Period
to 6 June 2020

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 6 June 2020 with a comparison to the same period in the previous 2 years.

NumPy
UK > Scotland
6 months to
6 Jun 2020
Same period 2019 Same period 2018
Rank 157 213 201
Rank change year-on-year +56 -12 -1
Permanent jobs citing NumPy 1 14 38
As % of all permanent jobs advertised in Scotland 0.035% 0.26% 0.66%
As % of the Libraries, Frameworks & Software Standards category 0.077% 0.65% 1.63%
Number of salaries quoted 0 15 9
Median annual salary - £57,454 £70,000
Median salary % change year-on-year - -17.92% +80.65%
UK median annual salary £73,750 £65,000 £70,000
% change year-on-year +13.46% -7.14% -3.45%

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 Scotland with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Scotland
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,291 2,139 2,330
As % of all permanent IT jobs advertised in Scotland 45.30% 40.31% 40.73%
Number of salaries quoted 811 1,463 1,641
Median annual salary £45,000 £45,000 £45,000
10th Percentile £32,500 £31,250 £30,000
90th Percentile £68,750 £67,362 £67,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

NumPy
Job Vacancy Trend in Scotland

Job postings citing NumPy as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for NumPy in Scotland

NumPy
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing NumPy in Scotland.

Salary trend for NumPy in Scotland

NumPy
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Scotland region over the 6 months to 6 June 2020. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +34 1 - -
NumPy
UK

For the 6 months to 6 June 2020, 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 Scotland region with a requirement for NumPy.

1 1 (100.00%) SQL
1 1 (100.00%) Python
1 1 (100.00%) Data Mining
1 1 (100.00%) Business Analysis
1 1 (100.00%) Statistical Analysis
1 1 (100.00%) Visualisation
1 1 (100.00%) Data Visualisation
1 1 (100.00%) Matplotlib
1 1 (100.00%) Machine Learning
1 1 (100.00%) Pandas
1 1 (100.00%) Analytical Skills
1 1 (100.00%) scikit-learn
1 1 (100.00%) Jupyter
1 1 (100.00%) Exploratory Analysis
1 1 (100.00%) Seaborn
1 1 (100.00%) Data Science
1 1 (100.00%) Problem-Solving

NumPy
Co-occurring IT Skills in Scotland 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 1 (100.00%) Jupyter
Database & Business Intelligence
1 1 (100.00%) Data Mining
Job Titles
1 1 (100.00%) Data Scientist
Libraries, Frameworks & Software Standards
1 1 (100.00%) Matplotlib
1 1 (100.00%) Pandas
1 1 (100.00%) scikit-learn
1 1 (100.00%) Seaborn
Miscellaneous
1 1 (100.00%) Analytical Skills
Processes & Methodologies
1 1 (100.00%) Business Analysis
1 1 (100.00%) Data Science
1 1 (100.00%) Data Visualisation
1 1 (100.00%) Exploratory Analysis
1 1 (100.00%) Machine Learning
1 1 (100.00%) Problem-Solving
1 1 (100.00%) Statistical Analysis
1 1 (100.00%) Visualisation
Programming Languages
1 1 (100.00%) Python
1 1 (100.00%) SQL