Period
to 19 July 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South West > Gloucestershire
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 109 120 102
Rank change year-on-year +11 -18 -
Permanent jobs citing Apache Spark 23 26 54
As % of all permanent IT jobs advertised in Gloucestershire 1.38% 1.52% 2.58%
As % of the Application Platforms category 7.67% 6.81% 11.89%
Number of salaries quoted 23 24 38
Gloucestershire median annual salary £55,000 £45,000 £50,000
Median salary % change year-on-year +22.22% -10.00% -
10th Percentile £42,750 £35,000 £38,750
90th Percentile £69,250 £70,000 £67,000
South West median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -44.44%

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 300 382 454
As % of all permanent IT jobs advertised in Gloucestershire 18.02% 22.39% 21.67%
Number of salaries quoted 233 338 330
Gloucestershire median annual salary £47,500 £45,000 £42,000
Median salary % change year-on-year +5.56% +7.14% +5.00%
10th Percentile £30,000 £25,250 £26,000
90th Percentile £62,500 £63,750 £65,000
South West median annual salary £40,263 £40,000 £37,500
% change year-on-year +0.66% +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 19 July 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 19 July 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 -3 11 £55,000 -21.43% 2
Gloucester +17 10 £55,000 - 1
Cirencester - 1 £60,000 -
Apache Spark
South West

For the 6 months to 19 July 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 20 (86.96%) Python
2 19 (82.61%) Java
3 13 (56.52%) Hadoop
3 13 (56.52%) Analytics
4 12 (52.17%) Elasticsearch
5 11 (47.83%) DevOps
5 11 (47.83%) MongoDB
6 10 (43.48%) Machine Learning
6 10 (43.48%) Big Data
7 9 (39.13%) Apache Hive
7 9 (39.13%) Node.js
7 9 (39.13%) Data Science
8 8 (34.78%) DV Cleared
8 8 (34.78%) Security Cleared
8 8 (34.78%) React
9 7 (30.43%) Root Cause Analysis
9 7 (30.43%) AngularJS
9 7 (30.43%) CSS3
9 7 (30.43%) HTML5
9 7 (30.43%) CSS
9 7 (30.43%) C++
9 7 (30.43%) HTML
9 7 (30.43%) Self-Motivation
10 6 (26.09%) Greenfield Project
10 6 (26.09%) Agile Software Development
10 6 (26.09%) TDD
10 6 (26.09%) C
10 6 (26.09%) Apache Cassandra
11 5 (21.74%) Scala
11 5 (21.74%) Continuous Integration

