Period
to 20 November 2018

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 20 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South West > Bristol
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 152 164 122
Rank change year-on-year +12 -42 +76
Permanent jobs citing Apache Spark 47 42 61
As % of all permanent IT jobs advertised in Bristol 1.25% 1.10% 1.92%
As % of the Application Platforms category 10.24% 6.72% 9.74%
Number of salaries quoted 41 34 53
Bristol median annual salary £70,000 £50,000 £62,500
Median salary % change year-on-year +40.00% -20.00% -19.35%
10th Percentile £47,500 £39,418 £47,500
90th Percentile £87,500 £69,250 £78,750
South West median annual salary £60,000 £50,000 £52,500
% change year-on-year +20.00% -4.76% +5.00%

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 459 625 626
As % of all permanent IT jobs advertised in Bristol 12.23% 16.31% 19.72%
Number of salaries quoted 378 500 540
Bristol median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £25,500 £26,250 £26,500
90th Percentile £75,000 £60,000 £68,875
South West median annual salary £40,000 £40,000 £37,500
% change year-on-year - +6.67% -1.32%

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 20 November 2018.

Salary histogram for Apache Spark in Bristol

For the 6 months to 20 November 2018, 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 37 (78.72%) Hadoop
2 30 (63.83%) Agile Software Development
3 29 (61.70%) Big Data
3 29 (61.70%) Microservices
4 27 (57.45%) Node.js
4 27 (57.45%) Java
5 23 (48.94%) Scala
6 22 (46.81%) HTML5
6 22 (46.81%) C#
6 22 (46.81%) HTML
7 21 (44.68%) SOA
7 21 (44.68%) Microsoft
7 21 (44.68%) KnockoutJS
7 21 (44.68%) AngularJS
7 21 (44.68%) React
8 19 (40.43%) Amazon AWS
9 16 (34.04%) Python
10 14 (29.79%) Machine Learning
11 13 (27.66%) SQL
12 12 (25.53%) Artificial Intelligence
13 11 (23.40%) R
13 11 (23.40%) Algorithms
13 11 (23.40%) Data Science
14 10 (21.28%) Telecoms
14 10 (21.28%) .NET
14 10 (21.28%) Business Intelligence
15 9 (19.15%) JavaScript
15 9 (19.15%) Finance
15 9 (19.15%) Software Engineering
16 8 (17.02%) Presales

