Period
to 16 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Gloucestershire 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 16 October 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South West > Gloucestershire
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 102 131 105
Rank change year-on-year +29 -26 -
Permanent jobs citing Apache Spark 27 12 57
As % of all permanent IT jobs advertised in Gloucestershire 1.63% 0.76% 2.65%
As % of the Application Platforms category 9.44% 3.06% 11.35%
Number of salaries quoted 25 10 37
Gloucestershire median annual salary £60,000 £53,750 £52,500
Median salary % change year-on-year +11.63% +2.38% -
10th Percentile £35,000 £37,250 £39,500
90th Percentile £68,500 £70,000 £70,000
South West median annual salary £62,138 £50,000 £50,000
% change year-on-year +24.28% - -

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 Gloucestershire with a requirement for application platform skills.

All Application Platform Skills
Gloucestershire
Permanent vacancies with a requirement for application platform skills 286 392 502
As % of all permanent IT jobs advertised in Gloucestershire 17.29% 24.69% 23.38%
Number of salaries quoted 234 350 381
Gloucestershire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £28,400 £24,500 £26,250
90th Percentile £65,000 £62,500 £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 Gloucestershire

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

Job vacancy trend for Apache Spark in Gloucestershire

Apache Spark
Salary Trend in Gloucestershire

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

Salary trend for Apache Spark in Gloucestershire

Apache Spark
Salary Histogram in Gloucestershire

The salary distribution of IT jobs citing Apache Spark in Gloucestershire over the 6 months to 16 October 2018.

Salary histogram for Apache Spark in Gloucestershire

Apache Spark
Job Locations in Gloucestershire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Gloucestershire region over the 6 months to 16 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cheltenham +17 17 £60,000 +33.33% 1
Gloucester +5 5 £55,000 - 2
Cirencester - 1 £60,000 -
Apache Spark
South West

For the 6 months to 16 October 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 Gloucestershire region with a requirement for Apache Spark.

1 26 (96.30%) Java
2 25 (92.59%) Python
3 20 (74.07%) Elasticsearch
4 16 (59.26%) HTML5
4 16 (59.26%) CSS3
4 16 (59.26%) CSS
4 16 (59.26%) HTML
5 15 (55.56%) Node.js
5 15 (55.56%) MongoDB
5 15 (55.56%) React
6 14 (51.85%) Machine Learning
7 13 (48.15%) AngularJS
7 13 (48.15%) Apache Cassandra
7 13 (48.15%) Data Science
8 12 (44.44%) Spring
9 11 (40.74%) RESTful
9 11 (40.74%) Backbone.js
9 11 (40.74%) D3.js
9 11 (40.74%) Kafka
10 10 (37.04%) Analytics
10 10 (37.04%) SDLC
10 10 (37.04%) DevOps
10 10 (37.04%) Programme Management
10 10 (37.04%) MVC
10 10 (37.04%) Electronics
10 10 (37.04%) Telecoms
10 10 (37.04%) Finance
10 10 (37.04%) Manufacturing
10 10 (37.04%) Business Intelligence
10 10 (37.04%) SAP

