Period
to 19 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Bristol 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Data Engineering
South West > Bristol
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 188 197 187
Rank change year-on-year +9 -10 -
Permanent jobs citing Data Engineering 14 7 1
As % of all permanent IT jobs advertised in Bristol 0.36% 0.18% 0.028%
As % of the Processes & Methodologies category 0.39% 0.20% 0.031%
Number of salaries quoted 14 6 1
Bristol median annual salary £58,750 £60,000 £42,500
Median salary % change year-on-year -2.08% +41.18% -
10th Percentile £49,875 £53,750 £38,750
90th Percentile £81,125 £88,125 £46,250
South West median annual salary £57,500 £57,500 £42,500
% change year-on-year - +35.29% +17.24%

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 Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Permanent vacancies with a requirement for process or methodology skills 3,591 3,515 3,202
As % of all permanent IT jobs advertised in Bristol 92.46% 92.04% 91.20%
Number of salaries quoted 2,960 2,927 2,782
Bristol median annual salary £45,000 £42,500 £41,000
Median salary % change year-on-year +5.88% +3.66% +2.50%
10th Percentile £26,250 £26,750 £26,250
90th Percentile £67,500 £67,500 £66,250
South West median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Data Engineering
Job Vacancy Trend in Bristol

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

Job vacancy trend for Data Engineering in Bristol

Data Engineering
Salary Trend in Bristol

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

Salary trend for Data Engineering in Bristol

Data Engineering
Salary Histogram in Bristol

The salary distribution of IT jobs citing Data Engineering in Bristol over the 6 months to 19 July 2018.

Salary histogram for Data Engineering in Bristol

For the 6 months to 19 July 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 Bristol region with a requirement for Data Engineering.

1 14 (100.00%) Data Science
2 12 (85.71%) Amazon AWS
2 12 (85.71%) NoSQL
3 10 (71.43%) MongoDB
3 10 (71.43%) Neo4j
3 10 (71.43%) Machine Learning
3 10 (71.43%) Relational Database
3 10 (71.43%) Amazon Redshift
3 10 (71.43%) RDBMS
3 10 (71.43%) PostgreSQL
3 10 (71.43%) Agile Software Development
3 10 (71.43%) Use Case
3 10 (71.43%) Amazon Kinesis
4 9 (64.29%) Big Data
4 9 (64.29%) Algorithms
5 8 (57.14%) Kafka
5 8 (57.14%) Apache Spark
6 7 (50.00%) Apache Cassandra
6 7 (50.00%) Python
7 6 (42.86%) Amazon S3
7 6 (42.86%) AWS Lambda
7 6 (42.86%) Serverless
8 5 (35.71%) Amazon EC2
8 5 (35.71%) MQTT
8 5 (35.71%) ETL
8 5 (35.71%) Software Engineering
9 4 (28.57%) Scrum
9 4 (28.57%) SDLC
10 3 (21.43%) Artificial Intelligence
10 3 (21.43%) SQL

Data Engineering
Co-occurring IT Skills in Bristol 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 (57.14%) Apache Spark
2 1 (7.14%) Apache
2 1 (7.14%) Apache Solr
2 1 (7.14%) Elasticsearch
Applications
1 2 (14.29%) Chatbot
Cloud Services
1 12 (85.71%) Amazon AWS
2 10 (71.43%) Amazon Kinesis
3 6 (42.86%) Amazon S3
3 6 (42.86%) AWS Lambda
3 6 (42.86%) Serverless
4 5 (35.71%) Amazon EC2
5 1 (7.14%) Azure Machine Learning
5 1 (7.14%) Google Cloud Platform
5 1 (7.14%) Microsoft Azure
Communications & Networking
1 5 (35.71%) MQTT
2 2 (14.29%) Internet
Database & Business Intelligence
1 12 (85.71%) NoSQL
2 10 (71.43%) Amazon Redshift
2 10 (71.43%) MongoDB
2 10 (71.43%) Neo4j
2 10 (71.43%) PostgreSQL
2 10 (71.43%) RDBMS
2 10 (71.43%) Relational Database
3 9 (64.29%) Big Data
4 7 (50.00%) Apache Cassandra
5 3 (21.43%) Amazon DynamoDB
6 1 (7.14%) Data Warehouse
6 1 (7.14%) Hadoop
6 1 (7.14%) Mahout
Development Applications
1 1 (7.14%) Git (software)
General
1 2 (14.29%) Manufacturing
Job Titles
1 7 (50.00%) Data Engineer
2 6 (42.86%) AWS Engineer
3 2 (14.29%) Data Scientist
3 2 (14.29%) Development Manager
3 2 (14.29%) Senior Data Scientist
3 2 (14.29%) Software Development Manager
3 2 (14.29%) Software Manager
4 1 (7.14%) Artificial Intelligence Engineer
4 1 (7.14%) Clojure Engineer
4 1 (7.14%) Data Manager
4 1 (7.14%) Data Science Manager
4 1 (7.14%) Elasticsearch Engineer
4 1 (7.14%) Java Engineer
4 1 (7.14%) Java Software Engineer
4 1 (7.14%) Software Engineer
Libraries, Frameworks & Software Standards
1 8 (57.14%) Kafka
2 2 (14.29%) Keras
2 2 (14.29%) Natural Language Processing
2 2 (14.29%) NumPy
2 2 (14.29%) Pandas
2 2 (14.29%) SciPy
2 2 (14.29%) TensorFlow
2 2 (14.29%) Theano
3 1 (7.14%) GraphX
3 1 (7.14%) Ramda
3 1 (7.14%) React
3 1 (7.14%) Redux
3 1 (7.14%) RxJS
Miscellaneous
1 9 (64.29%) Algorithms
2 2 (14.29%) Internet of Things
3 1 (7.14%) Computer Science
3 1 (7.14%) Greenfield Project
Processes & Methodologies
1 14 (100.00%) Data Science
2 10 (71.43%) Agile Software Development
2 10 (71.43%) Machine Learning
2 10 (71.43%) Use Case
3 5 (35.71%) ETL
3 5 (35.71%) Software Engineering
4 4 (28.57%) Scrum
4 4 (28.57%) SDLC
5 3 (21.43%) Artificial Intelligence
5 3 (21.43%) Deep Learning
6 2 (14.29%) Business Intelligence
6 2 (14.29%) Neural Network
6 2 (14.29%) Ontologies
6 2 (14.29%) Recommender Systems
7 1 (7.14%) Data Management
7 1 (7.14%) DevOps
7 1 (7.14%) Mathematics
7 1 (7.14%) Migration
7 1 (7.14%) Problem-Solving
7 1 (7.14%) Statistics
Programming Languages
1 7 (50.00%) Python
2 3 (21.43%) Java
2 3 (21.43%) SQL
3 2 (14.29%) C#
3 2 (14.29%) C++
3 2 (14.29%) JavaScript
4 1 (7.14%) Clojure
4 1 (7.14%) ES6
4 1 (7.14%) Haskell
4 1 (7.14%) Java 8
4 1 (7.14%) MATLAB
4 1 (7.14%) R
4 1 (7.14%) Scala
Qualifications
1 1 (7.14%) Degree
1 1 (7.14%) PhD
Systems Management
1 1 (7.14%) Ansible
Vendors
1 1 (7.14%) Cloudera
1 1 (7.14%) Google
1 1 (7.14%) Hortonworks
1 1 (7.14%) WSO2