Period
to 18 December 2017

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

SciPy
Scotland > Edinburgh
6 months to
18 Dec 2017
Same period 2016 Same period 2015
Rank 146 - -
Rank change year-on-year - - -
Permanent jobs citing SciPy 5 0 0
As % of all permanent IT jobs advertised in Edinburgh 0.19% - -
As % of the Libraries, Frameworks & Software Standards category 0.51% - -
Number of salaries quoted 1 0 0
Edinburgh median annual salary £30,000 - -
Scotland median annual salary £65,000 - -

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

All Software Libraries and Frameworks
Edinburgh
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 982 803 950
As % of all permanent IT jobs advertised in Edinburgh 37.23% 35.53% 31.67%
Number of salaries quoted 642 567 648
Edinburgh median annual salary £40,000 £42,500 £40,000
Median salary % change year-on-year -5.88% +6.25% -
10th Percentile £28,000 £27,500 £26,500
90th Percentile £64,925 £60,000 £57,900
Scotland median annual salary £42,500 £40,500 £40,000
% change year-on-year +4.94% +1.25% -

SciPy
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for SciPy in Edinburgh

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

1 5 (100.00%) Python
1 5 (100.00%) NumPy
2 4 (80.00%) Statistics
2 4 (80.00%) R
2 4 (80.00%) Machine Learning
2 4 (80.00%) Degree
2 4 (80.00%) Mathematics
3 3 (60.00%) Applied Mathematics
3 3 (60.00%) PostgreSQL
3 3 (60.00%) Data Warehouse
3 3 (60.00%) ETL
3 3 (60.00%) Operations Research
3 3 (60.00%) Statistical Analysis
3 3 (60.00%) MongoDB
3 3 (60.00%) Visualisation
3 3 (60.00%) Apache Spark
3 3 (60.00%) MLlib
3 3 (60.00%) Creative Problem-Solving
3 3 (60.00%) Creative Thinking
4 2 (40.00%) C++
4 2 (40.00%) Java
4 2 (40.00%) Software Engineering
5 1 (20.00%) Ruby
5 1 (20.00%) PhD
5 1 (20.00%) Hibernate
5 1 (20.00%) Agile Software Development
5 1 (20.00%) TDD
5 1 (20.00%) Spring
5 1 (20.00%) Physics
5 1 (20.00%) Computer Science

SciPy
Co-occurring IT Skills in Edinburgh 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 1 (20.00%) SAS
2 1 (20.00%) Tornado
Database & Business Intelligence
1 3 (60.00%) Data Warehouse
1 3 (60.00%) MongoDB
1 3 (60.00%) PostgreSQL
2 1 (20.00%) Big Data
General
1 1 (20.00%) Games
Job Titles
1 3 (60.00%) Data Scientist
2 1 (20.00%) Big Data Developer
2 1 (20.00%) Developer
2 1 (20.00%) Games Developer
2 1 (20.00%) Machine Learning Scientist
2 1 (20.00%) Software Developer
2 1 (20.00%) Video Game Developer
Libraries, Frameworks & Software Standards
1 5 (100.00%) NumPy
2 3 (60.00%) MLlib
3 1 (20.00%) Angular 2
3 1 (20.00%) AngularJS
3 1 (20.00%) Django
3 1 (20.00%) Flask
3 1 (20.00%) Hibernate
3 1 (20.00%) J2EE
3 1 (20.00%) Node.js
3 1 (20.00%) React
3 1 (20.00%) Redux
3 1 (20.00%) Spring
3 1 (20.00%) Vue (Vue.js)
Miscellaneous
1 1 (20.00%) Algorithms
1 1 (20.00%) Computer Science
1 1 (20.00%) Data Structures
Operating Systems
1 1 (20.00%) Linux
Processes & Methodologies
1 4 (80.00%) Machine Learning
1 4 (80.00%) Mathematics
1 4 (80.00%) Statistics
2 3 (60.00%) Applied Mathematics
2 3 (60.00%) Creative Problem-Solving
2 3 (60.00%) Creative Thinking
2 3 (60.00%) ETL
2 3 (60.00%) Operations Research
2 3 (60.00%) Statistical Analysis
2 3 (60.00%) Visualisation
3 2 (40.00%) Software Engineering
4 1 (20.00%) Agile Software Development
4 1 (20.00%) OO
4 1 (20.00%) OOP
4 1 (20.00%) Open Source
4 1 (20.00%) Physics
4 1 (20.00%) Quantitative Analysis
4 1 (20.00%) TDD
Programming Languages
1 5 (100.00%) Python
2 4 (80.00%) R
3 2 (40.00%) C++
3 2 (40.00%) Java
4 1 (20.00%) C#
4 1 (20.00%) JavaScript
4 1 (20.00%) Lua
4 1 (20.00%) MATLAB
4 1 (20.00%) Perl
4 1 (20.00%) Ruby
Qualifications
1 4 (80.00%) Degree
2 1 (20.00%) Numerate Degree
2 1 (20.00%) PhD