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 12 (52.17%) Elasticsearch
2 5 (21.74%) Apache Pig
3 1 (4.35%) Apache
3 1 (4.35%) Confluence
3 1 (4.35%) JBoss
3 1 (4.35%) WebLogic
3 1 (4.35%) WebSphere
Cloud Services
1 3 (13.04%) Amazon AWS
1 3 (13.04%) Microsoft Azure
Database & Business Intelligence
1 13 (56.52%) Hadoop
2 11 (47.83%) MongoDB
3 10 (43.48%) Big Data
4 9 (39.13%) Apache Hive
5 6 (26.09%) Apache Cassandra
6 4 (17.39%) Apache Accumulo
7 3 (13.04%) Amazon Redshift
7 3 (13.04%) MySQL
7 3 (13.04%) Presto
8 2 (8.70%) OrientDB
9 1 (4.35%) Neo4j
9 1 (4.35%) NoSQL
9 1 (4.35%) RDBMS
9 1 (4.35%) Relational Database
Development Applications
1 5 (21.74%) Selenium
2 4 (17.39%) JIRA
3 3 (13.04%) Atlassian Bamboo
3 3 (13.04%) Git (software)
3 3 (13.04%) Jenkins
3 3 (13.04%) JMeter
3 3 (13.04%) Maven
3 3 (13.04%) Subversion
3 3 (13.04%) WATIR
4 2 (8.70%) Cucumber
Job Titles
1 7 (30.43%) Developer
2 5 (21.74%) Software Tester
2 5 (21.74%) Tester
3 4 (17.39%) Data Engineer
3 4 (17.39%) Data Scientist
3 4 (17.39%) Java Developer
3 4 (17.39%) Java Engineer
3 4 (17.39%) Software Developer
4 3 (13.04%) Developer/Software Engineer
4 3 (13.04%) Java Software Developer
4 3 (13.04%) Java Software Engineer
4 3 (13.04%) Software Engineer
5 2 (8.70%) DV Cleared Java Developer
5 2 (8.70%) DV Cleared Software Engineer
6 1 (4.35%) Applications Engineer
6 1 (4.35%) Big Data Engineer
6 1 (4.35%) Data Analytics Engineer
6 1 (4.35%) Data Architect
6 1 (4.35%) Elasticsearch Engineer
6 1 (4.35%) Python Engineer
Libraries, Frameworks & Software Standards
1 9 (39.13%) Node.js
2 8 (34.78%) React
3 7 (30.43%) AngularJS
3 7 (30.43%) CSS
3 7 (30.43%) CSS3
3 7 (30.43%) HTML
3 7 (30.43%) HTML5
4 5 (21.74%) Kafka
5 4 (17.39%) Backbone.js
5 4 (17.39%) D3.js
5 4 (17.39%) Express
5 4 (17.39%) Java EE
5 4 (17.39%) MEAN Stack
5 4 (17.39%) RESTful
5 4 (17.39%) Web Services
6 3 (13.04%) JSON
6 3 (13.04%) Spring
6 3 (13.04%) XML
7 2 (8.70%) Natural Language Processing
7 2 (8.70%) Spring Boot
Miscellaneous
1 7 (30.43%) Self-Motivation
2 6 (26.09%) Greenfield Project
3 3 (13.04%) Algorithms
3 3 (13.04%) Analytical Skills
4 1 (4.35%) Computer Science
4 1 (4.35%) Wiki
Operating Systems
1 4 (17.39%) Linux
1 4 (17.39%) Unix
2 3 (13.04%) Windows
Processes & Methodologies
1 13 (56.52%) Analytics
2 11 (47.83%) DevOps
3 10 (43.48%) Machine Learning
4 9 (39.13%) Data Science
5 7 (30.43%) Root Cause Analysis
6 6 (26.09%) Agile Software Development
6 6 (26.09%) TDD
7 5 (21.74%) Continuous Integration
7 5 (21.74%) Data Analytics
7 5 (21.74%) Performance Testing
7 5 (21.74%) Software Engineering
7 5 (21.74%) Test Automation
8 4 (17.39%) ETL
8 4 (17.39%) SDLC
9 3 (13.04%) Artificial Intelligence
9 3 (13.04%) Configuration Management
9 3 (13.04%) Data Analysis
9 3 (13.04%) Defect Tracking
9 3 (13.04%) Migration
9 3 (13.04%) Statistics
Programming Languages
1 20 (86.96%) Python
2 19 (82.61%) Java
3 7 (30.43%) C++
4 6 (26.09%) C
5 5 (21.74%) JavaScript
5 5 (21.74%) Scala
5 5 (21.74%) SQL
6 4 (17.39%) C#
6 4 (17.39%) Perl
6 4 (17.39%) Ruby
6 4 (17.39%) Shell Script
7 3 (13.04%) Bash Shell
8 2 (8.70%) Java 8
8 2 (8.70%) R
Qualifications
1 8 (34.78%) DV Cleared
1 8 (34.78%) Security Cleared
2 3 (13.04%) ISTQB
2 3 (13.04%) ISTQB Foundation Certification
3 1 (4.35%) CEH
3 1 (4.35%) CISSP
3 1 (4.35%) Computer Science Degree
3 1 (4.35%) Degree
3 1 (4.35%) Master's Degree
Quality Assurance & Compliance
1 4 (17.39%) Data Quality
2 1 (4.35%) QA
System Software
1 2 (8.70%) Docker
2 1 (4.35%) Apache ZooKeeper
Systems Management
1 3 (13.04%) Puppet
2 2 (8.70%) Ansible
2 2 (8.70%) Kubernetes
2 2 (8.70%) Salt
3 1 (4.35%) Hadoop YARN
3 1 (4.35%) QRadar
Vendors
1 3 (13.04%) CA Agile Central
2 2 (8.70%) Oracle
3 1 (4.35%) ArcSight
3 1 (4.35%) Hortonworks
3 1 (4.35%) LogRhythm