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 7 (14.89%) Elasticsearch
2 3 (6.38%) Apache Pig
3 1 (2.13%) SAS
Applications
1 8 (17.02%) Chatbot
Cloud Services
1 19 (40.43%) Amazon AWS
2 7 (14.89%) Google Cloud Platform
3 6 (12.77%) AWS CloudFormation
3 6 (12.77%) GitHub
3 6 (12.77%) Slack
4 2 (4.26%) Microsoft Azure
5 1 (2.13%) Amazon EMR
5 1 (2.13%) Amazon S3
5 1 (2.13%) Cloud Computing
Communications & Networking
1 6 (12.77%) HTTP
Database & Business Intelligence
1 37 (78.72%) Hadoop
2 29 (61.70%) Big Data
3 8 (17.02%) PostgreSQL
4 7 (14.89%) Apache Hive
4 7 (14.89%) MongoDB
5 6 (12.77%) Redis
6 3 (6.38%) Amazon Redshift
6 3 (6.38%) Power BI
6 3 (6.38%) SQL Server
7 2 (4.26%) Presto
7 2 (4.26%) QlikView
7 2 (4.26%) SQL Server Integration Services
7 2 (4.26%) SQL Server Reporting Services
8 1 (2.13%) Apache Cassandra
8 1 (2.13%) Electronic Patient Records
8 1 (2.13%) HBase
8 1 (2.13%) Neo4j
8 1 (2.13%) Oracle Database
8 1 (2.13%) Relational Database
8 1 (2.13%) Sqoop
Development Applications
1 6 (12.77%) CircleCI
1 6 (12.77%) GoCD
General
1 10 (21.28%) Telecoms
2 9 (19.15%) Finance
3 8 (17.02%) Marketing
4 7 (14.89%) Electronics
4 7 (14.89%) Manufacturing
5 6 (12.77%) Retail
6 2 (4.26%) Banking
6 2 (4.26%) Law
Job Titles
1 21 (44.68%) Architect
1 21 (44.68%) Technical Architect
2 11 (23.40%) Data Scientist
3 9 (19.15%) Senior Data Scientist
4 8 (17.02%) .NET Architect
4 8 (17.02%) .NET Technical Architect
4 8 (17.02%) Java Architect
4 8 (17.02%) Java Technical Architect
4 8 (17.02%) Software Engineer
5 7 (14.89%) Java Applications Architect
6 6 (12.77%) Senior Software Engineer
7 3 (6.38%) Developer
8 2 (4.26%) Head of Architecture
8 2 (4.26%) Scala Software Engineer
8 2 (4.26%) Software Architect
9 1 (2.13%) Big Data Engineer
9 1 (2.13%) Data Engineer
9 1 (2.13%) Java Software Architect
9 1 (2.13%) Senior Data Engineer
9 1 (2.13%) Senior Test Engineer
Libraries, Frameworks & Software Standards
1 27 (57.45%) Node.js
2 22 (46.81%) HTML
2 22 (46.81%) HTML5
3 21 (44.68%) AngularJS
3 21 (44.68%) KnockoutJS
3 21 (44.68%) React
4 10 (21.28%) .NET
5 8 (17.02%) Kafka
6 6 (12.77%) Akka
6 6 (12.77%) Play Framework
7 2 (4.26%) Apache Flex
7 2 (4.26%) Web Services
8 1 (2.13%) CSS
8 1 (2.13%) CSS3
8 1 (2.13%) Java EE
8 1 (2.13%) Natural Language Processing
8 1 (2.13%) TensorFlow
Miscellaneous
1 11 (23.40%) Algorithms
2 6 (12.77%) Blog
3 3 (6.38%) Analytical Skills
3 3 (6.38%) Digital Media
4 1 (2.13%) Computer Science
4 1 (2.13%) Greenfield Project
Processes & Methodologies
1 30 (63.83%) Agile Software Development
2 29 (61.70%) Microservices
3 21 (44.68%) SOA
4 14 (29.79%) Machine Learning
5 12 (25.53%) Artificial Intelligence
6 11 (23.40%) Data Science
7 10 (21.28%) Business Intelligence
8 9 (19.15%) Software Engineering
9 8 (17.02%) Business Development
9 8 (17.02%) Conversational UI
9 8 (17.02%) DevOps
9 8 (17.02%) Digital Marketing
9 8 (17.02%) Functional Programming
9 8 (17.02%) Line Management
9 8 (17.02%) Markov Model
9 8 (17.02%) Mentoring
9 8 (17.02%) Neural Network
9 8 (17.02%) Presales
9 8 (17.02%) Random Forest
9 8 (17.02%) SDLC
Programming Languages
1 27 (57.45%) Java
2 23 (48.94%) Scala
3 22 (46.81%) C#
4 16 (34.04%) Python
5 13 (27.66%) SQL
6 11 (23.40%) R
7 9 (19.15%) JavaScript
8 8 (17.02%) Clojure
9 2 (4.26%) Erlang
9 2 (4.26%) F#
9 2 (4.26%) Go
9 2 (4.26%) Haskell
9 2 (4.26%) Lisp
10 1 (2.13%) C++
10 1 (2.13%) T-SQL
Qualifications
1 2 (4.26%) Degree
1 2 (4.26%) SC Cleared
1 2 (4.26%) Security Cleared
2 1 (2.13%) Computer Science Degree
2 1 (2.13%) ISEB
2 1 (2.13%) ISTQB
2 1 (2.13%) Master's Degree
2 1 (2.13%) PhD
Quality Assurance & Compliance
1 1 (2.13%) QA
System Software
1 6 (12.77%) Docker
Systems Management
1 6 (12.77%) Kubernetes
1 6 (12.77%) Terraform
2 1 (2.13%) Oozie
Vendors
1 21 (44.68%) Microsoft
2 7 (14.89%) SAP
3 4 (8.51%) Tableau
4 2 (4.26%) Informatica
5 1 (2.13%) Oracle
5 1 (2.13%) Talend