Period
to 24 April 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 24 April 2018 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Glasgow
6 months to
24 Apr 2018
Same period 2017 Same period 2016
Rank 141 122 -
Rank change year-on-year -19 - -
Permanent jobs citing NumPy 26 5 0
As % of all permanent IT jobs advertised in Glasgow 1.05% 0.27% -
As % of the Libraries, Frameworks & Software Standards category 2.24% 0.63% -
Number of salaries quoted 9 0 0
Glasgow median annual salary £70,000 - -
Scotland median annual salary £70,000 - -

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 1,163 798 1,098
As % of all permanent IT jobs advertised in Glasgow 46.82% 42.40% 41.78%
Number of salaries quoted 852 456 622
Glasgow median annual salary £47,500 £44,471 £40,000
Median salary % change year-on-year +6.81% +11.18% -
10th Percentile £32,050 £28,250 £27,500
90th Percentile £70,000 £64,375 £57,500
Scotland median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +2.41% +3.75%

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 24 April 2018.

Salary histogram for NumPy in Glasgow

For the 6 months to 24 April 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 26 (100.00%) Python
1 26 (100.00%) Pandas
2 24 (92.31%) scikit-learn
2 24 (92.31%) SciPy
2 24 (92.31%) Machine Learning
2 24 (92.31%) SQL
3 23 (88.46%) Data Analysis
3 23 (88.46%) NoSQL
3 23 (88.46%) Amazon AWS
3 23 (88.46%) Serverless
3 23 (88.46%) AWS Lambda
3 23 (88.46%) Amazon Kinesis
3 23 (88.46%) AWS CloudFormation
4 22 (84.62%) Git (software)
4 22 (84.62%) JavaScript
5 17 (65.38%) Load Testing
6 16 (61.54%) Software Engineering
7 13 (50.00%) Lisp
7 13 (50.00%) Clojure
8 9 (34.62%) Computer Science
8 9 (34.62%) Problem-Solving
9 8 (30.77%) Algorithms
10 5 (19.23%) Artificial Intelligence
11 4 (15.38%) Data Science
12 3 (11.54%) Use Case
12 3 (11.54%) Java
13 2 (7.69%) C#
13 2 (7.69%) Web Services
13 2 (7.69%) Mathematics
13 2 (7.69%) Analytics

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 23 (88.46%) Amazon AWS
1 23 (88.46%) Amazon Kinesis
1 23 (88.46%) AWS CloudFormation
1 23 (88.46%) AWS Lambda
1 23 (88.46%) Serverless
Database & Business Intelligence
1 23 (88.46%) NoSQL
2 1 (3.85%) Big Data
2 1 (3.85%) Data Mining
2 1 (3.85%) Relational Database
Development Applications
1 22 (84.62%) Git (software)
General
1 1 (3.85%) Banking
1 1 (3.85%) Finance
Job Titles
1 16 (61.54%) Software Engineer
2 6 (23.08%) Data Engineer
3 4 (15.38%) UI Engineer
4 3 (11.54%) Data Scientist
5 1 (3.85%) C++ Software Engineer
5 1 (3.85%) Developer
5 1 (3.85%) Java Engineer
5 1 (3.85%) Java Software Engineer
5 1 (3.85%) Python Developer
5 1 (3.85%) Python Engineer
5 1 (3.85%) Python Software Engineer
5 1 (3.85%) Senior C++ Software Engineer
5 1 (3.85%) Senior Developer
5 1 (3.85%) Senior Java Engineer
5 1 (3.85%) Senior Java Software Engineer
5 1 (3.85%) Senior Python Developer
5 1 (3.85%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 26 (100.00%) Pandas
2 24 (92.31%) scikit-learn
2 24 (92.31%) SciPy
3 2 (7.69%) RESTful
3 2 (7.69%) Web Services
4 1 (3.85%) .NET
4 1 (3.85%) Django
4 1 (3.85%) Natural Language Processing
Miscellaneous
1 9 (34.62%) Computer Science
2 8 (30.77%) Algorithms
3 2 (7.69%) Data Structures
4 1 (3.85%) Analytical Skills
Processes & Methodologies
1 24 (92.31%) Machine Learning
2 23 (88.46%) Data Analysis
3 17 (65.38%) Load Testing
4 16 (61.54%) Software Engineering
5 9 (34.62%) Problem-Solving
6 5 (19.23%) Artificial Intelligence
7 4 (15.38%) Data Science
8 3 (11.54%) Use Case
9 2 (7.69%) Analytics
9 2 (7.69%) Anomaly Detection
9 2 (7.69%) Data Analytics
9 2 (7.69%) Mathematics
10 1 (3.85%) Bayesian Methods
10 1 (3.85%) Decision Tree
10 1 (3.85%) Linear Regression
10 1 (3.85%) Microservices
10 1 (3.85%) Predictive Modelling
10 1 (3.85%) Random Forest
10 1 (3.85%) Regression Analysis
10 1 (3.85%) Statistical Modelling
Programming Languages
1 26 (100.00%) Python
2 24 (92.31%) SQL
3 22 (84.62%) JavaScript
4 13 (50.00%) Clojure
4 13 (50.00%) Lisp
5 3 (11.54%) Java
6 2 (7.69%) C#
7 1 (3.85%) C++
7 1 (3.85%) MATLAB
Qualifications
1 1 (3.85%) PhD