Period
to 15 October 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 15 October 2018 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Edinburgh
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 139 138 -
Rank change year-on-year -1 - -
Permanent jobs citing NumPy 11 14 0
As % of all permanent IT jobs advertised in Edinburgh 0.44% 0.53% -
As % of the Libraries, Frameworks & Software Standards category 1.11% 1.46% -
Number of salaries quoted 11 2 0
Edinburgh median annual salary £37,500 £36,250 -
Median salary % change year-on-year +3.45% - -
Scotland median annual salary £42,500 £42,500 -

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 991 962 723
As % of all permanent IT jobs advertised in Edinburgh 39.40% 36.25% 31.48%
Number of salaries quoted 626 621 498
Edinburgh median annual salary £45,000 £40,000 £42,500
Median salary % change year-on-year +12.50% -5.88% +6.25%
10th Percentile £28,750 £28,000 £26,250
90th Percentile £67,500 £63,750 £59,750
Scotland median annual salary £45,000 £42,500 £40,500
% change year-on-year +5.88% +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

NumPy
Salary Trend in Edinburgh

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

Salary 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 15 October 2018.

Salary histogram for NumPy in Edinburgh

For the 6 months to 15 October 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 11 (100.00%) Python
1 11 (100.00%) Degree
1 11 (100.00%) Computer Science
1 11 (100.00%) Pandas
1 11 (100.00%) Data Engineering
1 11 (100.00%) Computer Science Degree
2 10 (90.91%) Data Science
2 10 (90.91%) Analytics
3 6 (54.55%) scikit-learn
3 6 (54.55%) SciPy
3 6 (54.55%) R
3 6 (54.55%) Matplotlib
3 6 (54.55%) Machine Learning
3 6 (54.55%) Big Data
3 6 (54.55%) Statistical Modelling
3 6 (54.55%) Artificial Intelligence
3 6 (54.55%) Predictive Analytics
3 6 (54.55%) Mathematics
3 6 (54.55%) Physics
3 6 (54.55%) MATLAB
4 5 (45.45%) Agile Software Development
4 5 (45.45%) SQL
4 5 (45.45%) Linux
4 5 (45.45%) OOP
4 5 (45.45%) OO
4 5 (45.45%) Software Engineering
4 5 (45.45%) Test Automation
4 5 (45.45%) API Design
4 5 (45.45%) Linux Command Line
5 4 (36.36%) Mentoring

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:

Database & Business Intelligence
1 6 (54.55%) Big Data
Job Titles
1 6 (54.55%) Data Scientist
2 5 (45.45%) Team Leader
3 4 (36.36%) Python Team Leader
Libraries, Frameworks & Software Standards
1 11 (100.00%) Pandas
2 6 (54.55%) Matplotlib
2 6 (54.55%) scikit-learn
2 6 (54.55%) SciPy
Miscellaneous
1 11 (100.00%) Computer Science
2 5 (45.45%) Linux Command Line
Operating Systems
1 5 (45.45%) Linux
Processes & Methodologies
1 11 (100.00%) Data Engineering
2 10 (90.91%) Analytics
2 10 (90.91%) Data Science
3 6 (54.55%) Artificial Intelligence
3 6 (54.55%) Machine Learning
3 6 (54.55%) Mathematics
3 6 (54.55%) Physics
3 6 (54.55%) Predictive Analytics
3 6 (54.55%) Statistical Modelling
4 5 (45.45%) Agile Software Development
4 5 (45.45%) API Design
4 5 (45.45%) OO
4 5 (45.45%) OOP
4 5 (45.45%) Software Engineering
4 5 (45.45%) Test Automation
5 4 (36.36%) Business Development
5 4 (36.36%) Mentoring
Programming Languages
1 11 (100.00%) Python
2 6 (54.55%) MATLAB
2 6 (54.55%) R
3 5 (45.45%) SQL
Qualifications
1 11 (100.00%) Computer Science Degree
1 11 (100.00%) Degree