Period
to 15 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Chester with a requirement for Data Engineering skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Engineering over the 6 months to 15 November 2018 with a comparison to the same period in the previous 2 years.

Data Engineering
Cheshire > Chester
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 36 53 -
Rank change year-on-year +17 - -
Permanent jobs citing Data Engineering 9 1 0
As % of all permanent IT jobs advertised in Chester 3.36% 0.29% -
As % of the Processes & Methodologies category 3.56% 0.33% -
Number of salaries quoted 8 0 0
Chester median annual salary £62,500 - -
Cheshire median annual salary £60,000 £47,500 -
% change year-on-year +26.32% - -

Data Engineering is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Chester with a requirement for process or methodology skills.

All Process and Methodology Skills
Chester
Permanent vacancies with a requirement for process or methodology skills 253 306 261
As % of all permanent IT jobs advertised in Chester 94.40% 89.74% 88.78%
Number of salaries quoted 221 269 224
Chester median annual salary £42,500 £42,500 £37,500
Median salary % change year-on-year - +13.33% -16.67%
10th Percentile £26,250 £26,200 £24,500
90th Percentile £67,500 £59,400 £57,500
Cheshire median annual salary £45,000 £42,500 £37,500
% change year-on-year +5.88% +13.33% -6.25%

Data Engineering
Job Vacancy Trend in Chester

Job postings citing Data Engineering as a percentage of all IT jobs advertised in Chester.

Job vacancy trend for Data Engineering in Chester

Data Engineering
Salary Trend in Chester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Engineering in Chester.

Salary trend for Data Engineering in Chester

Data Engineering
Salary Histogram in Chester

The salary distribution of IT jobs citing Data Engineering in Chester over the 6 months to 15 November 2018.

Salary histogram for Data Engineering in Chester

For the 6 months to 15 November 2018, IT jobs citing Data Engineering 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 Chester region with a requirement for Data Engineering.

1 9 (100.00%) Big Data
2 8 (88.89%) Hadoop
2 8 (88.89%) Java
2 8 (88.89%) Agile Software Development
2 8 (88.89%) Apache Spark
3 7 (77.78%) Amazon AWS
3 7 (77.78%) NoSQL
4 6 (66.67%) Kafka
4 6 (66.67%) Data Modelling
5 5 (55.56%) SQL
6 4 (44.44%) Microsoft Azure
6 4 (44.44%) Python
6 4 (44.44%) TDD
6 4 (44.44%) Talend
6 4 (44.44%) Apache Pig
6 4 (44.44%) Scala
7 3 (33.33%) REST
7 3 (33.33%) HTML5
7 3 (33.33%) Apache Hive
7 3 (33.33%) Amazon EMR
7 3 (33.33%) Amazon Redshift
7 3 (33.33%) DevOps
7 3 (33.33%) Cloudera
7 3 (33.33%) AngularJS
7 3 (33.33%) Service Delivery
7 3 (33.33%) Degree
7 3 (33.33%) JSON
7 3 (33.33%) Continuous Integration
7 3 (33.33%) Cloud Computing
7 3 (33.33%) Git (software)

Data Engineering
Co-occurring IT Skills in Chester 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 8 (88.89%) Apache Spark
2 4 (44.44%) Apache Pig
3 2 (22.22%) Apache
Cloud Services
1 7 (77.78%) Amazon AWS
2 4 (44.44%) Microsoft Azure
3 3 (33.33%) Amazon EMR
3 3 (33.33%) Cloud Computing
4 2 (22.22%) Amazon EC2
5 1 (11.11%) Amazon Kinesis
5 1 (11.11%) Amazon S3
5 1 (11.11%) AWS Lambda
5 1 (11.11%) Google Cloud Platform
5 1 (11.11%) Serverless
Communications & Networking
1 1 (11.11%) Internet
Database & Business Intelligence
1 9 (100.00%) Big Data
2 8 (88.89%) Hadoop
3 7 (77.78%) NoSQL
4 3 (33.33%) Amazon Redshift
4 3 (33.33%) Apache Hive
5 2 (22.22%) Amazon Athena
5 2 (22.22%) Flink
5 2 (22.22%) MongoDB
6 1 (11.11%) Data Warehouse
6 1 (11.11%) HBase
6 1 (11.11%) Impala
6 1 (11.11%) PostgreSQL
6 1 (11.11%) Power BI
6 1 (11.11%) SQL Server Reporting Services
Development Applications
1 3 (33.33%) Git (software)
2 2 (22.22%) JIRA
General
1 1 (11.11%) Automotive
1 1 (11.11%) Retail
Job Titles
1 5 (55.56%) Data Engineer
2 4 (44.44%) Big Data Engineer
3 3 (33.33%) Architect
4 2 (22.22%) Presales Solution Architect
4 2 (22.22%) Senior Data Engineer
4 2 (22.22%) Solutions Architect
5 1 (11.11%) Analyst
5 1 (11.11%) Business Intelligence Analyst
5 1 (11.11%) Business Intelligence Data Analyst
5 1 (11.11%) Data Analyst
5 1 (11.11%) Senior Analyst
5 1 (11.11%) Senior Business Intelligence Analyst
5 1 (11.11%) Senior Data Analyst
5 1 (11.11%) Technical Architect
Libraries, Frameworks & Software Standards
1 6 (66.67%) Kafka
2 3 (33.33%) AngularJS
2 3 (33.33%) CSS
2 3 (33.33%) HTML
2 3 (33.33%) HTML5
2 3 (33.33%) JSON
2 3 (33.33%) REST
2 3 (33.33%) RESTful
3 2 (22.22%) EJB
3 2 (22.22%) J2EE
3 2 (22.22%) JMS
3 2 (22.22%) Spark Streaming
3 2 (22.22%) Web Services
Miscellaneous
1 2 (22.22%) Computer Science
2 1 (11.11%) Analytical Skills
2 1 (11.11%) Infotainment
2 1 (11.11%) Internet of Things
Processes & Methodologies
1 8 (88.89%) Agile Software Development
2 6 (66.67%) Data Modelling
3 4 (44.44%) TDD
4 3 (33.33%) Continuous Integration
4 3 (33.33%) DevOps
4 3 (33.33%) Presales
4 3 (33.33%) SDLC
4 3 (33.33%) Service Delivery
5 2 (22.22%) BDD
5 2 (22.22%) Change Management
5 2 (22.22%) Configuration Management
5 2 (22.22%) Continuous Delivery
5 2 (22.22%) Data Architecture
5 2 (22.22%) Data Governance
5 2 (22.22%) Data Ingestion
5 2 (22.22%) Data Science
5 2 (22.22%) Mathematics
5 2 (22.22%) Open Source
5 2 (22.22%) Use Case
6 1 (11.11%) Business Intelligence
Programming Languages
1 8 (88.89%) Java
2 5 (55.56%) SQL
3 4 (44.44%) Python
3 4 (44.44%) Scala
4 3 (33.33%) JavaScript
Qualifications
1 3 (33.33%) Degree
2 2 (22.22%) Computer Science Degree
2 2 (22.22%) Numerate Degree
Quality Assurance & Compliance
1 1 (11.11%) Data Quality
System Software
1 1 (11.11%) HDFS
Vendors
1 4 (44.44%) Talend
2 3 (33.33%) Cloudera
3 2 (22.22%) CA Agile Central
4 1 (11.11%) Google
4 1 (11.11%) Twitter