Period
to 19 October 2018

The following table provides summary statistics for contract job vacancies advertised in West Yorkshire with a requirement for PySpark skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited PySpark over the 6 months to 19 October 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

PySpark - Spark Python API
Yorkshire > West Yorkshire
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 155 - -
Rank change year-on-year - - -
Contract jobs citing PySpark 12 0 0
As % of all contract IT jobs advertised in West Yorkshire 0.35% - -
As % of the Libraries, Frameworks & Software Standards category 0.94% - -
Number of daily rates quoted 3 0 0
West Yorkshire median daily rate £475 - -
Yorkshire median daily rate £475 - -
Number of hourly rates quoted 0 0 0
West Yorkshire median hourly rate - - -
Yorkshire median hourly rate - - -

PySpark is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in West Yorkshire with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
West Yorkshire
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,272 946 1,350
As % of all contract IT jobs advertised in West Yorkshire 37.12% 32.24% 35.40%
Number of daily rates quoted 918 698 962
West Yorkshire median daily rate £411 £400 £400
Median daily rate % change year-on-year +2.81% - +14.29%
10th Percentile £313 £304 £300
90th Percentile £538 £500 £527
Yorkshire median daily rate £403 £400 £400
% change year-on-year +0.63% - +11.11%
Number of hourly rates quoted 7 0 4
West Yorkshire median hourly rate £17.41 - £13.50
10th Percentile £15.24 - £12.98
90th Percentile £19.59 - £16.30
Yorkshire median hourly rate £31.42 £35.00 £14.69
% change year-on-year -10.24% +138.30% -51.04%

PySpark
Job Vacancy Trend in West Yorkshire

Job postings citing PySpark as a percentage of all IT jobs advertised in West Yorkshire.

Job vacancy trend for PySpark in West Yorkshire

PySpark
Contractor Daily Rate Trend in West Yorkshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing PySpark in West Yorkshire.

Contractor daily rate trend for PySpark in West Yorkshire

PySpark
Contract Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing PySpark within the West Yorkshire region over the 6 months to 19 October 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds - 12 £475 -
PySpark
Yorkshire

For the 6 months to 19 October 2018, IT contractor jobs citing PySpark also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the West Yorkshire region with a requirement for PySpark.

1 12 (100.00%) Python
1 12 (100.00%) Continuous Integration
2 11 (91.67%) Agile Software Development
2 11 (91.67%) TDD
2 11 (91.67%) Deployment Automation
3 10 (83.33%) BPSS Clearance
3 10 (83.33%) Amazon AWS
4 9 (75.00%) Web Services
5 8 (66.67%) Linux
5 8 (66.67%) SOA
5 8 (66.67%) REST
6 3 (25.00%) NoSQL
6 3 (25.00%) MongoDB
6 3 (25.00%) Hadoop
7 2 (16.67%) CouchDB
7 2 (16.67%) Apache Cassandra
7 2 (16.67%) RabbitMQ
7 2 (16.67%) PostgreSQL
7 2 (16.67%) Software Engineering
7 2 (16.67%) Git (software)
7 2 (16.67%) nginx
7 2 (16.67%) Mercurial
7 2 (16.67%) SQL
7 2 (16.67%) Subversion
7 2 (16.67%) GIS
7 2 (16.67%) Jenkins
7 2 (16.67%) Elasticsearch
7 2 (16.67%) Apache Spark
7 2 (16.67%) Redis
7 2 (16.67%) Riak

PySpark
Co-occurring IT Skills in West 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 (16.67%) Apache Spark
1 2 (16.67%) Elasticsearch
1 2 (16.67%) nginx
Applications
1 1 (8.33%) Microsoft Excel
Cloud Services
1 10 (83.33%) Amazon AWS
2 1 (8.33%) Microsoft Azure
Database & Business Intelligence
1 3 (25.00%) Hadoop
1 3 (25.00%) MongoDB
1 3 (25.00%) NoSQL
2 2 (16.67%) Apache Cassandra
2 2 (16.67%) CouchDB
2 2 (16.67%) GIS
2 2 (16.67%) PostgreSQL
2 2 (16.67%) Redis
2 2 (16.67%) Riak
3 1 (8.33%) Data Warehouse
3 1 (8.33%) Power BI
3 1 (8.33%) SQL Server
3 1 (8.33%) SQL Server 2012
3 1 (8.33%) SQL Server 2016
3 1 (8.33%) SQL Server Integration Services
3 1 (8.33%) SQL Server Reporting Services
Development Applications
1 2 (16.67%) Git (software)
1 2 (16.67%) Jenkins
1 2 (16.67%) Mercurial
1 2 (16.67%) Subversion
2 1 (8.33%) Octopus Deploy
2 1 (8.33%) TeamCity
General
1 1 (8.33%) Finance
Job Titles
1 12 (100.00%) Developer
2 11 (91.67%) Python Developer
3 1 (8.33%) Data Engineer
3 1 (8.33%) Senior Data Engineer
3 1 (8.33%) Senior Developer
3 1 (8.33%) SSIS Developer
Libraries, Frameworks & Software Standards
1 9 (75.00%) Web Services
2 8 (66.67%) REST
3 2 (16.67%) RabbitMQ
4 1 (8.33%) Pandas
Miscellaneous
1 1 (8.33%) Analytical Skills
Operating Systems
1 8 (66.67%) Linux
Processes & Methodologies
1 12 (100.00%) Continuous Integration
2 11 (91.67%) Agile Software Development
2 11 (91.67%) Deployment Automation
2 11 (91.67%) TDD
3 8 (66.67%) SOA
4 2 (16.67%) Software Engineering
5 1 (8.33%) Analytical Thinking
5 1 (8.33%) Asset Management
5 1 (8.33%) Business Intelligence
5 1 (8.33%) Continuous Delivery
5 1 (8.33%) ETL
5 1 (8.33%) Fund Management
5 1 (8.33%) Kimball Methodology
5 1 (8.33%) Machine Learning
5 1 (8.33%) Mentoring
5 1 (8.33%) Performance Tuning
Programming Languages
1 12 (100.00%) Python
2 2 (16.67%) SQL
3 1 (8.33%) PowerShell
3 1 (8.33%) VBA
Qualifications
1 10 (83.33%) BPSS Clearance
Systems Management
1 2 (16.67%) Ansible
Vendors
1 1 (8.33%) RedGate
1 1 (8.33%) Tableau