Period
to 21 July 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 21 July 2018 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Glasgow
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 129 146 -
Rank change year-on-year +17 - -
Permanent jobs citing NumPy 34 2 0
As % of all permanent IT jobs advertised in Glasgow 1.39% 0.090% -
As % of the Libraries, Frameworks & Software Standards category 2.95% 0.20% -
Number of salaries quoted 9 1 0
Glasgow median annual salary £70,000 £35,000 -
Median salary % change year-on-year +100.00% - -
Scotland median annual salary £65,000 £35,000 -
% change year-on-year +85.71% - -

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 1,153 986 1,212
As % of all permanent IT jobs advertised in Glasgow 47.12% 44.20% 46.69%
Number of salaries quoted 842 602 600
Glasgow median annual salary £47,750 £45,000 £40,000
Median salary % change year-on-year +6.11% +12.50% -5.88%
10th Percentile £32,500 £28,250 £28,750
90th Percentile £70,000 £72,500 £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

NumPy
Salary Histogram in Glasgow

The salary distribution of IT jobs citing NumPy in Glasgow over the 6 months to 21 July 2018.

Salary histogram for NumPy in Glasgow

For the 6 months to 21 July 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 34 (100.00%) Python
1 34 (100.00%) Pandas
2 33 (97.06%) SciPy
2 33 (97.06%) Machine Learning
2 33 (97.06%) scikit-learn
2 33 (97.06%) SQL
3 32 (94.12%) Data Analysis
4 27 (79.41%) Amazon AWS
4 27 (79.41%) Serverless
4 27 (79.41%) Amazon Kinesis
4 27 (79.41%) AWS CloudFormation
4 27 (79.41%) AWS Lambda
4 27 (79.41%) NoSQL
5 26 (76.47%) Git (software)
5 26 (76.47%) JavaScript
6 22 (64.71%) Load Testing
7 21 (61.76%) Software Engineering
8 18 (52.94%) Lisp
8 18 (52.94%) Clojure
9 16 (47.06%) Problem-Solving
10 14 (41.18%) Computer Science
11 9 (26.47%) Data Science
11 9 (26.47%) Algorithms
12 7 (20.59%) Use Case
12 7 (20.59%) Artificial Intelligence
13 5 (14.71%) R
13 5 (14.71%) Fintech
14 4 (11.76%) ggplot2
14 4 (11.76%) Data Visualisation
14 4 (11.76%) GitHub

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 27 (79.41%) Amazon AWS
1 27 (79.41%) Amazon Kinesis
1 27 (79.41%) AWS CloudFormation
1 27 (79.41%) AWS Lambda
1 27 (79.41%) Serverless
2 4 (11.76%) GitHub
Database & Business Intelligence
1 27 (79.41%) NoSQL
2 3 (8.82%) Text Mining
3 2 (5.88%) Data Mining
3 2 (5.88%) Relational Database
4 1 (2.94%) Big Data
Development Applications
1 26 (76.47%) Git (software)
General
1 1 (2.94%) Banking
1 1 (2.94%) Finance
Job Titles
1 21 (61.76%) Software Engineer
2 8 (23.53%) Data Scientist
2 8 (23.53%) UI Engineer
3 5 (14.71%) Data Engineer
4 1 (2.94%) C++ Software Engineer
4 1 (2.94%) Java Engineer
4 1 (2.94%) Java Software Engineer
4 1 (2.94%) Python Engineer
4 1 (2.94%) Python Software Engineer
4 1 (2.94%) Senior C++ Software Engineer
4 1 (2.94%) Senior Java Engineer
4 1 (2.94%) Senior Java Software Engineer
4 1 (2.94%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 34 (100.00%) Pandas
2 33 (97.06%) scikit-learn
2 33 (97.06%) SciPy
3 4 (11.76%) ggplot2
4 2 (5.88%) Natural Language Processing
5 1 (2.94%) .NET
5 1 (2.94%) RESTful
5 1 (2.94%) Web Services
Miscellaneous
1 14 (41.18%) Computer Science
2 9 (26.47%) Algorithms
3 5 (14.71%) Fintech
4 1 (2.94%) Analytical Skills
4 1 (2.94%) Data Structures
Processes & Methodologies
1 33 (97.06%) Machine Learning
2 32 (94.12%) Data Analysis
3 22 (64.71%) Load Testing
4 21 (61.76%) Software Engineering
5 16 (47.06%) Problem-Solving
6 9 (26.47%) Data Science
7 7 (20.59%) Artificial Intelligence
7 7 (20.59%) Use Case
8 4 (11.76%) Data Visualisation
8 4 (11.76%) Visualisation
9 3 (8.82%) Analytics
9 3 (8.82%) Data Analytics
9 3 (8.82%) Mathematics
10 2 (5.88%) Neural Network
10 2 (5.88%) Physics
10 2 (5.88%) Predictive Modelling
10 2 (5.88%) Random Forest
10 2 (5.88%) Regression Analysis
10 2 (5.88%) Statistical Modelling
10 2 (5.88%) Statistics
Programming Languages
1 34 (100.00%) Python
2 33 (97.06%) SQL
3 26 (76.47%) JavaScript
4 18 (52.94%) Clojure
4 18 (52.94%) Lisp
5 5 (14.71%) R
6 2 (5.88%) C#
6 2 (5.88%) Java
7 1 (2.94%) C++
7 1 (2.94%) MATLAB
Qualifications
1 2 (5.88%) PhD