Period
to 24 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Hampshire 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 24 September 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
24 Sep 2018
Same period 2017 Same period 2016
Rank 225 180 258
Rank change year-on-year -45 +78 -
Permanent jobs citing Apache Spark 42 68 15
As % of all permanent IT jobs advertised in Hampshire 0.64% 1.19% 0.22%
As % of the Application Platforms category 3.80% 6.27% 1.10%
Number of salaries quoted 30 72 14
Hampshire median annual salary £75,000 £60,000 £52,750
Median salary % change year-on-year +25.00% +13.74% -
10th Percentile £57,250 £38,750 £43,175
90th Percentile £77,500 £77,500 £68,125
South East median annual salary £60,000 £65,000 £55,000
% change year-on-year -7.69% +18.18% +10.00%

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 Hampshire with a requirement for application platform skills.

All Application Platform Skills
Hampshire
Permanent vacancies with a requirement for application platform skills 1,106 1,084 1,366
As % of all permanent IT jobs advertised in Hampshire 16.75% 19.04% 20.36%
Number of salaries quoted 916 945 1,256
Hampshire median annual salary £45,000 £40,000 £38,000
Median salary % change year-on-year +12.50% +5.26% -5.00%
10th Percentile £26,250 £22,750 £25,250
90th Percentile £71,250 £65,000 £57,500
South East median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

Apache Spark
Job Vacancy Trend in Hampshire

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

Job vacancy trend for Apache Spark in Hampshire

Apache Spark
Salary Trend in Hampshire

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

Salary trend for Apache Spark in Hampshire

Apache Spark
Salary Histogram in Hampshire

The salary distribution of IT jobs citing Apache Spark in Hampshire over the 6 months to 24 September 2018.

Salary histogram for Apache Spark in Hampshire

Apache Spark
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Hampshire region over the 6 months to 24 September 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
Fareham -9 10 £75,000 +76.47% 1
Basingstoke -41 9 £75,000 +9.49%
Aldershot +2 8 £70,000 +16.67%
Southampton -9 7 £72,500 +70.59%
Farnborough +7 6 £60,000 +20.00% 3
Portsmouth -1 1 £65,000 +52.94% 2
Fleet -19 1 £85,000 +17.24%
Apache Spark
South East

For the 6 months to 24 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 Hampshire region with a requirement for Apache Spark.

1 35 (83.33%) Hadoop
2 23 (54.76%) Java
3 18 (42.86%) Big Data
4 17 (40.48%) Agile Software Development
5 16 (38.10%) Apache
5 16 (38.10%) DevOps
6 15 (35.71%) Analytics
6 15 (35.71%) NoSQL
7 13 (30.95%) Apache Cassandra
8 12 (28.57%) Greenfield Project
8 12 (28.57%) Python
8 12 (28.57%) Continuous Integration
8 12 (28.57%) Kafka
9 11 (26.19%) Open Source
9 11 (26.19%) Spring
9 11 (26.19%) Software Engineering
10 10 (23.81%) Artificial Intelligence
10 10 (23.81%) TOGAF
10 10 (23.81%) Telecoms
10 10 (23.81%) J2EE
10 10 (23.81%) Video on Demand
11 9 (21.43%) Natural Language Processing
11 9 (21.43%) Elasticsearch
11 9 (21.43%) Kibana
11 9 (21.43%) logstash
11 9 (21.43%) EAI
11 9 (21.43%) SOA
11 9 (21.43%) Enterprise Search
11 9 (21.43%) TensorFlow
11 9 (21.43%) Jupyter

