Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 18 November 2017 with a comparison to the same period in the previous 2 years.

SciPy
Central London > City of London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 325 335 407
Rank change year-on-year +10 +72 +55
Permanent jobs citing SciPy 5 19 14
As % of all permanent IT jobs advertised in the City of London 0.049% 0.16% 0.081%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.39% 0.22%
Number of salaries quoted 4 17 14
City of London median annual salary £71,250 £95,000 £75,000
Median salary % change year-on-year -25.00% +26.67% +36.36%
10th Percentile £55,375 £61,750 £53,750
90th Percentile £78,375 £124,000 £98,250
Central London median annual salary £70,000 £83,000 £75,000
% change year-on-year -15.66% +10.67% +36.36%

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 the City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4085 4851 6282
As % of all permanent IT jobs advertised in the City of London 40.15% 41.46% 36.32%
Number of salaries quoted 3678 4472 5443
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £40,000 £38,250 £36,250
90th Percentile £90,000 £87,500 £85,000
Central London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

SciPy
Job Vacancy Trend in the City of London

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

Job vacancy trend for SciPy in the City of London

SciPy
Salary Trend in the City of London

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

Salary trend for SciPy in the City of London

SciPy
Salary Histogram in the City of London

The salary distribution of IT jobs citing SciPy in the City of London over the 6 months to 18 November 2017.

Salary histogram for SciPy in the City of London

For the 6 months to 18 November 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 across the City of London region with a requirement for SciPy.

1 5 (100.00%) Python
1 5 (100.00%) NumPy
2 4 (80.00%) Pandas
3 3 (60.00%) Apache Spark
3 3 (60.00%) scikit-learn
3 3 (60.00%) DevOps
3 3 (60.00%) MongoDB
3 3 (60.00%) Java
3 3 (60.00%) Oracle
3 3 (60.00%) Linux
3 3 (60.00%) Statistics
3 3 (60.00%) Continuous Integration
4 2 (40.00%) Git (software)
4 2 (40.00%) Mathematics
4 2 (40.00%) Computer Science
4 2 (40.00%) JIRA
4 2 (40.00%) Workflow Management
4 2 (40.00%) Workflow
4 2 (40.00%) Oracle Workflow
4 2 (40.00%) Agile Software Development
4 2 (40.00%) Visualisation
4 2 (40.00%) Kafka
4 2 (40.00%) Bitbucket
4 2 (40.00%) OpenStack
4 2 (40.00%) Jenkins
4 2 (40.00%) Ansible
4 2 (40.00%) Docker
4 2 (40.00%) logstash
4 2 (40.00%) Private Cloud
4 2 (40.00%) Elastic Stack

SciPy
Co-occurring IT Skills in the City of 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 3 (60.00%) Apache Spark
2 2 (40.00%) Apache Airflow
2 2 (40.00%) OpenStack
2 2 (40.00%) Oracle Workflow
Applications
1 2 (40.00%) HipChat
Database & Business Intelligence
1 3 (60.00%) MongoDB
2 1 (20.00%) Big Data
2 1 (20.00%) Hadoop
2 1 (20.00%) KDB
2 1 (20.00%) NoSQL
Development Applications
1 2 (40.00%) Bitbucket
1 2 (40.00%) Git (software)
1 2 (40.00%) Jenkins
1 2 (40.00%) JIRA
2 1 (20.00%) Maven
General
1 1 (20.00%) Finance
1 1 (20.00%) Front Office
1 1 (20.00%) Marketing
Job Titles
1 2 (40.00%) DevOps Engineer
1 2 (40.00%) Linux DevOps Engineer
1 2 (40.00%) Linux Engineer
1 2 (40.00%) Linux Support
1 2 (40.00%) Linux Support Engineer
1 2 (40.00%) Linux/Unix DevOps
1 2 (40.00%) Support Engineer
2 1 (20.00%) Big Data Engineer
2 1 (20.00%) Data Engineer
2 1 (20.00%) Developer
2 1 (20.00%) Machine Learning Engineer
2 1 (20.00%) Python Developer
2 1 (20.00%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 5 (100.00%) NumPy
2 4 (80.00%) Pandas
3 3 (60.00%) scikit-learn
4 2 (40.00%) Elastic Stack
4 2 (40.00%) Kafka
5 1 (20.00%) AngularJS
5 1 (20.00%) Esper
5 1 (20.00%) Pyramid
5 1 (20.00%) PySpark
5 1 (20.00%) TensorFlow
5 1 (20.00%) Theano
Miscellaneous
1 2 (40.00%) Computer Science
1 2 (40.00%) Hedge funds
1 2 (40.00%) Private Cloud
2 1 (20.00%) Algorithms
2 1 (20.00%) Social Media
Operating Systems
1 3 (60.00%) Linux
Processes & Methodologies
1 3 (60.00%) Continuous Integration
1 3 (60.00%) DevOps
1 3 (60.00%) Statistics
2 2 (40.00%) Agile Software Development
2 2 (40.00%) Mathematics
2 2 (40.00%) Quantitative Research
2 2 (40.00%) Visualisation
2 2 (40.00%) Workflow
2 2 (40.00%) Workflow Management
3 1 (20.00%) Analytics
3 1 (20.00%) Deep Learning
3 1 (20.00%) Digital Marketing
3 1 (20.00%) Machine Learning
3 1 (20.00%) MapReduce
3 1 (20.00%) Neural Network
3 1 (20.00%) OO
3 1 (20.00%) Open Source
3 1 (20.00%) Physics
3 1 (20.00%) Software Engineering
3 1 (20.00%) Unit Testing
Programming Languages
1 5 (100.00%) Python
2 3 (60.00%) Java
3 1 (20.00%) C
3 1 (20.00%) C++
Qualifications
1 1 (20.00%) Degree
1 1 (20.00%) PhD
System Software
1 2 (40.00%) Docker
Systems Management
1 2 (40.00%) Ansible
1 2 (40.00%) Grafana
1 2 (40.00%) logstash
1 2 (40.00%) Prometheus
Vendors
1 3 (60.00%) Oracle