Period
to 13 December 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for SciPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SciPy over the 6 months to 13 December 2018 with a comparison to the same period in the previous 2 years.

SciPy
England > London
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 627 754 772
Rank change year-on-year +127 +18 +52
Permanent jobs citing SciPy 160 96 73
As % of all permanent IT jobs advertised in London 0.24% 0.13% 0.099%
As % of the Libraries, Frameworks & Software Standards category 0.59% 0.33% 0.25%
Number of salaries quoted 143 92 70
London median annual salary £75,000 £72,500 £95,000
Median salary % change year-on-year +3.45% -23.68% +26.67%
10th Percentile £45,000 £47,500 £55,000
90th Percentile £112,000 £104,500 £120,000
England median annual salary £72,500 £70,000 £92,500
% change year-on-year +3.57% -24.32% +27.59%

SciPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 27,155 28,932 29,716
As % of all permanent IT jobs advertised in London 40.80% 38.96% 40.15%
Number of salaries quoted 22,403 23,716 26,088
London median annual salary £65,000 £60,000 £59,000
Median salary % change year-on-year +8.33% +1.69% +7.27%
10th Percentile £37,500 £36,250 £35,000
90th Percentile £95,000 £90,000 £87,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

SciPy
Job Vacancy Trend in London

Job postings citing SciPy as a percentage of all IT jobs advertised in London.

Job vacancy trend for SciPy in London

SciPy
Salary Trend in London

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

Salary trend for SciPy in London

SciPy
Salary Histogram in London

The salary distribution of IT jobs citing SciPy in London over the 6 months to 13 December 2018.

Salary histogram for SciPy in London

SciPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the London region over the 6 months to 13 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +13 29 £70,000 - 4
East London +21 16 £95,000 +35.71% 3
SciPy
England

For the 6 months to 13 December 2018, IT jobs citing SciPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for SciPy.

1 159 (99.38%) Python
2 144 (90.00%) NumPy
3 133 (83.13%) Pandas
4 102 (63.75%) Data Science
5 87 (54.38%) Machine Learning
6 69 (43.13%) Mathematics
7 62 (38.75%) Computer Science
8 59 (36.88%) Software Engineering
9 58 (36.25%) scikit-learn
10 54 (33.75%) Algorithms
11 44 (27.50%) Finance
11 44 (27.50%) SQL
12 42 (26.25%) Natural Language Processing
13 41 (25.63%) Apache Spark
13 41 (25.63%) TensorFlow
14 39 (24.38%) Data Analysis
15 38 (23.75%) Visualisation
16 36 (22.50%) Hadoop
17 35 (21.88%) Linux
18 31 (19.38%) Artificial Intelligence
18 31 (19.38%) Deep Learning
19 26 (16.25%) Degree
20 25 (15.63%) Fintech
21 24 (15.00%) Analytics
22 23 (14.38%) Big Data
22 23 (14.38%) Statistics
22 23 (14.38%) Java
23 22 (13.75%) PhD
23 22 (13.75%) Physics
23 22 (13.75%) Apache Hive

