Period
to 10 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Cheshire with a requirement for Spark Streaming skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Spark Streaming over the 6 months to 10 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark Streaming
North West > Cheshire
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 152 - -
Rank change year-on-year - - -
Permanent jobs citing Spark Streaming 3 0 0
As % of all permanent IT jobs advertised in Cheshire 0.12% - -
As % of the Libraries, Frameworks & Software Standards category 0.35% - -
Number of salaries quoted 2 0 0
Cheshire median annual salary £51,250 - -
North West median annual salary £70,000 - -

Spark Streaming 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 Cheshire with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Cheshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 850 1,270 927
As % of all permanent IT jobs advertised in Cheshire 34.89% 40.91% 40.62%
Number of salaries quoted 693 1,040 832
Cheshire median annual salary £45,000 £42,500 £38,500
Median salary % change year-on-year +5.88% +10.39% -3.75%
10th Percentile £28,750 £28,750 £25,000
90th Percentile £65,000 £60,000 £56,250
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

Spark Streaming
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Spark Streaming within the Cheshire region over the 6 months to 10 December 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
Chester - 2 £55,000 -
Warrington - 1 £47,500 -
Spark Streaming
North West

For the 6 months to 10 December 2018, IT jobs citing Spark Streaming 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 Cheshire region with a requirement for Spark Streaming.

1 3 (100.00%) Python
1 3 (100.00%) Mathematics
1 3 (100.00%) Computer Science
1 3 (100.00%) Apache Spark
1 3 (100.00%) Data Engineering
2 2 (66.67%) CA Agile Central
2 2 (66.67%) Amazon EMR
2 2 (66.67%) Amazon Redshift
2 2 (66.67%) DevOps
2 2 (66.67%) Agile Software Development
2 2 (66.67%) TDD
2 2 (66.67%) Degree
2 2 (66.67%) JIRA
2 2 (66.67%) Big Data
2 2 (66.67%) Kafka
2 2 (66.67%) Cloud Computing
2 2 (66.67%) Scala
2 2 (66.67%) Hadoop
2 2 (66.67%) Amazon EC2
2 2 (66.67%) Amazon AWS
2 2 (66.67%) Open Source
2 2 (66.67%) MongoDB
2 2 (66.67%) NoSQL
2 2 (66.67%) Data Modelling
2 2 (66.67%) Configuration Management
2 2 (66.67%) Change Management
2 2 (66.67%) Java
2 2 (66.67%) Web Services
2 2 (66.67%) Apache
2 2 (66.67%) Flink

Spark Streaming
Co-occurring IT Skills in Cheshire 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 3 (100.00%) Apache Spark
2 2 (66.67%) Apache
Cloud Services
1 2 (66.67%) Amazon AWS
1 2 (66.67%) Amazon EC2
1 2 (66.67%) Amazon EMR
1 2 (66.67%) Cloud Computing
2 1 (33.33%) Amazon Kinesis
Communications & Networking
1 1 (33.33%) Internet
Database & Business Intelligence
1 2 (66.67%) Amazon Athena
1 2 (66.67%) Amazon Redshift
1 2 (66.67%) Big Data
1 2 (66.67%) Flink
1 2 (66.67%) Hadoop
1 2 (66.67%) MongoDB
1 2 (66.67%) NoSQL
2 1 (33.33%) PostgreSQL
Development Applications
1 2 (66.67%) JIRA
Job Titles
1 2 (66.67%) Data Engineer
2 1 (33.33%) Big Data Engineer
2 1 (33.33%) Data Scientist
2 1 (33.33%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 2 (66.67%) Kafka
1 2 (66.67%) Web Services
Miscellaneous
1 1 (33.33%) Algorithms
1 1 (33.33%) Infotainment
1 1 (33.33%) Internet of Things
Processes & Methodologies
1 3 (100.00%) Computer Science
1 3 (100.00%) Data Engineering
1 3 (100.00%) Mathematics
2 2 (66.67%) Agile Software Development
2 2 (66.67%) Change Management
2 2 (66.67%) Configuration Management
2 2 (66.67%) Data Ingestion
2 2 (66.67%) Data Modelling
2 2 (66.67%) DevOps
2 2 (66.67%) Open Source
2 2 (66.67%) TDD
3 1 (33.33%) Analytics
3 1 (33.33%) Cognitive Computing
3 1 (33.33%) Data Analytics
3 1 (33.33%) Data Science
3 1 (33.33%) Machine Learning
Programming Languages
1 3 (100.00%) Python
2 2 (66.67%) Java
2 2 (66.67%) Scala
3 1 (33.33%) R
3 1 (33.33%) SQL
Qualifications
1 2 (66.67%) Computer Science Degree
1 2 (66.67%) Degree
1 2 (66.67%) Numerate Degree
Vendors
1 2 (66.67%) CA Agile Central
2 1 (33.33%) Google
2 1 (33.33%) Oracle