Period
to 23 January 2019

The following table provides summary statistics for permanent job vacancies advertised in Bristol with a requirement for Apache Spark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Spark over the 6 months to 23 January 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
South West > Bristol
6 months to
23 Jan 2019
Same period 2018 Same period 2017
Rank 141 127 118
Rank change year-on-year -14 -9 +56
Permanent jobs citing Apache Spark 44 69 58
As % of all permanent IT jobs advertised in Bristol 1.23% 1.90% 1.80%
As % of the Application Platforms category 10.19% 11.64% 9.72%
Number of salaries quoted 33 58 52
Bristol median annual salary £70,000 £50,000 £60,000
Median salary % change year-on-year +40.00% -16.67% +20.00%
10th Percentile £47,500 £36,750 £47,500
90th Percentile £87,000 £70,000 £78,750
South West median annual salary £57,500 £50,000 £50,000
% change year-on-year +15.00% - -

Apache Spark is in the Application Platforms 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 application platform skills.

All Application Platform Skills
Bristol
Permanent vacancies with a requirement for application platform skills 432 593 597
As % of all permanent IT jobs advertised in Bristol 12.10% 16.36% 18.57%
Number of salaries quoted 361 473 515
Bristol median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,750 £26,250 £27,350
90th Percentile £71,250 £59,750 £68,750
South West median annual salary £40,000 £40,000 £38,500
% change year-on-year - +3.90% +2.67%

Apache Spark
Job Vacancy Trend in Bristol

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for Apache Spark in Bristol

Apache Spark
Salary Trend in Bristol

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

Salary trend for Apache Spark in Bristol

Apache Spark
Salary Histogram in Bristol

The salary distribution of IT jobs citing Apache Spark in Bristol over the 6 months to 23 January 2019.

Salary histogram for Apache Spark in Bristol

For the 6 months to 23 January 2019, IT jobs citing Apache Spark 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 Apache Spark.

1 31 (70.45%) Agile Software Development
2 29 (65.91%) Microservices
3 28 (63.64%) Node.js
4 27 (61.36%) Hadoop
5 25 (56.82%) Java
6 24 (54.55%) Scala
7 21 (47.73%) Big Data
8 18 (40.91%) HTML5
8 18 (40.91%) HTML
9 17 (38.64%) C#
9 17 (38.64%) Amazon AWS
9 17 (38.64%) AngularJS
9 17 (38.64%) React
10 16 (36.36%) Kafka
10 16 (36.36%) KnockoutJS
10 16 (36.36%) SOA
10 16 (36.36%) Microsoft
11 13 (29.55%) Python
11 13 (29.55%) PostgreSQL
11 13 (29.55%) Software Engineering
11 13 (29.55%) Clojure
11 13 (29.55%) Functional Programming
12 12 (27.27%) Elasticsearch
12 12 (27.27%) MongoDB
12 12 (27.27%) Open Source
12 12 (27.27%) Retail
13 11 (25.00%) Blog
13 11 (25.00%) HTTP
13 11 (25.00%) Redis
13 11 (25.00%) GitHub

