Period
to 21 July 2018

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 21 July 2018 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Edinburgh
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 149 136 -
Rank change year-on-year -13 - -
Permanent jobs citing NumPy 6 9 0
As % of all permanent IT jobs advertised in Edinburgh 0.22% 0.36% -
As % of the Libraries, Frameworks & Software Standards category 0.62% 0.94% -
Number of salaries quoted 2 2 0
Edinburgh median annual salary £58,750 £36,250 -
Median salary % change year-on-year +62.07% - -
Scotland median annual salary £65,000 £35,000 -
% change year-on-year +85.71% - -

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 974 954 768
As % of all permanent IT jobs advertised in Edinburgh 36.48% 38.13% 30.27%
Number of salaries quoted 618 617 514
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £28,000 £30,000 £28,750
90th Percentile £65,000 £65,000 £62,275
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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

NumPy
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing NumPy in Edinburgh over the 6 months to 21 July 2018.

Salary histogram for NumPy in Edinburgh

For the 6 months to 21 July 2018, IT jobs citing NumPy 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 Edinburgh region with a requirement for NumPy.

1 6 (100.00%) Python
1 6 (100.00%) Degree
2 5 (83.33%) Data Science
3 4 (66.67%) Problem-Solving
3 4 (66.67%) Creative Thinking
3 4 (66.67%) Creative Problem-Solving
3 4 (66.67%) Visualisation
3 4 (66.67%) SciPy
3 4 (66.67%) MongoDB
3 4 (66.67%) R
3 4 (66.67%) Machine Learning
3 4 (66.67%) Apache Spark
3 4 (66.67%) MLlib
3 4 (66.67%) Mathematics
3 4 (66.67%) Applied Mathematics
3 4 (66.67%) Statistical Analysis
3 4 (66.67%) Statistics
3 4 (66.67%) Operations Research
3 4 (66.67%) Data Warehouse
3 4 (66.67%) ETL
3 4 (66.67%) PostgreSQL
4 2 (33.33%) Agile Software Development
4 2 (33.33%) Software Engineering
4 2 (33.33%) SQL
4 2 (33.33%) Linux
4 2 (33.33%) OOP
4 2 (33.33%) OO
4 2 (33.33%) Computer Science
4 2 (33.33%) Test Automation
4 2 (33.33%) API Design

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 4 (66.67%) Apache Spark
Database & Business Intelligence
1 4 (66.67%) Data Warehouse
1 4 (66.67%) MongoDB
1 4 (66.67%) PostgreSQL
Job Titles
1 4 (66.67%) Data Scientist
2 2 (33.33%) Team Leader
3 1 (16.67%) Python Team Leader
Libraries, Frameworks & Software Standards
1 4 (66.67%) MLlib
1 4 (66.67%) SciPy
2 2 (33.33%) Pandas
Miscellaneous
1 2 (33.33%) Computer Science
1 2 (33.33%) Linux Command Line
Operating Systems
1 2 (33.33%) Linux
Processes & Methodologies
1 5 (83.33%) Data Science
2 4 (66.67%) Applied Mathematics
2 4 (66.67%) Creative Problem-Solving
2 4 (66.67%) Creative Thinking
2 4 (66.67%) ETL
2 4 (66.67%) Machine Learning
2 4 (66.67%) Mathematics
2 4 (66.67%) Operations Research
2 4 (66.67%) Problem-Solving
2 4 (66.67%) Statistical Analysis
2 4 (66.67%) Statistics
2 4 (66.67%) Visualisation
3 2 (33.33%) Agile Software Development
3 2 (33.33%) API Design
3 2 (33.33%) Data Engineering
3 2 (33.33%) OO
3 2 (33.33%) OOP
3 2 (33.33%) Software Engineering
3 2 (33.33%) Test Automation
4 1 (16.67%) Mentoring
Programming Languages
1 6 (100.00%) Python
2 4 (66.67%) R
3 2 (33.33%) SQL
Qualifications
1 6 (100.00%) Degree
2 2 (33.33%) Computer Science Degree