Period
to 24 March 2019

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

NumPy
East Midlands > Northamptonshire
6 months to
24 Mar 2019
Same period 2018 Same period 2017
Rank 84 - -
Rank change year-on-year - - -
Permanent jobs citing NumPy 4 0 0
As % of all permanent IT jobs advertised in Northamptonshire 0.38% - -
As % of the Libraries, Frameworks & Software Standards category 1.11% - -
Number of salaries quoted 3 0 0
Northamptonshire median annual salary £42,500 - -
East Midlands median annual salary £42,500 - -

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

All Software Libraries and Frameworks
Northamptonshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 360 463 466
As % of all permanent IT jobs advertised in Northamptonshire 34.55% 37.80% 34.26%
Number of salaries quoted 291 390 404
Northamptonshire median annual salary £41,500 £41,500 £42,500
Median salary % change year-on-year - -2.35% +6.25%
10th Percentile £25,000 £27,000 £25,375
90th Percentile £68,750 £60,000 £57,500
East Midlands median annual salary £40,000 £40,000 £40,000

NumPy
Salary Histogram in Northamptonshire

The salary distribution of IT jobs citing NumPy in Northamptonshire over the 6 months to 24 March 2019.

Salary histogram for NumPy in Northamptonshire

NumPy
Job Locations in Northamptonshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Northamptonshire region over the 6 months to 24 March 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
Northampton - 3 £38,500 -
NumPy
East Midlands

For the 6 months to 24 March 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 Northamptonshire region with a requirement for NumPy.

1 4 (100.00%) Python
1 4 (100.00%) SQL
1 4 (100.00%) Scala
1 4 (100.00%) Hadoop
1 4 (100.00%) NoSQL
1 4 (100.00%) Pandas
1 4 (100.00%) Apache Spark
2 3 (75.00%) Elastic Stack
2 3 (75.00%) Kibana
2 3 (75.00%) Elasticsearch
2 3 (75.00%) logstash
2 3 (75.00%) R
2 3 (75.00%) Big Data
2 3 (75.00%) Apache Flume
2 3 (75.00%) Data Analytics
2 3 (75.00%) Analytics
2 3 (75.00%) Ruby
2 3 (75.00%) JavaScript
2 3 (75.00%) Data Modelling
3 2 (50.00%) Agile Software Development
3 2 (50.00%) ITIL
3 2 (50.00%) Unix
3 2 (50.00%) Degree
3 2 (50.00%) Computer Science
3 2 (50.00%) Splunk
3 2 (50.00%) HTML5 Canvas
3 2 (50.00%) User Experience
3 2 (50.00%) Dashboard Development
3 2 (50.00%) Machine Learning
4 1 (25.00%) Front End Development

NumPy
Co-occurring IT Skills in Northamptonshire 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 (100.00%) Apache Spark
2 3 (75.00%) Elasticsearch
3 1 (25.00%) SAS
Applications
1 1 (25.00%) Chatbot
Cloud Services
1 1 (25.00%) Amazon AWS
Database & Business Intelligence
1 4 (100.00%) Hadoop
1 4 (100.00%) NoSQL
2 3 (75.00%) Big Data
3 1 (25.00%) Apache Hive
3 1 (25.00%) Data Lake
3 1 (25.00%) HBase
3 1 (25.00%) Impala
Development Applications
1 1 (25.00%) Git (software)
General
1 1 (25.00%) Banking
1 1 (25.00%) Finance
Job Titles
1 1 (25.00%) Data Engineer
1 1 (25.00%) Developer
1 1 (25.00%) Service Owner
Libraries, Frameworks & Software Standards
1 4 (100.00%) Pandas
2 3 (75.00%) Elastic Stack
3 2 (50.00%) HTML5 Canvas
4 1 (25.00%) Kafka
4 1 (25.00%) Natural Language Processing
4 1 (25.00%) PySpark
4 1 (25.00%) scikit-learn
4 1 (25.00%) SciPy
Miscellaneous
1 2 (50.00%) User Experience
2 1 (25.00%) Algorithms
2 1 (25.00%) Analytical Skills
Operating Systems
1 2 (50.00%) Unix
2 1 (25.00%) Linux
Processes & Methodologies
1 3 (75.00%) Analytics
1 3 (75.00%) Data Analytics
1 3 (75.00%) Data Modelling
2 2 (50.00%) Agile Software Development
2 2 (50.00%) Computer Science
2 2 (50.00%) Dashboard Development
2 2 (50.00%) ITIL
2 2 (50.00%) Machine Learning
3 1 (25.00%) Continuous Improvement
3 1 (25.00%) Data Analysis
3 1 (25.00%) Front End Development
3 1 (25.00%) MapReduce
3 1 (25.00%) MVC
3 1 (25.00%) Reverse Engineering
3 1 (25.00%) Risk Management
3 1 (25.00%) Service Management
3 1 (25.00%) System Testing
3 1 (25.00%) Test Automation
3 1 (25.00%) Use Case
3 1 (25.00%) Visualisation
Programming Languages
1 4 (100.00%) Python
1 4 (100.00%) Scala
1 4 (100.00%) SQL
2 3 (75.00%) JavaScript
2 3 (75.00%) R
2 3 (75.00%) Ruby
3 1 (25.00%) Java
Qualifications
1 2 (50.00%) Degree
2 1 (25.00%) Computer Science Degree
System Software
1 3 (75.00%) Apache Flume
Systems Management
1 3 (75.00%) Kibana
1 3 (75.00%) logstash
2 1 (25.00%) Hadoop YARN
Vendors
1 2 (50.00%) Splunk
2 1 (25.00%) ServiceNow