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

Apache Spark
South West > Bristol
6 months to
20 Sep 2018
Same period 2017 Same period 2016
Rank 152 183 147
Rank change year-on-year +31 -36 +47
Permanent jobs citing Apache Spark 44 22 37
As % of all permanent IT jobs advertised in Bristol 1.18% 0.58% 1.11%
As % of the Application Platforms category 8.22% 3.71% 5.23%
Number of salaries quoted 35 16 33
Bristol median annual salary £65,000 £53,750 £60,000
Median salary % change year-on-year +20.93% -10.42% -33.33%
10th Percentile £45,750 £38,097 £35,000
90th Percentile £87,500 £65,000 £73,750
South West median annual salary £60,000 £52,500 £50,000
% change year-on-year +14.29% +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 535 593 707
As % of all permanent IT jobs advertised in Bristol 14.32% 15.61% 21.20%
Number of salaries quoted 422 478 620
Bristol median annual salary £42,500 £38,000 £40,000
Median salary % change year-on-year +11.84% -5.00% -
10th Percentile £25,500 £26,250 £26,250
90th Percentile £75,000 £60,000 £65,000
South West median annual salary £40,000 £40,000 £37,500
% change year-on-year - +6.67% -

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 20 September 2018.

Salary histogram for Apache Spark in Bristol

For the 6 months to 20 September 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 39 (88.64%) Hadoop
2 34 (77.27%) Big Data
3 32 (72.73%) Agile Software Development
4 27 (61.36%) Java
5 26 (59.09%) Amazon AWS
6 25 (56.82%) C#
7 21 (47.73%) Scala
8 19 (43.18%) Python
9 18 (40.91%) SQL
9 18 (40.91%) HTML
9 18 (40.91%) Artificial Intelligence
9 18 (40.91%) HTML5
9 18 (40.91%) Microservices
10 17 (38.64%) KnockoutJS
10 17 (38.64%) AngularJS
10 17 (38.64%) Node.js
10 17 (38.64%) SOA
10 17 (38.64%) Microsoft
10 17 (38.64%) React
11 16 (36.36%) DevOps
12 15 (34.09%) Data Science
13 14 (31.82%) Algorithms
13 14 (31.82%) Machine Learning
13 14 (31.82%) Business Intelligence
14 13 (29.55%) Amazon Redshift
15 12 (27.27%) ETL
16 11 (25.00%) Amazon Kinesis
16 11 (25.00%) Apache Hive
17 10 (22.73%) R
17 10 (22.73%) Analytics

