Period
to 8 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 8 December 2021 with a comparison to the same period in the previous 2 years.

NumPy
England > Yorkshire
6 months to
8 Dec 2021
Same period 2020 Same period 2019
Rank 258 - 263
Rank change year-on-year - +263 +24
Permanent jobs citing NumPy 6 0 1
As % of all permanent jobs advertised in Yorkshire 0.088% - 0.015%
As % of the Libraries, Frameworks & Software Standards category 0.27% - 0.043%
Number of salaries quoted 6 0 1
10th Percentile £32,500 " "
25th Percentile £36,250 " £48,750
Median annual salary (50th Percentile) £50,000 - £52,500
75th Percentile £52,500 " £56,250
90th Percentile £59,375 " "
England median annual salary £80,000 £80,000 £70,000
% change year-on-year - +14.29% -

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

All Software Libraries and Frameworks
Yorkshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,212 1,388 2,318
As % of all permanent IT jobs advertised in Yorkshire 32.47% 41.71% 35.72%
Number of salaries quoted 1,761 1,215 2,020
10th Percentile £32,500 £32,500 £27,500
25th Percentile £40,000 £37,500 £35,000
Median annual salary (50th Percentile) £52,500 £47,500 £45,000
Median % change year-on-year +10.53% +5.56% +2.27%
75th Percentile £65,000 £57,500 £56,250
90th Percentile £77,500 £65,000 £65,000
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

NumPy
Job Vacancy Trend in Yorkshire

Job postings citing NumPy as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for NumPy in Yorkshire

NumPy
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing NumPy in Yorkshire.

Salary trend for NumPy in Yorkshire

NumPy
Salary Histogram in Yorkshire

Salary distribution for jobs citing NumPy in Yorkshire over the 6 months to 8 December 2021.

Salary histogram for NumPy in Yorkshire

NumPy
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Yorkshire region over the 6 months to 8 December 2021. 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
West Yorkshire - 4 £50,000 -
South Yorkshire - 2 £35,000 -
NumPy
England

For the 6 months to 8 December 2021, 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 Yorkshire region with a requirement for NumPy.

1 6 (100.00%) Python
2 5 (83.33%) SQL
2 5 (83.33%) AWS
3 4 (66.67%) Pandas
4 3 (50.00%) Relational Database
4 3 (50.00%) Amazon Redshift
4 3 (50.00%) Visualisation
4 3 (50.00%) Data Warehouse
4 3 (50.00%) Migration
4 3 (50.00%) Data Management
4 3 (50.00%) Amazon QuickSight
4 3 (50.00%) Data Lake
4 3 (50.00%) AWS Lambda
4 3 (50.00%) PySpark
4 3 (50.00%) Serverless
4 3 (50.00%) Amazon Athena
4 3 (50.00%) AWS Step Functions
5 2 (33.33%) Data Pipeline
5 2 (33.33%) Customer-Centricity
5 2 (33.33%) Data Engineering
5 2 (33.33%) Data Analysis
5 2 (33.33%) Agile Software Development
5 2 (33.33%) MATLAB
5 2 (33.33%) Apache
5 2 (33.33%) Azure
5 2 (33.33%) Hadoop
5 2 (33.33%) Big Data
5 2 (33.33%) MongoDB
5 2 (33.33%) Apache Cassandra
5 2 (33.33%) NoSQL

NumPy
Co-occurring IT Skills in Yorkshire 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 2 (33.33%) Apache
1 2 (33.33%) Apache Spark
Cloud Services
1 5 (83.33%) AWS
2 3 (50.00%) AWS Lambda
2 3 (50.00%) AWS Step Functions
2 3 (50.00%) Serverless
3 2 (33.33%) Azure
3 2 (33.33%) GCP
Database & Business Intelligence
1 3 (50.00%) Amazon Athena
1 3 (50.00%) Amazon QuickSight
1 3 (50.00%) Amazon Redshift
1 3 (50.00%) Data Lake
1 3 (50.00%) Data Warehouse
1 3 (50.00%) Relational Database
2 2 (33.33%) Apache Cassandra
2 2 (33.33%) Big Data
2 2 (33.33%) Hadoop
2 2 (33.33%) MongoDB
2 2 (33.33%) NoSQL
3 1 (16.67%) MySQL
Job Titles
1 5 (83.33%) Data Engineer
2 2 (33.33%) Research Engineer
3 1 (16.67%) AWS Engineer
3 1 (16.67%) Developer
3 1 (16.67%) Python Developer
3 1 (16.67%) Python Engineer
Libraries, Frameworks & Software Standards
1 4 (66.67%) Pandas
2 3 (50.00%) PySpark
3 1 (16.67%) Django
3 1 (16.67%) Flask
3 1 (16.67%) REST
Processes & Methodologies
1 3 (50.00%) Data Management
1 3 (50.00%) Migration
1 3 (50.00%) Visualisation
2 2 (33.33%) Agile Software Development
2 2 (33.33%) Customer-Centricity
2 2 (33.33%) Data Analysis
2 2 (33.33%) Data Engineering
2 2 (33.33%) Data Pipeline
3 1 (16.67%) Customer Requirements
3 1 (16.67%) TDD
Programming Languages
1 6 (100.00%) Python
2 5 (83.33%) SQL
3 2 (33.33%) MATLAB
3 2 (33.33%) R
4 1 (16.67%) JavaScript
System Software
1 1 (16.67%) Docker
Systems Management
1 1 (16.67%) Kubernetes
Vendors
1 1 (16.67%) Brio