Period
to 16 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 16 December 2017 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Edinburgh
6 months to
16 Dec 2017
Same period 2016 Same period 2015
Rank 137 - -
Rank change year-on-year - - -
Permanent jobs citing NumPy 10 0 0
As % of all permanent IT jobs advertised in Edinburgh 0.38% - -
As % of the Libraries, Frameworks & Software Standards category 1.02% - -
Number of salaries quoted 1 0 0
Edinburgh median annual salary £30,000 - -
Scotland median annual salary £65,000 - -

NumPy 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 980 806 961
As % of all permanent IT jobs advertised in Edinburgh 37.42% 35.40% 31.75%
Number of salaries quoted 641 570 649
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 £65,000 £60,000 £57,850
Scotland median annual salary £42,500 £40,500 £40,000
% change year-on-year +4.94% +1.25% -

NumPy
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for NumPy in Edinburgh

For the 6 months to 16 December 2017, IT jobs citing NumPy 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 NumPy.

1 10 (100.00%) Python
2 9 (90.00%) Statistics
2 9 (90.00%) Degree
2 9 (90.00%) Mathematics
2 9 (90.00%) R
2 9 (90.00%) Machine Learning
3 8 (80.00%) MongoDB
3 8 (80.00%) Apache Spark
3 8 (80.00%) Applied Mathematics
3 8 (80.00%) ETL
3 8 (80.00%) PostgreSQL
4 6 (60.00%) Linux
4 6 (60.00%) Django
4 6 (60.00%) Agile Software Development
4 6 (60.00%) AngularJS
5 5 (50.00%) Prototyping
5 5 (50.00%) SciPy
6 3 (30.00%) MLlib
6 3 (30.00%) Creative Thinking
6 3 (30.00%) Creative Problem-Solving
6 3 (30.00%) Operations Research
6 3 (30.00%) Statistical Analysis
6 3 (30.00%) Visualisation
6 3 (30.00%) Data Warehouse
7 2 (20.00%) C++
7 2 (20.00%) Java
7 2 (20.00%) Software Engineering
8 1 (10.00%) Ruby
8 1 (10.00%) TDD
8 1 (10.00%) Spring

NumPy
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 8 (80.00%) Apache Spark
2 1 (10.00%) SAS
2 1 (10.00%) Tornado
Database & Business Intelligence
1 8 (80.00%) MongoDB
1 8 (80.00%) PostgreSQL
2 3 (30.00%) Data Warehouse
3 1 (10.00%) Big Data
General
1 1 (10.00%) Games
Job Titles
1 8 (80.00%) Data Scientist
2 1 (10.00%) Big Data Developer
2 1 (10.00%) Developer
2 1 (10.00%) Games Developer
2 1 (10.00%) Machine Learning Scientist
2 1 (10.00%) Software Developer
2 1 (10.00%) Video Game Developer
Libraries, Frameworks & Software Standards
1 6 (60.00%) AngularJS
1 6 (60.00%) Django
2 5 (50.00%) SciPy
3 3 (30.00%) MLlib
4 1 (10.00%) Angular 2
4 1 (10.00%) Flask
4 1 (10.00%) Hibernate
4 1 (10.00%) J2EE
4 1 (10.00%) Node.js
4 1 (10.00%) React
4 1 (10.00%) Redux
4 1 (10.00%) Spring
4 1 (10.00%) Vue (Vue.js)
Miscellaneous
1 1 (10.00%) Algorithms
1 1 (10.00%) Computer Science
1 1 (10.00%) Data Structures
Operating Systems
1 6 (60.00%) Linux
Processes & Methodologies
1 9 (90.00%) Machine Learning
1 9 (90.00%) Mathematics
1 9 (90.00%) Statistics
2 8 (80.00%) Applied Mathematics
2 8 (80.00%) ETL
3 6 (60.00%) Agile Software Development
4 5 (50.00%) Prototyping
5 3 (30.00%) Creative Problem-Solving
5 3 (30.00%) Creative Thinking
5 3 (30.00%) Operations Research
5 3 (30.00%) Statistical Analysis
5 3 (30.00%) Visualisation
6 2 (20.00%) Software Engineering
7 1 (10.00%) OO
7 1 (10.00%) OOP
7 1 (10.00%) Open Source
7 1 (10.00%) Physics
7 1 (10.00%) Quantitative Analysis
7 1 (10.00%) TDD
Programming Languages
1 10 (100.00%) Python
2 9 (90.00%) R
3 2 (20.00%) C++
3 2 (20.00%) Java
4 1 (10.00%) C#
4 1 (10.00%) JavaScript
4 1 (10.00%) Lua
4 1 (10.00%) MATLAB
4 1 (10.00%) Perl
4 1 (10.00%) Ruby
Qualifications
1 9 (90.00%) Degree
2 1 (10.00%) Numerate Degree
2 1 (10.00%) PhD