SciPy
Co-occurring IT Skills in London 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 41 (25.63%) Apache Spark
2 12 (7.50%) Apache
3 7 (4.38%) Luigi
4 5 (3.13%) Apache Airflow
4 5 (3.13%) Apache Pig
4 5 (3.13%) Elasticsearch
4 5 (3.13%) Tornado
5 1 (0.63%) Jupyter
5 1 (0.63%) Mule
Applications
1 5 (3.13%) Chatbot
Cloud Services
1 20 (12.50%) Amazon AWS
2 6 (3.75%) Google Cloud Platform
3 4 (2.50%) Microsoft Azure
4 3 (1.88%) GitHub
5 2 (1.25%) SaaS
6 1 (0.63%) Amazon CloudWatch
6 1 (0.63%) Amazon S3
6 1 (0.63%) Slack
Communications & Networking
1 2 (1.25%) MQTT
Database & Business Intelligence
1 36 (22.50%) Hadoop
2 23 (14.38%) Big Data
3 22 (13.75%) Apache Hive
4 20 (12.50%) Data Mining
4 20 (12.50%) NoSQL
5 18 (11.25%) Text Mining
6 16 (10.00%) HBase
6 16 (10.00%) MongoDB
6 16 (10.00%) QlikView
7 8 (5.00%) Parquet
8 4 (2.50%) PostgreSQL
9 3 (1.88%) Redis
10 2 (1.25%) DB2
10 2 (1.25%) KDB
10 2 (1.25%) Kdb+
10 2 (1.25%) SQL Server
11 1 (0.63%) Amazon DynamoDB
11 1 (0.63%) Amazon RDS
11 1 (0.63%) MySQL
11 1 (0.63%) Relational Database
Development Applications
1 9 (5.63%) Git (software)
2 2 (1.25%) Jenkins
2 2 (1.25%) Maven
2 2 (1.25%) Robot Framework
3 1 (0.63%) JIRA
3 1 (0.63%) Visual Studio Team System
General
1 44 (27.50%) Finance
2 10 (6.25%) Front Office
2 10 (6.25%) Law
3 6 (3.75%) Military
4 4 (2.50%) Banking
4 4 (2.50%) Marketing
5 2 (1.25%) Investment Banking
6 1 (0.63%) Advertising
6 1 (0.63%) Electronics
6 1 (0.63%) Financial Institution
6 1 (0.63%) French Language
6 1 (0.63%) Games
6 1 (0.63%) Manufacturing
6 1 (0.63%) Spanish Language
6 1 (0.63%) Telecoms
Job Titles
1 73 (45.63%) Developer
2 52 (32.50%) Data Scientist
3 51 (31.88%) Python Developer
4 25 (15.63%) Senior Data Scientist
5 23 (14.38%) Machine Learning Scientist
6 19 (11.88%) Junior
6 19 (11.88%) Python Engineer
7 18 (11.25%) Junior Developer
8 17 (10.63%) Data Engineer
9 12 (7.50%) Machine Learning Engineer
9 12 (7.50%) Senior Developer
10 11 (6.88%) Senior Python Developer
11 9 (5.63%) Senior Systems Developer
12 6 (3.75%) Architect
12 6 (3.75%) Enterprise Architect
12 6 (3.75%) Software Engineer
13 5 (3.13%) Data Science Engineer
14 4 (2.50%) Chief Technology Officer
15 3 (1.88%) Big Data Engineer
15 3 (1.88%) Python Developer - Fintech
Libraries, Frameworks & Software Standards
1 144 (90.00%) NumPy
2 133 (83.13%) Pandas
3 58 (36.25%) scikit-learn
4 42 (26.25%) Natural Language Processing
5 41 (25.63%) TensorFlow
6 21 (13.13%) PySpark
7 19 (11.88%) Theano
8 16 (10.00%) MLlib
9 15 (9.38%) Django
10 14 (8.75%) Flask
11 12 (7.50%) React
12 8 (5.00%) Keras
13 7 (4.38%) Anaconda
13 7 (4.38%) Bokeh
13 7 (4.38%) Web Services
14 6 (3.75%) Kafka
15 5 (3.13%) SQLAlchemy
16 4 (2.50%) AngularJS
16 4 (2.50%) Node.js
16 4 (2.50%) Redux
Miscellaneous
1 54 (33.75%) Algorithms
2 25 (15.63%) Fintech
3 19 (11.88%) Data Structures
4 14 (8.75%) Hedge funds
5 10 (6.25%) Equities
5 10 (6.25%) Greenfield Project
5 10 (6.25%) Market Risk
5 10 (6.25%) Spread Betting
6 9 (5.63%) Derivative
7 7 (4.38%) Analytical Skills
7 7 (4.38%) Foreign Exchange (FX)
8 6 (3.75%) Client/Server
8 6 (3.75%) OTC Derivatives
9 4 (2.50%) Mobile App
10 2 (1.25%) Grid Computing
10 2 (1.25%) Self-Motivation
10 2 (1.25%) Social Media
11 1 (0.63%) Fixed Income
11 1 (0.63%) Robotics
11 1 (0.63%) Video Conferencing
Operating Systems
1 35 (21.88%) Linux
2 8 (5.00%) Unix
3 1 (0.63%) Robot Operating System
Processes & Methodologies
1 102 (63.75%) Data Science
2 87 (54.38%) Machine Learning
3 69 (43.13%) Mathematics
4 62 (38.75%) Computer Science
5 59 (36.88%) Software Engineering
6 39 (24.38%) Data Analysis
7 38 (23.75%) Visualisation
8 31 (19.38%) Artificial Intelligence
8 31 (19.38%) Deep Learning
9 24 (15.00%) Analytics
10 23 (14.38%) Statistics
11 22 (13.75%) Physics
12 21 (13.13%) Cybersecurity
13 20 (12.50%) Data Visualisation
13 20 (12.50%) Predictive Modelling
13 20 (12.50%) Statistical Modelling
14 16 (10.00%) Decision Tree
15 14 (8.75%) DevOps
16 12 (7.50%) Agile Software Development
16 12 (7.50%) ETL
Programming Languages
1 159 (99.38%) Python
2 44 (27.50%) SQL
3 23 (14.38%) Java
4 17 (10.63%) C#
5 14 (8.75%) C++
5 14 (8.75%) R
6 12 (7.50%) Scala
7 11 (6.88%) C
8 10 (6.25%) JavaScript
9 7 (4.38%) Go
10 3 (1.88%) Kotlin
11 2 (1.25%) Clojure
11 2 (1.25%) Haskell
11 2 (1.25%) MATLAB
12 1 (0.63%) Erlang
12 1 (0.63%) F#
12 1 (0.63%) Lisp
12 1 (0.63%) PHP
12 1 (0.63%) Ruby
12 1 (0.63%) Shell Script
Qualifications
1 26 (16.25%) Degree
2 22 (13.75%) PhD
3 9 (5.63%) Master's Degree
4 8 (5.00%) Numerate Degree
5 6 (3.75%) Computer Science Degree
6 2 (1.25%) Postgraduate
System Software
1 17 (10.63%) HDFS
2 16 (10.00%) Docker
3 3 (1.88%) Apache Flume
4 1 (0.63%) Apache ZooKeeper
Systems Management
1 13 (8.13%) Kubernetes
2 3 (1.88%) Oozie
3 1 (0.63%) Ansible
3 1 (0.63%) Kibana
3 1 (0.63%) logstash
3 1 (0.63%) StatsD
Vendors
1 17 (10.63%) Tableau
2 7 (4.38%) Google
3 2 (1.25%) Informatica
3 2 (1.25%) Oracle
3 2 (1.25%) Sybase
3 2 (1.25%) TIBCO
4 1 (0.63%) Facebook
4 1 (0.63%) Microsoft
4 1 (0.63%) Red Hat
4 1 (0.63%) SAP