Period
to 16 October 2019

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 16 October 2019 with a comparison to the same period in the previous 2 years.

NumPy
UK > Scotland
6 months to
16 Oct 2019
Same period 2018 Same period 2017
Rank 200 205 211
Rank change year-on-year +5 +6 -
Permanent jobs citing NumPy 5 24 17
As % of all permanent IT jobs advertised in Scotland 0.10% 0.44% 0.31%
As % of the Libraries, Frameworks & Software Standards category 0.24% 1.11% 0.80%
Number of salaries quoted 4 15 5
Scotland median annual salary £67,500 £42,500 £42,500
Median salary % change year-on-year +58.82% - -
10th Percentile £42,975 £33,750 £31,000
90th Percentile £69,625 £76,750 £67,500
UK median annual salary £70,000 £70,000 £62,500
% change year-on-year - +12.00% -16.67%

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

All Software Libraries and Frameworks
Scotland
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,080 2,161 2,129
As % of all permanent IT jobs advertised in Scotland 42.83% 40.04% 38.50%
Number of salaries quoted 1,275 1,452 1,376
Scotland median annual salary £45,000 £45,000 £42,250
Median salary % change year-on-year - +6.51% +4.32%
10th Percentile £30,600 £30,000 £28,750
90th Percentile £65,000 £65,000 £64,375
UK median annual salary £55,000 £51,000 £50,000
% change year-on-year +7.84% +2.00% +5.26%

NumPy
Job Vacancy Trend in Scotland

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

Job vacancy trend for NumPy in Scotland

NumPy
Salary Trend in Scotland

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

Salary trend for NumPy in Scotland

NumPy
Salary Histogram in Scotland

The salary distribution of IT jobs citing NumPy in Scotland over the 6 months to 16 October 2019.

Salary histogram for NumPy in Scotland

NumPy
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Scotland region over the 6 months to 16 October 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -5 5 £67,500 +80.00% 1
NumPy
UK

For the 6 months to 16 October 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 Scotland region with a requirement for NumPy.

1 5 (100.00%) Python
1 5 (100.00%) Machine Learning
1 5 (100.00%) Pandas
2 3 (60.00%) Kubernetes
2 3 (60.00%) scikit-learn
2 3 (60.00%) TensorFlow
2 3 (60.00%) AWS Lambda
2 3 (60.00%) Serverless
2 3 (60.00%) Amazon Athena
2 3 (60.00%) Data Science
2 3 (60.00%) SQL
2 3 (60.00%) Web Services
2 3 (60.00%) AWS
2 3 (60.00%) Keras
2 3 (60.00%) Matplotlib
3 2 (40.00%) SciPy
3 2 (40.00%) Finance
4 1 (20.00%) Power BI
4 1 (20.00%) Power Platform
4 1 (20.00%) Data Enrichment
4 1 (20.00%) Mentoring
4 1 (20.00%) Data Analytics
4 1 (20.00%) Data Cleansing
4 1 (20.00%) Data Extraction
4 1 (20.00%) Visualisation
4 1 (20.00%) Data Modelling
4 1 (20.00%) ETL
4 1 (20.00%) RDBMS
4 1 (20.00%) Analytics
4 1 (20.00%) Data Transformation

NumPy
Co-occurring IT Skills in Scotland 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 3 (60.00%) AWS
1 3 (60.00%) AWS Lambda
1 3 (60.00%) Serverless
2 1 (20.00%) Power Platform
Database & Business Intelligence
1 3 (60.00%) Amazon Athena
2 1 (20.00%) Power BI
2 1 (20.00%) RDBMS
2 1 (20.00%) Relational Database
General
1 2 (40.00%) Finance
Job Titles
1 2 (40.00%) Data Engineer
1 2 (40.00%) Data Scientist
1 2 (40.00%) Senior Data Engineer
2 1 (20.00%) Data Analytics Scientist
2 1 (20.00%) Machine Learning Engineer
2 1 (20.00%) Python Engineer
Libraries, Frameworks & Software Standards
1 5 (100.00%) Pandas
2 3 (60.00%) Keras
2 3 (60.00%) Matplotlib
2 3 (60.00%) scikit-learn
2 3 (60.00%) TensorFlow
2 3 (60.00%) Web Services
3 2 (40.00%) SciPy
Processes & Methodologies
1 5 (100.00%) Machine Learning
2 3 (60.00%) Data Science
3 1 (20.00%) Analytics
3 1 (20.00%) Data Analytics
3 1 (20.00%) Data Cleansing
3 1 (20.00%) Data Enrichment
3 1 (20.00%) Data Extraction
3 1 (20.00%) Data Modelling
3 1 (20.00%) Data Transformation
3 1 (20.00%) Data Visualisation
3 1 (20.00%) ETL
3 1 (20.00%) Mentoring
3 1 (20.00%) Visualisation
Programming Languages
1 5 (100.00%) Python
2 3 (60.00%) SQL
Systems Management
1 3 (60.00%) Kubernetes