Period
to 18 September 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 18 September 2018 with a comparison to the same period in the previous 2 years.

NumPy
Scotland > Glasgow
6 months to
18 Sep 2018
Same period 2017 Same period 2016
Rank 134 146 -
Rank change year-on-year +12 - -
Permanent jobs citing NumPy 20 1 0
As % of all permanent IT jobs advertised in Glasgow 0.88% 0.043% -
As % of the Libraries, Frameworks & Software Standards category 1.91% 0.096% -
Number of salaries quoted 6 1 0
Glasgow median annual salary £61,250 £35,000 -
Median salary % change year-on-year +75.00% - -
Scotland median annual salary £58,750 £35,000 -
% change year-on-year +67.86% - -

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 1,045 1,039 1,122
As % of all permanent IT jobs advertised in Glasgow 46.16% 44.71% 47.58%
Number of salaries quoted 779 632 552
Glasgow median annual salary £47,500 £45,000 £40,000
Median salary % change year-on-year +5.56% +12.50% -3.61%
10th Percentile £32,500 £30,000 £28,750
90th Percentile £67,500 £67,950 £59,875
Scotland median annual salary £45,000 £41,500 £42,500
% change year-on-year +8.43% -2.35% +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 18 September 2018.

Salary histogram for NumPy in Glasgow

For the 6 months to 18 September 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 20 (100.00%) Python
1 20 (100.00%) Pandas
2 17 (85.00%) scikit-learn
2 17 (85.00%) SciPy
2 17 (85.00%) Machine Learning
2 17 (85.00%) SQL
3 16 (80.00%) Data Analysis
4 14 (70.00%) Problem-Solving
5 13 (65.00%) Git (software)
6 12 (60.00%) Amazon AWS
6 12 (60.00%) Software Engineering
6 12 (60.00%) NoSQL
6 12 (60.00%) Amazon Kinesis
6 12 (60.00%) AWS CloudFormation
6 12 (60.00%) AWS Lambda
6 12 (60.00%) Serverless
7 11 (55.00%) Load Testing
7 11 (55.00%) Clojure
7 11 (55.00%) JavaScript
7 11 (55.00%) Lisp
8 9 (45.00%) Computer Science
9 7 (35.00%) Use Case
10 6 (30.00%) Data Science
11 5 (25.00%) Fintech
11 5 (25.00%) R
12 4 (20.00%) Data Visualisation
12 4 (20.00%) Visualisation
12 4 (20.00%) Analytics
12 4 (20.00%) GitHub
12 4 (20.00%) ggplot2

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 12 (60.00%) Amazon AWS
1 12 (60.00%) Amazon Kinesis
1 12 (60.00%) AWS CloudFormation
1 12 (60.00%) AWS Lambda
1 12 (60.00%) Serverless
2 4 (20.00%) GitHub
Database & Business Intelligence
1 12 (60.00%) NoSQL
2 3 (15.00%) Text Mining
3 1 (5.00%) Big Data
3 1 (5.00%) Data Mining
3 1 (5.00%) Relational Database
Development Applications
1 13 (65.00%) Git (software)
2 2 (10.00%) Jenkins
General
1 1 (5.00%) Banking
1 1 (5.00%) Finance
Job Titles
1 12 (60.00%) Software Engineer
2 8 (40.00%) UI Engineer
3 5 (25.00%) Data Scientist
4 2 (10.00%) Developer
4 2 (10.00%) Python Developer
4 2 (10.00%) Senior Developer
4 2 (10.00%) Senior Python Developer
5 1 (5.00%) C++ Software Engineer
5 1 (5.00%) Data Engineer
5 1 (5.00%) Java Engineer
5 1 (5.00%) Java Software Engineer
5 1 (5.00%) Python Engineer
5 1 (5.00%) Python Software Engineer
5 1 (5.00%) Senior C++ Software Engineer
5 1 (5.00%) Senior Java Engineer
5 1 (5.00%) Senior Java Software Engineer
5 1 (5.00%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 20 (100.00%) Pandas
2 17 (85.00%) scikit-learn
2 17 (85.00%) SciPy
3 4 (20.00%) ggplot2
4 3 (15.00%) RESTful
4 3 (15.00%) Web Services
5 2 (10.00%) Django
6 1 (5.00%) Natural Language Processing
Miscellaneous
1 9 (45.00%) Computer Science
2 5 (25.00%) Fintech
3 4 (20.00%) Algorithms
4 3 (15.00%) Analytical Skills
4 3 (15.00%) Data Structures
Processes & Methodologies
1 17 (85.00%) Machine Learning
2 16 (80.00%) Data Analysis
3 14 (70.00%) Problem-Solving
4 12 (60.00%) Software Engineering
5 11 (55.00%) Load Testing
6 7 (35.00%) Use Case
7 6 (30.00%) Data Science
8 4 (20.00%) Analytics
8 4 (20.00%) Data Visualisation
8 4 (20.00%) Visualisation
9 3 (15.00%) Artificial Intelligence
10 2 (10.00%) Agile Software Development
10 2 (10.00%) Data Analytics
10 2 (10.00%) DevOps
10 2 (10.00%) Mathematics
10 2 (10.00%) OO
11 1 (5.00%) Bayesian Methods
11 1 (5.00%) Linear Regression
11 1 (5.00%) Random Forest
11 1 (5.00%) Support Vector Machines
Programming Languages
1 20 (100.00%) Python
2 17 (85.00%) SQL
3 11 (55.00%) Clojure
3 11 (55.00%) JavaScript
3 11 (55.00%) Lisp
4 5 (25.00%) R
5 1 (5.00%) C#
5 1 (5.00%) C++
5 1 (5.00%) Java
Qualifications
1 1 (5.00%) PhD