8 3 (3.41%) Linux/Unix DevOps
Libraries, Frameworks & Software Standards
1 78 (88.64%) NumPy
2 52 (59.09%) Pandas
3 18 (20.45%) D3.js
3 18 (20.45%) Pyramid
3 18 (20.45%) scikit-learn
4 12 (13.64%) Highcharts JS
5 11 (12.50%) Matplotlib
6 8 (9.09%) AngularJS
6 8 (9.09%) Django
7 7 (7.95%) Boost C++ Libraries
7 7 (7.95%) Esper
7 7 (7.95%) Natural Language Processing
7 7 (7.95%) STL
8 6 (6.82%) Cascalog
9 4 (4.55%) Celery
9 4 (4.55%) ELK Stack
9 4 (4.55%) Flask
9 4 (4.55%) Kafka
9 4 (4.55%) REST
9 4 (4.55%) Theano
Miscellaneous
1 28 (31.82%) Computer Science
2 22 (25.00%) Algorithms
2 22 (25.00%) Hedge funds
3 14 (15.91%) Visualisation
4 10 (11.36%) Data Structures
5 9 (10.23%) Analytical Skills
5 9 (10.23%) Fintech
5 9 (10.23%) Mathematics
5 9 (10.23%) Statistics
6 4 (4.55%) Artificial Intelligence
6 4 (4.55%) Hybrid Cloud
6 4 (4.55%) Physics
6 4 (4.55%) Public Cloud
7 3 (3.41%) Clustering
7 3 (3.41%) PMI
8 2 (2.27%) Biometrics
8 2 (2.27%) Equities
8 2 (2.27%) Foreign Exchange (FX)
9 1 (1.14%) Contract for Difference
9 1 (1.14%) Economics
Operating Systems
1 40 (45.45%) Linux
2 21 (23.86%) Windows
3 16 (18.18%) Unix
4 1 (1.14%) CentOS
4 1 (1.14%) Debian
4 1 (1.14%) Red Hat Enterprise Linux
4 1 (1.14%) Ubuntu
Processes & Methodologies
1 30 (34.09%) Continuous Integration
2 27 (30.68%) Machine Learning
3 25 (28.41%) Agile Software Development
3 25 (28.41%) OO
4 24 (27.27%) Software Engineering
5 22 (25.00%) Unit Testing
6 21 (23.86%) TDD
7 20 (22.73%) Analytics
8 17 (19.32%) Refactoring
9 15 (17.05%) Data Analysis
10 13 (14.77%) Open Source
11 11 (12.50%) BDD
11 11 (12.50%) High Availability
11 11 (12.50%) Multithreaded Programming
11 11 (12.50%) Multithreading
11 11 (12.50%) Web Development
12 10 (11.36%) Low Latency
12 10 (11.36%) Systematic Trading
13 9 (10.23%) Data Analytics
14 8 (9.09%) Deep Learning
Programming Languages
1 88 (100.00%) Python
2 37 (42.05%) C++
2 37 (42.05%) SQL
3 28 (31.82%) Java
4 20 (22.73%) R
5 18 (20.45%) C
6 12 (13.64%) Bash Shell
6 12 (13.64%) JavaScript
7 10 (11.36%) C#
7 10 (11.36%) MATLAB
8 6 (6.82%) Clojure
8 6 (6.82%) Cypher
8 6 (6.82%) VBA
9 5 (5.68%) Scala
10 4 (4.55%) Perl
10 4 (4.55%) Ruby
11 2 (2.27%) Cython
12 1 (1.14%) Go
12 1 (1.14%) Haskell
12 1 (1.14%) Julia
Qualifications
1 34 (38.64%) PhD
2 27 (30.68%) Degree
3 3 (3.41%) PMI Certification
Quality Assurance & Compliance
1 1 (1.14%) Data Quality
System Software
1 6 (6.82%) Apache Flume
1 6 (6.82%) Virtual Machines
1 6 (6.82%) VirtualBox
2 5 (5.68%) Docker
3 4 (4.55%) HDFS
Systems Management
1 4 (4.55%) Kubernetes
1 4 (4.55%) Mesos
Vendors
1 12 (13.64%) Oracle
2 4 (4.55%) Splunk
3 3 (3.41%) Cloudera
3 3 (3.41%) Hortonworks
3 3 (3.41%) IBM
3 3 (3.41%) Red Hat
4 2 (2.27%) Tableau
5 1 (1.14%) Google
5 1 (1.14%) MicroStrategy
Central London / West End
Client Server
Salary: £25k to £35k + benefits
Posted: 1 hour ago
London
Oliver Bernard
Salary: £80000 - £100000 per annum + bonus, shares
Posted: 2 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 2 days ago
City, London
Quant Capital
Salary: Up to £80,000 per annum + benefits
Posted: 2 days ago
London
OHO Group Ltd.
Salary: £55000 - £65000 per annum
Posted: 7 days ago
City, London
TEKsystems
Salary: £50000 - £110000 per annum + Bonus and Benefits
Posted: 6 days ago
London
Data Inc UK Ltd
Salary: Competitive
Posted: 4 days ago