Period
to 18 December 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 18 December 2018 with a comparison to the same period in the previous 2 years.

SciPy
UK > England
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 919 1063 1122
Rank change year-on-year +144 +59 +19
Permanent jobs citing SciPy 184 111 76
As % of all permanent IT jobs advertised in England 0.12% 0.066% 0.044%
As % of the Libraries, Frameworks & Software Standards category 0.31% 0.16% 0.11%
Number of salaries quoted 160 104 72
England median annual salary £72,500 £70,000 £92,500
Median salary % change year-on-year +3.57% -24.32% +29.82%
10th Percentile £45,000 £45,000 £55,000
90th Percentile £110,250 £100,000 £119,500
UK median annual salary £70,000 £70,000 £92,500
% change year-on-year - -24.32% +29.82%

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 England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 58,431 67,650 68,196
As % of all permanent IT jobs advertised in England 39.53% 40.30% 39.29%
Number of salaries quoted 48,316 56,863 59,451
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,500 £30,000 £29,000
90th Percentile £85,000 £78,750 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

SciPy
Job Vacancy Trend in England

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

Job vacancy trend for SciPy in England

SciPy
Salary Trend in England

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

Salary trend for SciPy in England

SciPy
Salary Histogram in England

The salary distribution of IT jobs citing SciPy in England over the 6 months to 18 December 2018.

Salary histogram for SciPy in England

SciPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the England region over the 6 months to 18 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
London +107 155 £75,000 +3.45% 19
South East +32 11 £50,000 +11.11% 4
South West +23 8 £55,000 -4.35% 1
North of England +29 4 £42,500 -5.56% 1
North West +28 4 £42,500 -5.56%
East of England +34 3 £62,500 +56.25% 1
East Midlands - 1 - -
Midlands - 1 - - 1
SciPy
UK

For the 6 months to 18 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 England region with a requirement for SciPy.

1 183 (99.46%) Python
2 162 (88.04%) NumPy
3 155 (84.24%) Pandas
4 123 (66.85%) Data Science
5 109 (59.24%) Machine Learning
6 78 (42.39%) scikit-learn
7 73 (39.67%) Algorithms
8 70 (38.04%) Mathematics
9 69 (37.50%) Software Engineering
10 63 (34.24%) Computer Science
11 58 (31.52%) Natural Language Processing
12 56 (30.43%) Apache Spark
13 54 (29.35%) SQL
13 54 (29.35%) TensorFlow
14 46 (25.00%) Finance
14 46 (25.00%) Visualisation
15 45 (24.46%) Data Analysis
16 43 (23.37%) Hadoop
17 40 (21.74%) Deep Learning
18 38 (20.65%) Big Data
18 38 (20.65%) Linux
19 35 (19.02%) Artificial Intelligence
20 33 (17.93%) Degree
20 33 (17.93%) Analytics
21 31 (16.85%) Java
22 30 (16.30%) Data Mining
23 29 (15.76%) Physics
24 27 (14.67%) Amazon AWS
24 27 (14.67%) NoSQL
25 25 (13.59%) PhD

