Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

SciPy
England > London
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 638 775 777
Rank change year-on-year +137 +2 +58
Permanent jobs citing SciPy 178 72 78
As % of all permanent IT jobs advertised in London 0.26% 0.097% 0.10%
As % of the Libraries, Frameworks & Software Standards category 0.64% 0.25% 0.25%
Number of salaries quoted 157 59 77
London median annual salary £75,000 £90,000 £85,000
Median salary % change year-on-year -16.67% +5.88% +13.33%
10th Percentile £45,000 £55,000 £44,900
90th Percentile £122,500 £119,500 £120,000
England median annual salary £75,000 £80,000 £82,500
% change year-on-year -6.25% -3.03% +10.00%

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 27,883 29,058 31,111
As % of all permanent IT jobs advertised in London 41.01% 39.08% 40.34%
Number of salaries quoted 22,784 23,513 27,417
London median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +4.55%
10th Percentile £37,500 £36,500 £35,000
90th Percentile £95,000 £90,000 £85,000
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 19 October 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 19 October 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 -7 28 £80,000 +16.36% 6
East London +14 22 £95,000 +35.71% 2
SciPy
England

For the 6 months to 19 October 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.

1 177 (99.44%) Python
2 165 (92.70%) NumPy
2 165 (92.70%) Pandas
3 103 (57.87%) Data Science
4 82 (46.07%) Mathematics
5 79 (44.38%) Software Engineering
6 77 (43.26%) Machine Learning
7 75 (42.13%) Computer Science
8 62 (34.83%) Finance
9 53 (29.78%) Linux
10 51 (28.65%) Data Analysis
11 47 (26.40%) SQL
11 47 (26.40%) scikit-learn
12 46 (25.84%) Algorithms
13 43 (24.16%) Apache Spark
14 42 (23.60%) Visualisation
15 40 (22.47%) Natural Language Processing
16 38 (21.35%) TensorFlow
16 38 (21.35%) Degree
17 37 (20.79%) Hadoop
18 33 (18.54%) Deep Learning
18 33 (18.54%) Analytics
19 32 (17.98%) Fintech
20 29 (16.29%) Artificial Intelligence
21 28 (15.73%) Apache Hive
22 26 (14.61%) PySpark
22 26 (14.61%) Theano
23 25 (14.04%) Hedge funds
23 25 (14.04%) Amazon AWS
23 25 (14.04%) Data Visualisation

