Period
to 21 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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
East of England > Cambridgeshire
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 200 202 189
Rank change year-on-year +2 -13 -
Permanent jobs citing NumPy 7 2 5
As % of all permanent IT jobs advertised in Cambridgeshire 0.17% 0.053% 0.13%
As % of the Libraries, Frameworks & Software Standards category 0.46% 0.12% 0.28%
Number of salaries quoted 7 2 5
Cambridgeshire median annual salary £62,500 £57,500 £45,000
Median salary % change year-on-year +8.70% +27.78% -
East of England median annual salary £62,500 £57,500 £45,000
% change year-on-year +8.70% +27.78% -

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

All Software Libraries and Frameworks
Cambridgeshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,508 1,615 1,807
As % of all permanent IT jobs advertised in Cambridgeshire 36.92% 42.76% 45.25%
Number of salaries quoted 1,091 1,331 1,539
Cambridgeshire median annual salary £46,500 £43,000 £42,500
Median salary % change year-on-year +8.14% +1.18% -
10th Percentile £31,250 £27,500 £27,500
90th Percentile £67,500 £62,500 £61,250
East of England median annual salary £48,000 £45,000 £45,000
% change year-on-year +6.67% - +5.88%

NumPy
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for NumPy in Cambridgeshire

NumPy
Salary Trend in Cambridgeshire

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

Salary trend for NumPy in Cambridgeshire

NumPy
Salary Histogram in Cambridgeshire

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

Salary histogram for NumPy in Cambridgeshire

NumPy
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Cambridgeshire region over the 6 months to 21 July 2018. 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
Cambridge +5 7 £62,500 +8.70% 3
NumPy
East of England

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 Cambridgeshire region with a requirement for NumPy.

1 7 (100.00%) Python
2 6 (85.71%) Pandas
3 5 (71.43%) SciPy
3 5 (71.43%) Machine Learning
3 5 (71.43%) Mathematics
3 5 (71.43%) Physics
3 5 (71.43%) Computer Science
3 5 (71.43%) PhD
4 4 (57.14%) Operations Research
4 4 (57.14%) Hadoop
4 4 (57.14%) Visualisation
4 4 (57.14%) Big Data
4 4 (57.14%) Analytics
4 4 (57.14%) scikit-learn
4 4 (57.14%) Apache Spark
4 4 (57.14%) Data Visualisation
4 4 (57.14%) Keras
4 4 (57.14%) Data Science
5 3 (42.86%) Degree
5 3 (42.86%) Artificial Intelligence
6 2 (28.57%) Software Engineering
6 2 (28.57%) Data Management
6 2 (28.57%) SQL Server Reporting Services
6 2 (28.57%) SQL
6 2 (28.57%) SAS
6 2 (28.57%) SMS
6 2 (28.57%) SPSS
6 2 (28.57%) Rapid Prototyping
6 2 (28.57%) Numerical Analysis
6 2 (28.57%) Analytical Skills

NumPy
Co-occurring IT Skills in Cambridgeshire 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:

Application Platforms
1 4 (57.14%) Apache Spark
2 2 (28.57%) SAS
Applications
1 2 (28.57%) SPSS
Communications & Networking
1 2 (28.57%) SMS
Database & Business Intelligence
1 4 (57.14%) Big Data
1 4 (57.14%) Hadoop
2 2 (28.57%) SQL Server Reporting Services
Job Titles
1 4 (57.14%) Data Scientist
2 1 (14.29%) Data Engineer
2 1 (14.29%) Developer
2 1 (14.29%) Graduate
2 1 (14.29%) Python Engineer
2 1 (14.29%) SQL Developer
2 1 (14.29%) SSRS Developer
Libraries, Frameworks & Software Standards
1 6 (85.71%) Pandas
2 5 (71.43%) SciPy
3 4 (57.14%) Keras
3 4 (57.14%) scikit-learn
4 1 (14.29%) Torch
Miscellaneous
1 5 (71.43%) Computer Science
2 2 (28.57%) Analytical Skills
3 1 (14.29%) Algorithms
Processes & Methodologies
1 5 (71.43%) Machine Learning
1 5 (71.43%) Mathematics
1 5 (71.43%) Physics
2 4 (57.14%) Analytics
2 4 (57.14%) Data Science
2 4 (57.14%) Data Visualisation
2 4 (57.14%) Operations Research
2 4 (57.14%) Visualisation
3 3 (42.86%) Artificial Intelligence
4 2 (28.57%) Backtesting
4 2 (28.57%) Data Analytics
4 2 (28.57%) Data Management
4 2 (28.57%) Numerical Analysis
4 2 (28.57%) Prototyping
4 2 (28.57%) Rapid Prototyping
4 2 (28.57%) Software Engineering
4 2 (28.57%) Stochastic Modelling
5 1 (14.29%) Agile Software Development
5 1 (14.29%) Data Extraction
5 1 (14.29%) Issue Tracking
Programming Languages
1 7 (100.00%) Python
2 2 (28.57%) SQL
3 1 (14.29%) C
3 1 (14.29%) C++
3 1 (14.29%) Java
Qualifications
1 5 (71.43%) PhD
2 3 (42.86%) Degree
3 1 (14.29%) Numerate Degree