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 10 (22.73%) Apache Pig
1 10 (22.73%) Elasticsearch
Applications
1 9 (20.45%) Chatbot
Cloud Services
1 26 (59.09%) Amazon AWS
2 11 (25.00%) Amazon Kinesis
3 9 (20.45%) Microsoft Azure
4 8 (18.18%) GitHub
5 7 (15.91%) Amazon EMR
6 4 (9.09%) Amazon EC2
6 4 (9.09%) Amazon S3
6 4 (9.09%) AWS Lambda
6 4 (9.09%) Serverless
7 2 (4.55%) Cloud Computing
7 2 (4.55%) Google Cloud Platform
8 1 (2.27%) AWS CloudFormation
8 1 (2.27%) Slack
Communications & Networking
1 4 (9.09%) MQTT
2 1 (2.27%) HTTP
Database & Business Intelligence
1 39 (88.64%) Hadoop
2 34 (77.27%) Big Data
3 13 (29.55%) Amazon Redshift
4 11 (25.00%) Apache Hive
5 9 (20.45%) Power BI
5 9 (20.45%) Presto
6 7 (15.91%) Amazon Athena
6 7 (15.91%) BigQuery
6 7 (15.91%) Impala
6 7 (15.91%) MongoDB
6 7 (15.91%) PostgreSQL
6 7 (15.91%) Spotfire
7 6 (13.64%) Neo4j
8 5 (11.36%) Apache Cassandra
9 4 (9.09%) NoSQL
9 4 (9.09%) RDBMS
9 4 (9.09%) Relational Database
10 3 (6.82%) Amazon DynamoDB
10 3 (6.82%) SQL Server
11 2 (4.55%) SQL Server Reporting Services
Development Applications
1 7 (15.91%) JIRA
2 1 (2.27%) CircleCI
2 1 (2.27%) Gatling
2 1 (2.27%) GoCD
General
1 6 (13.64%) Marketing
1 6 (13.64%) Telecoms
2 5 (11.36%) Electronics
2 5 (11.36%) Finance
2 5 (11.36%) Manufacturing
3 1 (2.27%) Games
3 1 (2.27%) Retail
Job Titles
1 17 (38.64%) Architect
1 17 (38.64%) Technical Architect
2 12 (27.27%) Data Engineer
3 11 (25.00%) AWS Engineer
4 10 (22.73%) Data Scientist
5 9 (20.45%) Senior Data Scientist
6 8 (18.18%) Senior Data Engineer
7 7 (15.91%) Hadoop Engineer
7 7 (15.91%) Senior Hadoop Engineer
8 6 (13.64%) .NET Architect
8 6 (13.64%) .NET Technical Architect
8 6 (13.64%) Java Applications Architect
8 6 (13.64%) Java Architect
8 6 (13.64%) Java Technical Architect
9 1 (2.27%) Analyst
9 1 (2.27%) Business Intelligence Analyst
9 1 (2.27%) Developer
9 1 (2.27%) Java Developer
9 1 (2.27%) Senior Test Engineer
9 1 (2.27%) Test Engineer
Libraries, Frameworks & Software Standards
1 18 (40.91%) HTML
1 18 (40.91%) HTML5
2 17 (38.64%) AngularJS
2 17 (38.64%) KnockoutJS
2 17 (38.64%) Node.js
2 17 (38.64%) React
3 7 (15.91%) MLlib
3 7 (15.91%) Pandas
4 6 (13.64%) .NET
5 5 (11.36%) Kafka
6 2 (4.55%) Natural Language Processing
6 2 (4.55%) TensorFlow
6 2 (4.55%) Web Services
7 1 (2.27%) Akka
7 1 (2.27%) Apache Avro
7 1 (2.27%) CSS
7 1 (2.27%) CSS3
7 1 (2.27%) Java EE
7 1 (2.27%) Play Framework
7 1 (2.27%) Scalaz
Miscellaneous
1 14 (31.82%) Algorithms
2 7 (15.91%) Clustering
3 1 (2.27%) Analytical Skills
3 1 (2.27%) Blog
3 1 (2.27%) Digital Media
3 1 (2.27%) Linked Data
Processes & Methodologies
1 32 (72.73%) Agile Software Development
2 18 (40.91%) Artificial Intelligence
2 18 (40.91%) Microservices
3 17 (38.64%) SOA
4 16 (36.36%) DevOps
5 15 (34.09%) Data Science
6 14 (31.82%) Business Intelligence
6 14 (31.82%) Machine Learning
7 12 (27.27%) ETL
8 10 (22.73%) Analytics
9 9 (20.45%) Business Development
9 9 (20.45%) Line Management
9 9 (20.45%) Mentoring
9 9 (20.45%) Neural Network
9 9 (20.45%) Presales
9 9 (20.45%) Random Forest
10 8 (18.18%) MapReduce
10 8 (18.18%) Open Source
10 8 (18.18%) Scrum
10 8 (18.18%) Visualisation
Programming Languages
1 27 (61.36%) Java
2 25 (56.82%) C#
3 21 (47.73%) Scala
4 19 (43.18%) Python
5 18 (40.91%) SQL
6 10 (22.73%) R
7 7 (15.91%) JavaScript
8 1 (2.27%) C++
8 1 (2.27%) Lisp
8 1 (2.27%) T-SQL
Qualifications
1 2 (4.55%) Degree
1 2 (4.55%) PhD
1 2 (4.55%) SC Cleared
1 2 (4.55%) Security Cleared
2 1 (2.27%) ISEB
2 1 (2.27%) ISTQB
2 1 (2.27%) Master's Degree
Quality Assurance & Compliance
1 2 (4.55%) GCP
2 1 (2.27%) QA
System Software
1 8 (18.18%) Docker
Systems Management
1 1 (2.27%) Grafana
1 1 (2.27%) Kubernetes
1 1 (2.27%) Oozie
1 1 (2.27%) Terraform
Vendors
1 17 (38.64%) Microsoft
2 9 (20.45%) Tableau
3 7 (15.91%) Atlassian
4 5 (11.36%) SAP
5 1 (2.27%) Google
5 1 (2.27%) Informatica