SciPy
Co-occurring IT Skills in England 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 56 (30.43%) Apache Spark
2 17 (9.24%) Apache
3 7 (3.80%) Apache Airflow
3 7 (3.80%) Apache Pig
4 6 (3.26%) Luigi
5 5 (2.72%) Tornado
6 4 (2.17%) Elasticsearch
7 1 (0.54%) IPython
7 1 (0.54%) Jupyter
7 1 (0.54%) Mule
7 1 (0.54%) SAS
Applications
1 4 (2.17%) Chatbot
Cloud Services
1 27 (14.67%) Amazon AWS
2 5 (2.72%) Google Cloud Platform
3 4 (2.17%) GitHub
4 3 (1.63%) Amazon Kinesis
4 3 (1.63%) Microsoft Azure
5 2 (1.09%) Amazon S3
5 2 (1.09%) SaaS
6 1 (0.54%) Amazon CloudWatch
6 1 (0.54%) Amazon EC2
6 1 (0.54%) AWS Lambda
6 1 (0.54%) Serverless
6 1 (0.54%) Slack
Communications & Networking
1 3 (1.63%) MQTT
2 1 (0.54%) HTTP
Database & Business Intelligence
1 43 (23.37%) Hadoop
2 38 (20.65%) Big Data
3 30 (16.30%) Data Mining
4 27 (14.67%) NoSQL
5 23 (12.50%) Apache Hive
6 20 (10.87%) MongoDB
7 18 (9.78%) HBase
7 18 (9.78%) Text Mining
8 15 (8.15%) QlikView
9 10 (5.43%) PostgreSQL
10 9 (4.89%) Neo4j
11 7 (3.80%) Apache Cassandra
11 7 (3.80%) Parquet
11 7 (3.80%) Relational Database
12 6 (3.26%) Amazon Redshift
12 6 (3.26%) RDBMS
12 6 (3.26%) SQL Server
13 3 (1.63%) MySQL
14 2 (1.09%) Data Warehouse
14 2 (1.09%) DB2
Development Applications
1 14 (7.61%) Git (software)
2 5 (2.72%) Mercurial
3 2 (1.09%) CMake
3 2 (1.09%) Jenkins
3 2 (1.09%) Maven
3 2 (1.09%) Robot Framework
4 1 (0.54%) JIRA
4 1 (0.54%) Subversion
4 1 (0.54%) Team Foundation Server
4 1 (0.54%) Visual Studio Team System
General
1 46 (25.00%) Finance
2 12 (6.52%) Law
3 11 (5.98%) Retail
4 10 (5.43%) Front Office
5 8 (4.35%) Military
6 5 (2.72%) Banking
7 3 (1.63%) Financial Institution
7 3 (1.63%) Manufacturing
7 3 (1.63%) Marketing
8 2 (1.09%) Investment Banking
9 1 (0.54%) Advertising
9 1 (0.54%) Electronics
9 1 (0.54%) French Language
9 1 (0.54%) Games
9 1 (0.54%) Publishing
9 1 (0.54%) Spanish Language
9 1 (0.54%) Telecoms
Job Titles
1 73 (39.67%) Developer
2 66 (35.87%) Data Scientist
3 52 (28.26%) Python Developer
4 24 (13.04%) Senior Data Scientist
5 22 (11.96%) Data Engineer
6 21 (11.41%) Machine Learning Scientist
7 20 (10.87%) Python Engineer
8 18 (9.78%) Junior
9 17 (9.24%) Junior Developer
10 13 (7.07%) Machine Learning Engineer
11 10 (5.43%) Senior Developer
12 9 (4.89%) Senior Python Developer
13 8 (4.35%) Senior Systems Developer
14 7 (3.80%) Software Engineer
15 6 (3.26%) Data Science Engineer
16 5 (2.72%) Architect
16 5 (2.72%) Enterprise Architect
17 4 (2.17%) Big Data Engineer
17 4 (2.17%) Chief Technology Officer
18 3 (1.63%) Python Developer - Fintech
Libraries, Frameworks & Software Standards
1 162 (88.04%) NumPy
2 155 (84.24%) Pandas
3 78 (42.39%) scikit-learn
4 58 (31.52%) Natural Language Processing
5 54 (29.35%) TensorFlow
