Period
to 17 December 2017

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

Apache Spark
South West > Gloucestershire
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 114 116 143
Rank change year-on-year +2 +27 -
Permanent jobs citing Apache Spark 17 41 1
As % of all permanent IT jobs advertised in Gloucestershire 1.20% 1.82% 0.051%
As % of the Application Platforms category 5.26% 8.15% 0.26%
Number of salaries quoted 13 25 1
Gloucestershire median annual salary £40,000 £52,500 £42,500
Median salary % change year-on-year -23.81% +23.53% -
10th Percentile £19,750 £35,250 £36,250
90th Percentile £62,500 £68,800 £48,750
South West median annual salary £50,000 £50,000 £50,000

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 323 503 380
As % of all permanent IT jobs advertised in Gloucestershire 22.73% 22.29% 19.33%
Number of salaries quoted 284 398 303
Gloucestershire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +13.33%
10th Percentile £24,000 £28,000 £27,000
90th Percentile £62,500 £63,750 £67,500
South West median annual salary £40,000 £37,500 £38,000
% change year-on-year +6.67% -1.32% +8.57%

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 17 December 2017.

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 17 December 2017. 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 +9 8 £21,500 -54.74% 1
Gloucester +30 4 £55,000 +4.76%
Tewkesbury - 1 £47,500 -
Apache Spark
South West

For the 6 months to 17 December 2017, IT jobs citing Apache Spark 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 Gloucestershire region with a requirement for Apache Spark.

1 14 (82.35%) Java
1 14 (82.35%) Hadoop
2 12 (70.59%) JavaScript
2 12 (70.59%) Big Data
3 11 (64.71%) Agile Software Development
4 10 (58.82%) Security Cleared
4 10 (58.82%) HTML
4 10 (58.82%) CSS
4 10 (58.82%) Python
4 10 (58.82%) HTML5
4 10 (58.82%) Node.js
4 10 (58.82%) CSS3
5 9 (52.94%) Analytics
5 9 (52.94%) React
5 9 (52.94%) Spring
6 8 (47.06%) AngularJS
6 8 (47.06%) Elasticsearch
6 8 (47.06%) Machine Learning
6 8 (47.06%) DV Cleared
7 7 (41.18%) DevOps
7 7 (41.18%) Software Engineering
7 7 (41.18%) Continuous Integration
7 7 (41.18%) Hibernate
8 6 (35.29%) Linux
8 6 (35.29%) C++
8 6 (35.29%) Amazon AWS
8 6 (35.29%) jQuery
8 6 (35.29%) Apache Hive
8 6 (35.29%) Kafka
9 5 (29.41%) Twitter Bootstrap

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 8 (47.06%) Elasticsearch
2 1 (5.88%) Apache
2 1 (5.88%) Apache Pig
Cloud Services
1 6 (35.29%) Amazon AWS
2 1 (5.88%) Cloud Computing
Communications & Networking
1 1 (5.88%) TCP/IP
Database & Business Intelligence
1 14 (82.35%) Hadoop
2 12 (70.59%) Big Data
3 6 (35.29%) Apache Hive
4 5 (29.41%) MongoDB
5 3 (17.65%) Apache Accumulo
6 2 (11.76%) Apache Cassandra
6 2 (11.76%) MySQL
7 1 (5.88%) NoSQL
7 1 (5.88%) RDBMS
7 1 (5.88%) Relational Database
Development Applications
1 3 (17.65%) Atlassian Bamboo
1 3 (17.65%) Git (software)
1 3 (17.65%) Jenkins
1 3 (17.65%) JIRA
1 3 (17.65%) JMeter
1 3 (17.65%) Selenium
1 3 (17.65%) WATIR
2 1 (5.88%) webpack
Job Titles
1 13 (76.47%) Developer
2 9 (52.94%) Java Developer
3 6 (35.29%) Software Engineer
4 5 (29.41%) Developer/Software Engineer
4 5 (29.41%) Graduate
4 5 (29.41%) Graduate Developer
4 5 (29.41%) Graduate Java Developer
4 5 (29.41%) Software Developer
5 3 (17.65%) DV Cleared Software Engineer
5 3 (17.65%) Java Engineer
5 3 (17.65%) Java Software Developer
5 3 (17.65%) Java Software Engineer
5 3 (17.65%) Software Tester
5 3 (17.65%) Tester
6 2 (11.76%) DV Cleared Java Developer
7 1 (5.88%) Automation Tester
7 1 (5.88%) Junior Developer
7 1 (5.88%) Lead Software Engineer
7 1 (5.88%) Senior Software Developer
7 1 (5.88%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 10 (58.82%) CSS
1 10 (58.82%) CSS3
1 10 (58.82%) HTML
1 10 (58.82%) HTML5
1 10 (58.82%) Node.js
2 9 (52.94%) React
2 9 (52.94%) Spring
3 8 (47.06%) AngularJS
4 7 (41.18%) Hibernate
5 6 (35.29%) jQuery
5 6 (35.29%) Kafka
6 5 (29.41%) Java EE
6 5 (29.41%) Twitter Bootstrap
7 2 (11.76%) Apache Camel
7 2 (11.76%) LAMP
7 2 (11.76%) Redux
7 2 (11.76%) Spring Boot
8 1 (5.88%) Ember.js
8 1 (5.88%) Express
8 1 (5.88%) MEAN Stack
Miscellaneous
1 3 (17.65%) Analytical Skills
2 2 (11.76%) PKI
3 1 (5.88%) Computer Science
3 1 (5.88%) Greenfield Project
Operating Systems
1 6 (35.29%) Linux
2 3 (17.65%) Windows
Processes & Methodologies
1 11 (64.71%) Agile Software Development
2 9 (52.94%) Analytics
3 8 (47.06%) Machine Learning
4 7 (41.18%) Continuous Integration
4 7 (41.18%) DevOps
4 7 (41.18%) Software Engineering
5 4 (23.53%) Data Analytics
5 4 (23.53%) SDLC
5 4 (23.53%) TDD
6 3 (17.65%) Configuration Management
6 3 (17.65%) Cybersecurity
6 3 (17.65%) Defect Tracking
6 3 (17.65%) Integration Testing
6 3 (17.65%) Migration
6 3 (17.65%) Performance Testing
6 3 (17.65%) Risk Analysis
6 3 (17.65%) Root Cause Analysis
6 3 (17.65%) Scenario Testing
6 3 (17.65%) Test Automation
7 2 (11.76%) Deep Learning
Programming Languages
1 14 (82.35%) Java
2 12 (70.59%) JavaScript
3 10 (58.82%) Python
4 6 (35.29%) C++
5 5 (29.41%) C
5 5 (29.41%) Perl
5 5 (29.41%) Ruby
6 4 (23.53%) C#
7 3 (17.65%) Bash Shell
Qualifications
1 10 (58.82%) Security Cleared
2 8 (47.06%) DV Cleared
3 3 (17.65%) ISTQB
3 3 (17.65%) ISTQB Foundation Certification
4 2 (11.76%) Degree
5 1 (5.88%) Numerate Degree
5 1 (5.88%) PhD
System Software
1 2 (11.76%) Docker
2 1 (5.88%) Hyper-V
2 1 (5.88%) VMware Infrastructure
Systems Management
1 3 (17.65%) Puppet
2 2 (11.76%) Ansible
2 2 (11.76%) Salt
Vendors
1 4 (23.53%) Google
2 3 (17.65%) CA Agile Central
3 2 (11.76%) Oracle
3 2 (11.76%) Twitter
4 1 (5.88%) VMware