Apache Spark
Co-occurring IT Skills in Gloucestershire 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 20 (74.07%) Elasticsearch
2 6 (22.22%) Apache
3 5 (18.52%) GlassFish
3 5 (18.52%) Tomcat
4 3 (11.11%) Apache Pig
Cloud Services
1 5 (18.52%) GitHub
2 4 (14.81%) Amazon AWS
3 3 (11.11%) Microsoft Azure
4 1 (3.70%) Amazon EC2
4 1 (3.70%) Amazon EMR
Database & Business Intelligence
1 15 (55.56%) MongoDB
2 13 (48.15%) Apache Cassandra
3 10 (37.04%) Hadoop
4 6 (22.22%) Apache Hive
4 6 (22.22%) Big Data
5 3 (11.11%) Amazon Redshift
5 3 (11.11%) Presto
Development Applications
1 5 (18.52%) Git (software)
1 5 (18.52%) Jenkins
1 5 (18.52%) Visual Studio
2 3 (11.11%) Maven
2 3 (11.11%) Subversion
3 2 (7.41%) Cucumber
3 2 (7.41%) Selenium
General
1 10 (37.04%) Electronics
1 10 (37.04%) Finance
1 10 (37.04%) Manufacturing
1 10 (37.04%) Marketing
1 10 (37.04%) Telecoms
2 1 (3.70%) Retail
Job Titles
1 14 (51.85%) Developer
2 11 (40.74%) Java Developer
3 10 (37.04%) Full Stack Developer
4 7 (25.93%) Senior Developer
4 7 (25.93%) Senior Full Stack Developer
4 7 (25.93%) Senior Java Developer
5 5 (18.52%) Data Scientist
5 5 (18.52%) Software Engineer
6 4 (14.81%) Data Engineer
7 3 (11.11%) Software Developer
8 2 (7.41%) Java Engineer
8 2 (7.41%) Java Software Engineer
8 2 (7.41%) JavaScript Developer
8 2 (7.41%) JavaScript Engineer
8 2 (7.41%) Objective-C Engineer
8 2 (7.41%) Security Engineer
8 2 (7.41%) Senior JavaScript Developer
8 2 (7.41%) Software Tester
8 2 (7.41%) Tester
9 1 (3.70%) Python Engineer
Libraries, Frameworks & Software Standards
1 16 (59.26%) CSS
1 16 (59.26%) CSS3
1 16 (59.26%) HTML
1 16 (59.26%) HTML5
2 15 (55.56%) Node.js
2 15 (55.56%) React
3 13 (48.15%) AngularJS
4 12 (44.44%) Spring
5 11 (40.74%) Backbone.js
5 11 (40.74%) D3.js
5 11 (40.74%) Kafka
5 11 (40.74%) RESTful
6 10 (37.04%) Spring MVC
7 3 (11.11%) JSON
7 3 (11.11%) Web Services
7 3 (11.11%) XML
8 2 (7.41%) Java EE
8 2 (7.41%) Natural Language Processing
8 2 (7.41%) Redux
8 2 (7.41%) Spring Boot
Miscellaneous
1 6 (22.22%) Greenfield Project
2 5 (18.52%) Social Media
3 4 (14.81%) Algorithms
4 1 (3.70%) Analytical Skills
4 1 (3.70%) Self-Motivation
Operating Systems
1 5 (18.52%) Android
1 5 (18.52%) Apple iOS
1 5 (18.52%) Windows
2 3 (11.11%) Unix
Processes & Methodologies
1 14 (51.85%) Machine Learning
2 13 (48.15%) Data Science
3 10 (37.04%) Analytics
3 10 (37.04%) Business Intelligence
3 10 (37.04%) DevOps
3 10 (37.04%) Digital Marketing
3 10 (37.04%) MVC
3 10 (37.04%) Programme Management
3 10 (37.04%) SDLC
4 8 (29.63%) Data Analysis
5 7 (25.93%) Software Engineering
5 7 (25.93%) Visualisation
6 5 (18.52%) Agile Software Development
6 5 (18.52%) API Development
6 5 (18.52%) OSINT
6 5 (18.52%) Social Media Analysis
6 5 (18.52%) Web Development
7 4 (14.81%) Statistics
8 3 (11.11%) Artificial Intelligence
8 3 (11.11%) TDD
Programming Languages
1 26 (96.30%) Java
2 25 (92.59%) Python
3 9 (33.33%) C++
3 9 (33.33%) JavaScript
4 7 (25.93%) C#
5 5 (18.52%) Apple Swift
5 5 (18.52%) C
5 5 (18.52%) Objective-C
6 3 (11.11%) Scala
6 3 (11.11%) Shell Script
6 3 (11.11%) SQL
7 2 (7.41%) Java 8
7 2 (7.41%) R
Qualifications
1 5 (18.52%) DV Cleared
1 5 (18.52%) Security Cleared
2 3 (11.11%) SC Cleared
3 1 (3.70%) Degree
Quality Assurance & Compliance
1 3 (11.11%) Data Quality
System Software
1 7 (25.93%) Docker
Systems Management
1 5 (18.52%) Opscode Chef
2 2 (7.41%) Ansible
2 2 (7.41%) Kubernetes
2 2 (7.41%) Salt
Vendors
1 10 (37.04%) SAP