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

SciPy
Scotland > Edinburgh
6 months to
15 Jul 2018
Same period 2017 Same period 2016
Rank 150 137 -
Rank change year-on-year -13 - -
Permanent jobs citing SciPy 4 7 0
As % of all permanent IT jobs advertised in Edinburgh 0.15% 0.28% -
As % of the Libraries, Frameworks & Software Standards category 0.40% 0.73% -
Number of salaries quoted 0 2 0
Edinburgh median annual salary - £36,250 -
Scotland median annual salary £70,000 £36,250 -
% change year-on-year +93.10% - -

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 997 954 777
As % of all permanent IT jobs advertised in Edinburgh 36.68% 38.51% 30.07%
Number of salaries quoted 637 619 520
Edinburgh median annual salary £45,000 £41,000 £45,000
Median salary % change year-on-year +9.76% -8.89% +12.50%
10th Percentile £28,000 £30,000 £28,750
90th Percentile £65,000 £65,000 £61,825
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 15 July 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 4 (100.00%) Python
1 4 (100.00%) Data Warehouse
1 4 (100.00%) ETL
1 4 (100.00%) PostgreSQL
1 4 (100.00%) Statistical Analysis
1 4 (100.00%) Statistics
1 4 (100.00%) Operations Research
1 4 (100.00%) Degree
1 4 (100.00%) Mathematics
1 4 (100.00%) Applied Mathematics
1 4 (100.00%) Visualisation
1 4 (100.00%) NumPy
1 4 (100.00%) MongoDB
1 4 (100.00%) R
1 4 (100.00%) Machine Learning
1 4 (100.00%) Apache Spark
1 4 (100.00%) MLlib
1 4 (100.00%) Creative Problem-Solving
1 4 (100.00%) Creative Thinking
1 4 (100.00%) Data Science
1 4 (100.00%) Problem-Solving

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 4 (100.00%) Apache Spark
Database & Business Intelligence
1 4 (100.00%) Data Warehouse
1 4 (100.00%) MongoDB
1 4 (100.00%) PostgreSQL
Job Titles
1 4 (100.00%) Data Scientist
Libraries, Frameworks & Software Standards
1 4 (100.00%) MLlib
1 4 (100.00%) NumPy
Processes & Methodologies
1 4 (100.00%) Applied Mathematics
1 4 (100.00%) Creative Problem-Solving
1 4 (100.00%) Creative Thinking
1 4 (100.00%) Data Science
1 4 (100.00%) ETL
1 4 (100.00%) Machine Learning
1 4 (100.00%) Mathematics
1 4 (100.00%) Operations Research
1 4 (100.00%) Problem-Solving
1 4 (100.00%) Statistical Analysis
1 4 (100.00%) Statistics
1 4 (100.00%) Visualisation
Programming Languages
1 4 (100.00%) Python
1 4 (100.00%) R
Qualifications
1 4 (100.00%) Degree