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 43 (24.16%) Apache Spark
2 19 (10.67%) Apache
3 9 (5.06%) Elasticsearch
4 8 (4.49%) Luigi
5 5 (2.81%) Apache Airflow
5 5 (2.81%) Tornado
6 4 (2.25%) Apache Pig
7 2 (1.12%) IPython
8 1 (0.56%) Jupyter
8 1 (0.56%) Mule
Applications
1 3 (1.69%) Chatbot
2 1 (0.56%) Microsoft Excel
Cloud Services
1 25 (14.04%) Amazon AWS
2 6 (3.37%) Google Cloud Platform
2 6 (3.37%) Microsoft Azure
3 3 (1.69%) GitHub
4 2 (1.12%) Amazon EMR
5 1 (0.56%) Amazon CloudWatch
5 1 (0.56%) Amazon S3
5 1 (0.56%) Cloud Computing
5 1 (0.56%) Slack
Communications & Networking
1 2 (1.12%) DAB
Database & Business Intelligence
1 37 (20.79%) Hadoop
2 28 (15.73%) Apache Hive
3 23 (12.92%) Text Mining
4 22 (12.36%) HBase
4 22 (12.36%) QlikView
5 17 (9.55%) MongoDB
6 14 (7.87%) Big Data
6 14 (7.87%) Parquet
7 13 (7.30%) NoSQL
8 10 (5.62%) Data Mining
9 8 (4.49%) PostgreSQL
10 5 (2.81%) Amazon Redshift
11 4 (2.25%) BigQuery
11 4 (2.25%) Redis
11 4 (2.25%) Relational Database
12 2 (1.12%) Amazon RDS
12 2 (1.12%) DB2
12 2 (1.12%) KDB
12 2 (1.12%) Kdb+
12 2 (1.12%) SQL Server
Development Applications
1 8 (4.49%) Git (software)
2 2 (1.12%) Jenkins
2 2 (1.12%) Maven
2 2 (1.12%) Robot Framework
3 1 (0.56%) JIRA
3 1 (0.56%) Team Foundation Server
3 1 (0.56%) Visual Studio Team System
General
1 62 (34.83%) Finance
2 20 (11.24%) Front Office
3 6 (3.37%) Banking
4 4 (2.25%) Investment Banking
4 4 (2.25%) Marketing
5 1 (0.56%) Advertising
5 1 (0.56%) Aerospace
5 1 (0.56%) Electronics
5 1 (0.56%) French Language
5 1 (0.56%) Games
5 1 (0.56%) Law
5 1 (0.56%) Manufacturing
5 1 (0.56%) Retail
5 1 (0.56%) Spanish Language
5 1 (0.56%) Telecoms
Job Titles
1 94 (52.81%) Developer
2 69 (38.76%) Python Developer
3 59 (33.15%) Data Scientist
4 36 (20.22%) Senior Data Scientist
5 29 (16.29%) Machine Learning Scientist
6 21 (11.80%) Junior
6 21 (11.80%) Senior Developer
7 19 (10.67%) Junior Developer
7 19 (10.67%) Senior Python Developer
8 15 (8.43%) Python Engineer
9 14 (7.87%) Senior Systems Developer
10 9 (5.06%) Architect
10 9 (5.06%) Data Engineer
10 9 (5.06%) Enterprise Architect
11 8 (4.49%) Machine Learning Engineer
12 6 (3.37%) Quantitative Developer
13 4 (2.25%) Software Engineer
14 2 (1.12%) Cloud Engineer
14 2 (1.12%) Machine Learning Developer
14 2 (1.12%) Software Developer
Libraries, Frameworks & Software Standards
1 165 (92.70%) NumPy
1 165 (92.70%) Pandas
2 47 (26.40%) scikit-learn
3 40 (22.47%) Natural Language Processing
4 38 (21.35%) TensorFlow
5 26 (14.61%) PySpark
5 26 (14.61%) Theano
6 22 (12.36%) MLlib
7 16 (8.99%) Web Services
8 15 (8.43%) Django
8 15 (8.43%) Flask
9 13 (7.30%) Anaconda
9 13 (7.30%) Bokeh
10 10 (5.62%) Keras
11 9 (5.06%) React
12 7 (3.93%) SQLAlchemy
13 5 (2.81%) Kafka
13 5 (2.81%) PyTables
14 4 (2.25%) Celery
14 4 (2.25%) Node.js
Miscellaneous
1 75 (42.13%) Computer Science
2 46 (25.84%) Algorithms
3 32 (17.98%) Fintech
4 25 (14.04%) Hedge funds
5 18 (10.11%) Equities
5 18 (10.11%) Greenfield Project
6 15 (8.43%) Derivative
6 15 (8.43%) Foreign Exchange (FX)
7 14 (7.87%) Client/Server
8 13 (7.30%) OTC Derivatives
9 12 (6.74%) Data Structures
10 6 (3.37%) Analytical Skills
10 6 (3.37%) Market Risk
10 6 (3.37%) Spread Betting
11 2 (1.12%) Blog
11 2 (1.12%) Self-Motivation
12 1 (0.56%) Digital Media
12 1 (0.56%) Private Cloud
12 1 (0.56%) User Experience
12 1 (0.56%) Video Conferencing
Operating Systems
1 53 (29.78%) Linux
2 7 (3.93%) Unix
Processes & Methodologies
1 103 (57.87%) Data Science
2 82 (46.07%) Mathematics
3 79 (44.38%) Software Engineering
4 77 (43.26%) Machine Learning
5 51 (28.65%) Data Analysis
6 42 (23.60%) Visualisation
7 33 (18.54%) Analytics
7 33 (18.54%) Deep Learning
8 29 (16.29%) Artificial Intelligence
9 25 (14.04%) Data Visualisation
9 25 (14.04%) Statistics
10 23 (12.92%) Cybersecurity
10 23 (12.92%) DevOps
11 22 (12.36%) Physics
12 21 (11.80%) Predictive Modelling
13 16 (8.99%) Asset Management
13 16 (8.99%) Data Analytics
13 16 (8.99%) Statistical Modelling
14 14 (7.87%) Dashboard Development
14 14 (7.87%) Quantitative Finance
Programming Languages
1 177 (99.44%) Python
2 47 (26.40%) SQL
3 25 (14.04%) Java
4 22 (12.36%) C#
4 22 (12.36%) C++
5 13 (7.30%) C
6 11 (6.18%) JavaScript
6 11 (6.18%) R
6 11 (6.18%) Scala
7 5 (2.81%) Go
8 3 (1.69%) Kotlin
8 3 (1.69%) MATLAB
9 2 (1.12%) Clojure
9 2 (1.12%) Haskell
10 1 (0.56%) Erlang
10 1 (0.56%) F#
10 1 (0.56%) Lisp
10 1 (0.56%) PHP
10 1 (0.56%) Ruby
10 1 (0.56%) VBA
Qualifications
1 38 (21.35%) Degree
2 23 (12.92%) PhD
3 15 (8.43%) Numerate Degree
4 9 (5.06%) Master's Degree
5 6 (3.37%) Computer Science Degree
6 2 (1.12%) Postgraduate
System Software
1 23 (12.92%) HDFS
2 19 (10.67%) Docker
3 4 (2.25%) Apache Flume
Systems Management
1 12 (6.74%) Kubernetes
2 4 (2.25%) Oozie
3 1 (0.56%) Ansible
3 1 (0.56%) Kibana
3 1 (0.56%) logstash
3 1 (0.56%) StatsD
Vendors
1 23 (12.92%) Tableau
2 7 (3.93%) Google
3 2 (1.12%) Informatica
3 2 (1.12%) Microsoft
3 2 (1.12%) Oracle
3 2 (1.12%) Sybase
3 2 (1.12%) TIBCO
4 1 (0.56%) Facebook
4 1 (0.56%) SAP