Apache Spark
Co-occurring IT Skills in Hampshire 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 16 (38.10%) Apache
2 9 (21.43%) Elasticsearch
2 9 (21.43%) Jupyter
3 4 (9.52%) Apache Solr
3 4 (9.52%) Cloud Foundry
4 1 (2.38%) GemFire
4 1 (2.38%) JBoss
4 1 (2.38%) Tomcat
Cloud Services
1 8 (19.05%) Amazon AWS
2 7 (16.67%) Microsoft Azure
3 6 (14.29%) GitHub
4 4 (9.52%) Cortana Intelligence Suite
5 3 (7.14%) PaaS
6 2 (4.76%) Amazon EMR
6 2 (4.76%) Azure Functions
6 2 (4.76%) Azure Machine Learning
6 2 (4.76%) Google Cloud Platform
6 2 (4.76%) SaaS
6 2 (4.76%) Serverless
Communications & Networking
1 3 (7.14%) DAB
Database & Business Intelligence
1 35 (83.33%) Hadoop
2 18 (42.86%) Big Data
3 15 (35.71%) NoSQL
4 13 (30.95%) Apache Cassandra
5 7 (16.67%) Data Warehouse
6 5 (11.90%) Azure SQL Data Warehouse
6 5 (11.90%) Azure SQL Database
6 5 (11.90%) Cosmos DB
6 5 (11.90%) Data Lake
7 4 (9.52%) Geospatial Data
7 4 (9.52%) HBase
8 2 (4.76%) Apache Hive
8 2 (4.76%) MongoDB
9 1 (2.38%) Electronic Patient Records
9 1 (2.38%) HDInsight
9 1 (2.38%) MySQL
9 1 (2.38%) OLTP
9 1 (2.38%) Parquet
Development Applications
1 6 (14.29%) Jenkins
2 4 (9.52%) Cucumber
2 4 (9.52%) gulp
2 4 (9.52%) Protractor
2 4 (9.52%) Selenium
2 4 (9.52%) Sonatype Nexus
3 3 (7.14%) JUnit
4 2 (4.76%) Git (software)
4 2 (4.76%) Gradle
4 2 (4.76%) Visual Studio
4 2 (4.76%) Visual Studio Team System
5 1 (2.38%) Eclipse
General
1 10 (23.81%) Telecoms
2 3 (7.14%) Finance
3 2 (4.76%) Retail
4 1 (2.38%) Marketing
Job Titles
1 15 (35.71%) Developer
2 14 (33.33%) Architect
3 11 (26.19%) Java Developer
4 8 (19.05%) Artificial Intelligence Architect
4 8 (19.05%) Software Engineer
5 5 (11.90%) Data Architect
6 4 (9.52%) Big Data Architect
7 3 (7.14%) Azure Architect
8 2 (4.76%) Azure Developer
8 2 (4.76%) DevOps Engineer
8 2 (4.76%) Front End Developer (Client-Side Developer)
8 2 (4.76%) Integration Developer
8 2 (4.76%) Quality Engineer
8 2 (4.76%) Quality Manager
8 2 (4.76%) Solutions Architect
9 1 (2.38%) Big Data Solutions Architect
9 1 (2.38%) Data Scientist
9 1 (2.38%) Hadoop Architect
9 1 (2.38%) Senior Developer
9 1 (2.38%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 12 (28.57%) Kafka
2 11 (26.19%) Spring
3 10 (23.81%) J2EE
4 9 (21.43%) Elastic Stack
4 9 (21.43%) Natural Language Processing
4 9 (21.43%) TensorFlow
5 6 (14.29%) Node.js
6 4 (9.52%) AngularJS
6 4 (9.52%) JSON
6 4 (9.52%) WireMock
7 3 (7.14%) REST
8 2 (4.76%) .NET
8 2 (4.76%) CSS
8 2 (4.76%) GeoJSON
8 2 (4.76%) HTML
8 2 (4.76%) Middleware
8 2 (4.76%) SAML
9 1 (2.38%) Apache Avro
9 1 (2.38%) Drools
9 1 (2.38%) RabbitMQ
Miscellaneous
1 12 (28.57%) Greenfield Project
2 10 (23.81%) Video on Demand
3 2 (4.76%) Analytical Skills
3 2 (4.76%) Linux Command Line
3 2 (4.76%) Self-Motivation
3 2 (4.76%) Virtual Team
4 1 (2.38%) Replication
Operating Systems
1 6 (14.29%) Linux
2 2 (4.76%) Unix
3 1 (2.38%) Red Hat Enterprise Linux
Processes & Methodologies
1 17 (40.48%) Agile Software Development
2 16 (38.10%) DevOps
3 15 (35.71%) Analytics
4 12 (28.57%) Continuous Integration
5 11 (26.19%) Open Source
5 11 (26.19%) Software Engineering
6 10 (23.81%) Artificial Intelligence
6 10 (23.81%) TOGAF
7 9 (21.43%) EAI
7 9 (21.43%) Enterprise Search
7 9 (21.43%) SOA
8 6 (14.29%) Data Modelling
8 6 (14.29%) Digital Transformation Programme
8 6 (14.29%) Migration
8 6 (14.29%) Scrum
9 5 (11.90%) Data Analytics
9 5 (11.90%) Data Architecture
10 4 (9.52%) Requirements Analysis
10 4 (9.52%) SDLC
10 4 (9.52%) TDD
Programming Languages
1 23 (54.76%) Java
2 12 (28.57%) Python
3 8 (19.05%) JavaScript
4 7 (16.67%) SQL
5 2 (4.76%) Shell Script
6 1 (2.38%) C#
6 1 (2.38%) PL/SQL
6 1 (2.38%) R
6 1 (2.38%) Scala
Qualifications
1 4 (9.52%) Degree
2 1 (2.38%) PhD
2 1 (2.38%) TOGAF Certification
Quality Assurance & Compliance
1 2 (4.76%) Data Quality
1 2 (4.76%) QA
System Software
1 2 (4.76%) Apache ZooKeeper
1 2 (4.76%) HDFS
1 2 (4.76%) Virtual Servers
1 2 (4.76%) VMware Infrastructure
Systems Management
1 9 (21.43%) Kibana
1 9 (21.43%) logstash
2 7 (16.67%) Opscode Chef
3 5 (11.90%) Puppet
4 4 (9.52%) Ansible
5 3 (7.14%) Terraform
6 1 (2.38%) Hadoop YARN
6 1 (2.38%) Oozie
Vendors
1 7 (16.67%) Oracle
2 5 (11.90%) Databricks
2 5 (11.90%) Microsoft
3 2 (4.76%) Google
3 2 (4.76%) VMware
4 1 (2.38%) Red Hat
4 1 (2.38%) Salesforce.com