Period
to 15 December 2017

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 15 December 2017 with a comparison to the same period in the previous 2 years.

Data Engineering
South West > Bristol
6 months to
15 Dec 2017
Same period 2016 Same period 2015
Rank 185 176 198
Rank change year-on-year -9 +22 -
Permanent jobs citing Data Engineering 19 7 1
As % of all permanent IT jobs advertised in Bristol 0.50% 0.21% 0.027%
As % of the Processes & Methodologies category 0.55% 0.23% 0.029%
Number of salaries quoted 15 4 1
Bristol median annual salary £70,000 £55,000 £40,000
Median salary % change year-on-year +27.27% +37.50% -
10th Percentile £45,000 £47,500 £37,500
90th Percentile £86,000 £61,750 £42,500
South West median annual salary £50,000 £55,000 £35,000
% change year-on-year -9.09% +57.14% -12.50%

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 3458 2984 3424
As % of all permanent IT jobs advertised in Bristol 91.75% 91.20% 90.89%
Number of salaries quoted 2869 2501 2992
Bristol median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £26,750 £28,000 £27,500
90th Percentile £67,500 £71,250 £67,500
South West median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% +3.90%

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 15 December 2017.

Salary histogram for Data Engineering in Bristol

For the 6 months to 15 December 2017, IT jobs citing Data Engineering also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Bristol region with a requirement for Data Engineering.

1 18 (94.74%) Amazon AWS
2 14 (73.68%) Agile Software Development
2 14 (73.68%) Apache Spark
3 13 (68.42%) Amazon Kinesis
3 13 (68.42%) Amazon Redshift
4 10 (52.63%) NoSQL
4 10 (52.63%) SQL
4 10 (52.63%) Python
4 10 (52.63%) Algorithms
5 8 (42.11%) Hadoop
5 8 (42.11%) Analytics
5 8 (42.11%) Kafka
6 7 (36.84%) Neo4j
6 7 (36.84%) Elasticsearch
6 7 (36.84%) Relational Database
6 7 (36.84%) Amazon S3
6 7 (36.84%) Scala
6 7 (36.84%) MongoDB
6 7 (36.84%) MapReduce
6 7 (36.84%) RDBMS
6 7 (36.84%) Java
6 7 (36.84%) PostgreSQL
6 7 (36.84%) Scrum
6 7 (36.84%) Use Case
6 7 (36.84%) AWS Lambda
6 7 (36.84%) Serverless
7 6 (31.58%) Acceptance Criteria
7 6 (31.58%) Continuous Delivery
7 6 (31.58%) MLlib
7 6 (31.58%) BigQuery

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 14 (73.68%) Apache Spark
2 7 (36.84%) Elasticsearch
3 1 (5.26%) Apache Pig
Applications
1 3 (15.79%) Chatbot
Cloud Services
1 18 (94.74%) Amazon AWS
2 13 (68.42%) Amazon Kinesis
3 7 (36.84%) Amazon S3
3 7 (36.84%) AWS Lambda
3 7 (36.84%) Serverless
4 6 (31.58%) Amazon EMR
4 6 (31.58%) GitHub
5 3 (15.79%) Azure Machine Learning
5 3 (15.79%) Microsoft Azure
6 1 (5.26%) Cloud Computing
Database & Business Intelligence
1 13 (68.42%) Amazon Redshift
2 10 (52.63%) NoSQL
3 8 (42.11%) Hadoop
4 7 (36.84%) MongoDB
4 7 (36.84%) Neo4j
4 7 (36.84%) PostgreSQL
4 7 (36.84%) RDBMS
4 7 (36.84%) Relational Database
5 6 (31.58%) BigQuery
6 3 (15.79%) Big Data
6 3 (15.79%) Mahout
7 2 (10.53%) Apache Hive
8 1 (5.26%) HBase
8 1 (5.26%) Sqoop
Development Applications
1 3 (15.79%) Git (software)
Job Titles
1 7 (36.84%) AWS Engineer
1 7 (36.84%) Data Engineer
2 6 (31.58%) Technical Leader
3 3 (15.79%) Data Scientist
3 3 (15.79%) Senior Data Scientist
4 2 (10.53%) Hadoop Engineer
5 1 (5.26%) Developer
5 1 (5.26%) Development Manager
5 1 (5.26%) Software Development Manager
5 1 (5.26%) Software Manager
Libraries, Frameworks & Software Standards
1 8 (42.11%) Kafka
2 6 (31.58%) MLlib
2 6 (31.58%) Pandas
2 6 (31.58%) Velocity
3 4 (21.05%) Natural Language Processing
4 3 (15.79%) GraphX
5 1 (5.26%) Ramda
5 1 (5.26%) Redux
5 1 (5.26%) RxJS
Miscellaneous
1 10 (52.63%) Algorithms
2 6 (31.58%) Clustering
2 6 (31.58%) Internet of Things
3 3 (15.79%) Computer Science
4 1 (5.26%) Smartphone
Processes & Methodologies
1 14 (73.68%) Agile Software Development
2 8 (42.11%) Analytics
3 7 (36.84%) MapReduce
3 7 (36.84%) Scrum
3 7 (36.84%) Use Case
4 6 (31.58%) Acceptance Criteria
4 6 (31.58%) BDD
4 6 (31.58%) Coaching
4 6 (31.58%) Continuous Delivery
4 6 (31.58%) ETL
4 6 (31.58%) Kanban
4 6 (31.58%) Open Source
4 6 (31.58%) Performance Management
4 6 (31.58%) Test Automation
5 3 (15.79%) Machine Learning
5 3 (15.79%) Neural Network
5 3 (15.79%) Ontologies
5 3 (15.79%) Statistics
6 2 (10.53%) Business Intelligence
6 2 (10.53%) Mathematics
Programming Languages
1 10 (52.63%) Python
1 10 (52.63%) SQL
2 7 (36.84%) Java
2 7 (36.84%) Scala
3 1 (5.26%) Clojure
3 1 (5.26%) F#
3 1 (5.26%) Haskell
3 1 (5.26%) JavaScript
3 1 (5.26%) MATLAB
3 1 (5.26%) R
Qualifications
1 1 (5.26%) Computer Science Degree
1 1 (5.26%) Degree
System Software
1 2 (10.53%) HDFS
2 1 (5.26%) Apache Flume
Vendors
1 1 (5.26%) Capita