Period
to 20 November 2018

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

NumPy
Scotland > Glasgow
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 149 142 134
Rank change year-on-year -7 -8 -
Permanent jobs citing NumPy 5 3 2
As % of all permanent IT jobs advertised in Glasgow 0.24% 0.13% 0.094%
As % of the Libraries, Frameworks & Software Standards category 0.53% 0.30% 0.21%
Number of salaries quoted 4 3 0
Glasgow median annual salary £60,000 £65,000 -
Median salary % change year-on-year -7.69% - -
Scotland median annual salary £37,500 £50,000 -
% change year-on-year -25.00% - -

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 936 1,002 975
As % of all permanent IT jobs advertised in Glasgow 44.03% 43.41% 45.60%
Number of salaries quoted 664 626 527
Glasgow median annual salary £48,000 £47,000 £40,000
Median salary % change year-on-year +2.13% +17.50% -
10th Percentile £32,500 £31,313 £28,750
90th Percentile £65,000 £65,000 £57,500
Scotland median annual salary £45,000 £42,500 £40,000
% 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

NumPy
Salary Histogram in Glasgow

The salary distribution of IT jobs citing NumPy in Glasgow over the 6 months to 20 November 2018.

Salary histogram for NumPy in Glasgow

For the 6 months to 20 November 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 Glasgow region with a requirement for NumPy.

1 5 (100.00%) Python
1 5 (100.00%) Pandas
2 4 (80.00%) Problem-Solving
3 3 (60.00%) scikit-learn
3 3 (60.00%) Analytics
3 3 (60.00%) Data Analysis
3 3 (60.00%) Git (software)
3 3 (60.00%) SQL
3 3 (60.00%) SciPy
3 3 (60.00%) Machine Learning
4 2 (40.00%) Web Services
4 2 (40.00%) OO
4 2 (40.00%) RESTful
4 2 (40.00%) Computer Science
4 2 (40.00%) Django
4 2 (40.00%) Agile Software Development
4 2 (40.00%) Jenkins
4 2 (40.00%) DevOps
4 2 (40.00%) R
4 2 (40.00%) Analytical Skills
4 2 (40.00%) Data Structures
4 2 (40.00%) Fintech
4 2 (40.00%) Data Science
5 1 (20.00%) AWS Lambda
5 1 (20.00%) Support Vector Machines
5 1 (20.00%) Random Forest
5 1 (20.00%) Decision Tree
5 1 (20.00%) ggplot2
5 1 (20.00%) Serverless
5 1 (20.00%) Algorithms

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:

Cloud Services
1 1 (20.00%) Amazon AWS
1 1 (20.00%) Amazon Kinesis
1 1 (20.00%) AWS CloudFormation
1 1 (20.00%) AWS Lambda
1 1 (20.00%) GitHub
1 1 (20.00%) Serverless
Database & Business Intelligence
1 1 (20.00%) Data Mining
1 1 (20.00%) NoSQL
1 1 (20.00%) Relational Database
1 1 (20.00%) Text Mining
Development Applications
1 3 (60.00%) Git (software)
2 2 (40.00%) Jenkins
Job Titles
1 2 (40.00%) Data Scientist
1 2 (40.00%) Developer
1 2 (40.00%) Python Developer
1 2 (40.00%) Senior Developer
1 2 (40.00%) Senior Python Developer
2 1 (20.00%) Software Engineer
2 1 (20.00%) UI Engineer
Libraries, Frameworks & Software Standards
1 5 (100.00%) Pandas
2 3 (60.00%) scikit-learn
2 3 (60.00%) SciPy
3 2 (40.00%) Django
3 2 (40.00%) RESTful
3 2 (40.00%) Web Services
4 1 (20.00%) ggplot2
4 1 (20.00%) Natural Language Processing
Miscellaneous
1 2 (40.00%) Analytical Skills
1 2 (40.00%) Computer Science
1 2 (40.00%) Data Structures
1 2 (40.00%) Fintech
2 1 (20.00%) Algorithms
Processes & Methodologies
1 4 (80.00%) Problem-Solving
2 3 (60.00%) Analytics
2 3 (60.00%) Data Analysis
2 3 (60.00%) Machine Learning
3 2 (40.00%) Agile Software Development
3 2 (40.00%) Data Science
3 2 (40.00%) DevOps
3 2 (40.00%) OO
4 1 (20.00%) Artificial Intelligence
4 1 (20.00%) Bayesian Methods
4 1 (20.00%) Data Analytics
4 1 (20.00%) Decision Tree
4 1 (20.00%) Linear Regression
4 1 (20.00%) Mathematics
4 1 (20.00%) Neural Network
4 1 (20.00%) Random Forest
4 1 (20.00%) Software Engineering
4 1 (20.00%) Statistical Modelling
4 1 (20.00%) Statistics
4 1 (20.00%) Support Vector Machines
Programming Languages
1 5 (100.00%) Python
2 3 (60.00%) SQL
3 2 (40.00%) R
4 1 (20.00%) Clojure
4 1 (20.00%) JavaScript
4 1 (20.00%) Lisp
Qualifications
1 1 (20.00%) PhD