Period
to 22 February 2019

The following table provides summary statistics for permanent job vacancies advertised in Glasgow 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 22 February 2019 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Glasgow
6 months to
22 Feb 2019
Same period 2018 Same period 2017
Rank 139 140 116
Rank change year-on-year +1 -24 -
Permanent jobs citing NumPy 1 15 5
As % of all permanent IT jobs advertised in Glasgow 0.050% 0.66% 0.27%
As % of the Libraries, Frameworks & Software Standards category 0.10% 1.44% 0.67%
Number of salaries quoted 1 8 0
Glasgow median annual salary £77,500 £70,000 -
Median salary % change year-on-year +10.71% - -
Scotland median annual salary £37,500 £70,000 -
% change year-on-year -46.43% - -

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

All Software Libraries and Frameworks
Glasgow
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 983 1,041 747
As % of all permanent IT jobs advertised in Glasgow 49.08% 45.66% 39.82%
Number of salaries quoted 695 720 449
Glasgow median annual salary £47,500 £47,500 £42,000
Median salary % change year-on-year - +13.10% +5.00%
10th Percentile £32,100 £32,000 £28,750
90th Percentile £65,000 £70,000 £60,000
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

NumPy
Job Vacancy Trend in Glasgow

Job postings citing NumPy as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for NumPy in Glasgow

NumPy
Salary Trend in Glasgow

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

Salary trend for NumPy in Glasgow

For the 6 months to 22 February 2019, 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 Glasgow region with a requirement for NumPy.

1 1 (100.00%) Web Services
1 1 (100.00%) OO
1 1 (100.00%) Python
1 1 (100.00%) Agile Software Development
1 1 (100.00%) Django
1 1 (100.00%) Git (software)
1 1 (100.00%) RESTful
1 1 (100.00%) Analytics
1 1 (100.00%) Jenkins
1 1 (100.00%) DevOps
1 1 (100.00%) Pandas
1 1 (100.00%) Analytical Skills
1 1 (100.00%) Data Structures
1 1 (100.00%) Problem-Solving

NumPy
Co-occurring IT Skills in Glasgow 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:

Development Applications
1 1 (100.00%) Git (software)
1 1 (100.00%) Jenkins
Job Titles
1 1 (100.00%) Developer
1 1 (100.00%) Python Developer
1 1 (100.00%) Senior Developer
1 1 (100.00%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 1 (100.00%) Django
1 1 (100.00%) Pandas
1 1 (100.00%) RESTful
1 1 (100.00%) Web Services
Miscellaneous
1 1 (100.00%) Analytical Skills
1 1 (100.00%) Data Structures
Processes & Methodologies
1 1 (100.00%) Agile Software Development
1 1 (100.00%) Analytics
1 1 (100.00%) DevOps
1 1 (100.00%) OO
1 1 (100.00%) Problem-Solving
Programming Languages
1 1 (100.00%) Python