Period
to 18 October 2018

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

SciPy
Scotland > Edinburgh
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 141 149 -
Rank change year-on-year +8 - -
Permanent jobs citing SciPy 6 10 0
As % of all permanent IT jobs advertised in Edinburgh 0.24% 0.37% -
As % of the Libraries, Frameworks & Software Standards category 0.60% 1.03% -
Number of salaries quoted 6 2 0
Edinburgh median annual salary £37,500 £36,250 -
Median salary % change year-on-year +3.45% - -
Scotland median annual salary £37,500 £53,750 -
% change year-on-year -30.23% - -

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 995 969 728
As % of all permanent IT jobs advertised in Edinburgh 39.52% 36.16% 31.31%
Number of salaries quoted 625 623 503
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%

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

SciPy
Salary Trend in Edinburgh

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

Salary trend for SciPy in Edinburgh

For the 6 months to 18 October 2018, IT jobs citing SciPy 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 SciPy.

1 6 (100.00%) Python
1 6 (100.00%) MATLAB
1 6 (100.00%) Artificial Intelligence
1 6 (100.00%) Degree
1 6 (100.00%) Predictive Analytics
1 6 (100.00%) Mathematics
1 6 (100.00%) Physics
1 6 (100.00%) Computer Science
1 6 (100.00%) NumPy
1 6 (100.00%) R
1 6 (100.00%) Matplotlib
1 6 (100.00%) Machine Learning
1 6 (100.00%) Big Data
1 6 (100.00%) Statistical Modelling
1 6 (100.00%) Analytics
1 6 (100.00%) Pandas
1 6 (100.00%) scikit-learn
1 6 (100.00%) Data Engineering
1 6 (100.00%) Computer Science Degree
1 6 (100.00%) Data 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:

Database & Business Intelligence
1 6 (100.00%) Big Data
Job Titles
1 6 (100.00%) Data Scientist
Libraries, Frameworks & Software Standards
1 6 (100.00%) Matplotlib
1 6 (100.00%) NumPy
1 6 (100.00%) Pandas
1 6 (100.00%) scikit-learn
Miscellaneous
1 6 (100.00%) Computer Science
Processes & Methodologies
1 6 (100.00%) Analytics
1 6 (100.00%) Artificial Intelligence
1 6 (100.00%) Data Engineering
1 6 (100.00%) Data Science
1 6 (100.00%) Machine Learning
1 6 (100.00%) Mathematics
1 6 (100.00%) Physics
1 6 (100.00%) Predictive Analytics
1 6 (100.00%) Statistical Modelling
Programming Languages
1 6 (100.00%) MATLAB
1 6 (100.00%) Python
1 6 (100.00%) R
Qualifications
1 6 (100.00%) Computer Science Degree
1 6 (100.00%) Degree