The table below looks at the statistics for NumPy skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 3 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
3 May 2016
Same period 2015 Same period 2014
NumPy
Rank - - 266
Permanent jobs citing NumPy 0 0 1
As % of all permanent IT jobs located in the North West - - 0.014%
As % of the Libraries, Frameworks & Software Standards category - - 0.030%
Number of salaries quoted 0 0 1
Median salary - - £35,000
UK excluding London median salary £45,000 £29,000 £38,750
% change year-on-year
+55.17% -25.16%
NumPy
England

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the North West region.

Libraries, Frameworks & Software Standards Category
North West
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
2124 2612 3337
As % of all permanent IT jobs located in the North West 37.70% 40.69% 46.71%
Number of salaries quoted 1820 2196 2846
Median salary £40,000 £40,000 £36,000
Median salary % change year-on-year
- +11.11%
90% offered a salary of more than £27,500 £27,000 £26,500
10% offered a salary of more than £52,500 £50,000 £50,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

NumPy
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing NumPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in the North West

NumPy
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy across the North West region.

NumPy Salary Trend in the North West

NumPy
Top 30 Related IT Skills in the North West

For the 6 months to 3 May 2016, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for NumPy.

1 1 (100.00%) C
1 1 (100.00%) Java
1 1 (100.00%) Python
1 1 (100.00%) PhD
1 1 (100.00%) Data Modelling
1 1 (100.00%) Data Mining
1 1 (100.00%) Advertising
1 1 (100.00%) Games
1 1 (100.00%) Retail
1 1 (100.00%) Text Mining
1 1 (100.00%) Data Analysis
1 1 (100.00%) Bioinformatics
1 1 (100.00%) Degree
1 1 (100.00%) Mathematics
1 1 (100.00%) Physics
1 1 (100.00%) Computer Science
1 1 (100.00%) Product Management
1 1 (100.00%) Scala
1 1 (100.00%) Visualisation
1 1 (100.00%) Predictive Modelling
1 1 (100.00%) Social Media
1 1 (100.00%) Natural Language Processing
1 1 (100.00%) Machine Learning
1 1 (100.00%) Big Data
1 1 (100.00%) Data Analytics
1 1 (100.00%) Analytics
1 1 (100.00%) Customer Segmentation
1 1 (100.00%) Anomaly Detection
1 1 (100.00%) Algorithms
1 1 (100.00%) Data Engineering

NumPy
Top Related IT Skills in the North West 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:

Database & Business Intelligence
1 1 (100.00%) Big Data
1 1 (100.00%) Data Mining
1 1 (100.00%) Text Mining
General
1 1 (100.00%) Advertising
1 1 (100.00%) Games
1 1 (100.00%) Retail
Job Titles
1 1 (100.00%) Data Scientist
1 1 (100.00%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 1 (100.00%) Natural Language Processing
Miscellaneous
1 1 (100.00%) Algorithms
1 1 (100.00%) Computer Science
1 1 (100.00%) Mathematics
1 1 (100.00%) Physics
1 1 (100.00%) Social Media
1 1 (100.00%) Visualisation
Processes & Methodologies
1 1 (100.00%) Analytics
1 1 (100.00%) Anomaly Detection
1 1 (100.00%) Bioinformatics
1 1 (100.00%) Customer Segmentation
1 1 (100.00%) Data Analysis
1 1 (100.00%) Data Analytics
1 1 (100.00%) Data Engineering
1 1 (100.00%) Data Modelling
1 1 (100.00%) Machine Learning
1 1 (100.00%) Predictive Modelling
1 1 (100.00%) Product Management
Programming Languages
1 1 (100.00%) C
1 1 (100.00%) Java
1 1 (100.00%) Python
1 1 (100.00%) Scala
Qualifications
1 1 (100.00%) Degree
1 1 (100.00%) PhD