Apache Spark
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 12 (27.27%) Elasticsearch
2 1 (2.27%) Apache
2 1 (2.27%) Apache Pig
2 1 (2.27%) SAS
Applications
1 4 (9.09%) Chatbot
Cloud Services
1 17 (38.64%) Amazon AWS
2 11 (25.00%) AWS CloudFormation
2 11 (25.00%) GitHub
2 11 (25.00%) Google Cloud Platform
2 11 (25.00%) Slack
3 2 (4.55%) Amazon EMR
3 2 (4.55%) Amazon S3
Communications & Networking
1 11 (25.00%) HTTP
Database & Business Intelligence
1 27 (61.36%) Hadoop
2 21 (47.73%) Big Data
3 13 (29.55%) PostgreSQL
4 12 (27.27%) MongoDB
5 11 (25.00%) Redis
6 5 (11.36%) Apache Hive
7 2 (4.55%) Amazon Redshift
7 2 (4.55%) Data Warehouse
7 2 (4.55%) DataStage
7 2 (4.55%) Electronic Patient Records
7 2 (4.55%) NoSQL
7 2 (4.55%) Oracle Database
7 2 (4.55%) RDBMS
7 2 (4.55%) Relational Database
7 2 (4.55%) SQL Server Integration Services
7 2 (4.55%) Sqoop
8 1 (2.27%) Apache Cassandra
8 1 (2.27%) HBase
8 1 (2.27%) Neo4j
8 1 (2.27%) Power BI
Development Applications
1 11 (25.00%) CircleCI
1 11 (25.00%) GoCD
2 1 (2.27%) Git (software)
2 1 (2.27%) Mercurial
General
1 12 (27.27%) Retail
2 10 (22.73%) Finance
2 10 (22.73%) Telecoms
3 8 (18.18%) Electronics
3 8 (18.18%) Manufacturing
3 8 (18.18%) Marketing
4 2 (4.55%) Banking
4 2 (4.55%) Law
Job Titles
1 16 (36.36%) Architect
1 16 (36.36%) Technical Architect
2 13 (29.55%) Software Engineer
3 7 (15.91%) .NET Architect
3 7 (15.91%) .NET Technical Architect
3 7 (15.91%) Data Scientist
3 7 (15.91%) Java Architect
3 7 (15.91%) Java Technical Architect
4 6 (13.64%) Senior Software Engineer
5 5 (11.36%) Developer
5 5 (11.36%) Senior Data Scientist
6 4 (9.09%) Java Applications Architect
7 3 (6.82%) Java Developer
7 3 (6.82%) Java Software Architect
7 3 (6.82%) Software Architect
8 2 (4.55%) Head of Architecture
8 2 (4.55%) Scala Software Engineer
9 1 (2.27%) Data Engineer
9 1 (2.27%) Full Stack Developer
9 1 (2.27%) Senior Full Stack Developer
Libraries, Frameworks & Software Standards
1 28 (63.64%) Node.js
2 18 (40.91%) HTML
2 18 (40.91%) HTML5
3 17 (38.64%) AngularJS
3 17 (38.64%) React
4 16 (36.36%) Kafka
4 16 (36.36%) KnockoutJS
5 11 (25.00%) Akka
5 11 (25.00%) Play Framework
6 9 (20.45%) .NET
7 2 (4.55%) Apache Flex
7 2 (4.55%) CSS
7 2 (4.55%) CSS3
7 2 (4.55%) Spring
8 1 (2.27%) Backbone.js
8 1 (2.27%) D3.js
8 1 (2.27%) Natural Language Processing
8 1 (2.27%) Pandas
8 1 (2.27%) RESTful
8 1 (2.27%) SciPy
Miscellaneous
1 11 (25.00%) Blog
2 7 (15.91%) Algorithms
3 3 (6.82%) Analytical Skills
4 2 (4.55%) Digital Media
4 2 (4.55%) Greenfield Project
Operating Systems
1 1 (2.27%) Unix
Processes & Methodologies
1 31 (70.45%) Agile Software Development
2 29 (65.91%) Microservices
3 16 (36.36%) SOA
4 13 (29.55%) Functional Programming
4 13 (29.55%) Software Engineering
5 12 (27.27%) Open Source
6 11 (25.00%) Community of Practice
7 9 (20.45%) Business Intelligence
7 9 (20.45%) Machine Learning
7 9 (20.45%) SDLC
8 8 (18.18%) Data Science
8 8 (18.18%) Digital Marketing
8 8 (18.18%) Programme Management
9 7 (15.91%) Artificial Intelligence
10 6 (13.64%) DevOps
10 6 (13.64%) Web Development
11 4 (9.09%) Conversational UI
11 4 (9.09%) Markov Model
11 4 (9.09%) Presales
11 4 (9.09%) Thought Leadership
Programming Languages
1 25 (56.82%) Java
2 24 (54.55%) Scala
3 17 (38.64%) C#
4 13 (29.55%) Clojure
4 13 (29.55%) Python
5 10 (22.73%) SQL
6 9 (20.45%) JavaScript
7 6 (13.64%) R
8 2 (4.55%) Erlang
8 2 (4.55%) F#
8 2 (4.55%) Go
8 2 (4.55%) Haskell
8 2 (4.55%) Lisp
9 1 (2.27%) C++
9 1 (2.27%) Cypher
9 1 (2.27%) Shell Script
Qualifications
1 2 (4.55%) Computer Science Degree
1 2 (4.55%) Degree
Quality Assurance & Compliance
1 1 (2.27%) Data Quality
System Software
1 11 (25.00%) Docker
Systems Management
1 11 (25.00%) Kubernetes
1 11 (25.00%) Terraform
Vendors
1 16 (36.36%) Microsoft
2 8 (18.18%) SAP
3 2 (4.55%) Informatica
3 2 (4.55%) Oracle
3 2 (4.55%) Tableau
3 2 (4.55%) Talend