6 21 (11.41%) PySpark
7 20 (10.87%) Theano
8 15 (8.15%) Kafka
8 15 (8.15%) Keras
8 15 (8.15%) MLlib
9 14 (7.61%) Django
9 14 (7.61%) Flask
10 12 (6.52%) React
11 8 (4.35%) Web Services
12 6 (3.26%) Anaconda
12 6 (3.26%) Bokeh
12 6 (3.26%) SQLAlchemy
13 5 (2.72%) AngularJS
13 5 (2.72%) JSON
13 5 (2.72%) REST
Miscellaneous
1 73 (39.67%) Algorithms
2 22 (11.96%) Data Structures
2 22 (11.96%) Fintech
3 16 (8.70%) Hedge funds
4 11 (5.98%) Equities
5 10 (5.43%) Market Risk
5 10 (5.43%) Spread Betting
6 9 (4.89%) Derivative
6 9 (4.89%) Greenfield Project
7 8 (4.35%) Analytical Skills
8 7 (3.80%) Foreign Exchange (FX)
9 5 (2.72%) Client/Server
9 5 (2.72%) OTC Derivatives
10 4 (2.17%) Mobile App
11 3 (1.63%) Grid Computing
12 2 (1.09%) Self-Motivation
12 2 (1.09%) Social Media
12 2 (1.09%) Virtual Team
13 1 (0.54%) Fixed Income
13 1 (0.54%) Video Conferencing
Operating Systems
1 38 (20.65%) Linux
2 15 (8.15%) Unix
3 1 (0.54%) Robot Operating System
Processes & Methodologies
1 123 (66.85%) Data Science
2 109 (59.24%) Machine Learning
3 70 (38.04%) Mathematics
4 69 (37.50%) Software Engineering
5 63 (34.24%) Computer Science
6 46 (25.00%) Visualisation
7 45 (24.46%) Data Analysis
8 40 (21.74%) Deep Learning
9 35 (19.02%) Artificial Intelligence
10 33 (17.93%) Analytics
11 29 (15.76%) Physics
12 25 (13.59%) Agile Software Development
12 25 (13.59%) Statistics
13 23 (12.50%) Data Visualisation
14 20 (10.87%) Cybersecurity
15 19 (10.33%) Decision Tree
15 19 (10.33%) DevOps
15 19 (10.33%) Predictive Modelling
15 19 (10.33%) Statistical Modelling
16 16 (8.70%) Problem-Solving
Programming Languages
1 183 (99.46%) Python
2 54 (29.35%) SQL
3 31 (16.85%) Java
4 19 (10.33%) Scala
5 17 (9.24%) C#
5 17 (9.24%) C++
6 16 (8.70%) R
7 12 (6.52%) JavaScript
8 11 (5.98%) C
9 7 (3.80%) Go
10 6 (3.26%) Shell Script
11 5 (2.72%) Cypher
12 4 (2.17%) Clojure
13 3 (1.63%) Kotlin
14 2 (1.09%) Haskell
15 1 (0.54%) Bash Shell
15 1 (0.54%) Erlang
15 1 (0.54%) F#
15 1 (0.54%) MATLAB
15 1 (0.54%) Ruby
Qualifications
1 33 (17.93%) Degree
2 25 (13.59%) PhD
3 11 (5.98%) Master's Degree
4 8 (4.35%) Numerate Degree
5 7 (3.80%) Computer Science Degree
6 2 (1.09%) Postgraduate
Quality Assurance & Compliance
1 5 (2.72%) Data Quality
System Software
1 16 (8.70%) HDFS
2 14 (7.61%) Docker
3 2 (1.09%) Apache Flume
3 2 (1.09%) Apache ZooKeeper
Systems Management
1 13 (7.07%) Kubernetes
2 2 (1.09%) Oozie
3 1 (0.54%) Ansible
3 1 (0.54%) Hadoop YARN
3 1 (0.54%) Kibana
3 1 (0.54%) logstash
3 1 (0.54%) StatsD
Vendors
1 16 (8.70%) Tableau
2 7 (3.80%) Google
3 3 (1.63%) Microsoft
4 2 (1.09%) Informatica
4 2 (1.09%) Oracle
4 2 (1.09%) Splunk
4 2 (1.09%) Sybase
4 2 (1.09%) TIBCO
5 1 (0.54%) Facebook
5 1 (0.54%) Red Hat
5 1 (0.54%) SAP
5 1 (0.54%) Twitter