Period
to 22 June 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 22 June 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 223 202 261
Rank change year-on-year -21 +59 -
Permanent jobs citing Apache Spark 37 45 12
As % of all permanent IT jobs advertised in Hampshire 0.56% 0.76% 0.18%
As % of the Application Platforms category 3.36% 4.19% 0.83%
Number of salaries quoted 28 40 7
Hampshire median annual salary £60,000 £67,500 £52,500
Median salary % change year-on-year -11.11% +28.57% -
10th Percentile £41,250 £38,625 £31,250
90th Percentile £75,000 £71,625 £63,750
South East median annual salary £60,000 £65,000 £56,250
% change year-on-year -7.69% +15.56% +12.50%

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 1,102 1,074 1,447
As % of all permanent IT jobs advertised in Hampshire 16.72% 18.18% 21.15%
Number of salaries quoted 922 975 1,320
Hampshire median annual salary £42,500 £40,000 £37,750
Median salary % change year-on-year +6.25% +5.96% -5.63%
10th Percentile £26,250 £22,750 £25,000
90th Percentile £67,500 £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 22 June 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 22 June 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
Aldershot - 14 £70,000 -
Farnborough 0 7 £60,000 +26.32%
Fareham +6 6 £42,500 - 1
Romsey - 4 - -
Southampton - 4 £60,000 - 2
Portsmouth +6 1 £65,000 +62.50% 1
Basingstoke -37 1 £68,500 +1.48% 2
Apache Spark
South East

For the 6 months to 22 June 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 28 (75.68%) Big Data
2 27 (72.97%) Agile Software Development
3 23 (62.16%) Hadoop
4 22 (59.46%) Java
5 16 (43.24%) Python
6 15 (40.54%) Linux
6 15 (40.54%) JavaScript
6 15 (40.54%) Greenfield Project
7 14 (37.84%) Analytics
8 13 (35.14%) Amazon AWS
8 13 (35.14%) Spring
9 12 (32.43%) J2EE
9 12 (32.43%) Data Analytics
10 10 (27.03%) AngularJS
10 10 (27.03%) Microsoft Azure
10 10 (27.03%) Data Analysis
11 9 (24.32%) Continuous Integration
11 9 (24.32%) Degree
11 9 (24.32%) Kafka
11 9 (24.32%) SQL
11 9 (24.32%) Windows
11 9 (24.32%) Software Engineering
12 8 (21.62%) PostgreSQL
12 8 (21.62%) Oracle
12 8 (21.62%) Elasticsearch
13 7 (18.92%) Scrum
13 7 (18.92%) Opscode Chef
14 6 (16.22%) Ansible
14 6 (16.22%) gulp
14 6 (16.22%) Front End Development

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 8 (21.62%) Elasticsearch
2 6 (16.22%) Apache
3 2 (5.41%) Apache Solr
3 2 (5.41%) Cloud Foundry
3 2 (5.41%) Zimbra
Cloud Services
1 13 (35.14%) Amazon AWS
2 10 (27.03%) Microsoft Azure
3 6 (16.22%) GitHub
4 3 (8.11%) SaaS
5 2 (5.41%) Amazon EMR
5 2 (5.41%) Azure Machine Learning
5 2 (5.41%) Cortana Intelligence Suite
5 2 (5.41%) Google Cloud Platform
5 2 (5.41%) PaaS
5 2 (5.41%) Serverless
Communications & Networking
1 2 (5.41%) IPsec
1 2 (5.41%) SAN
1 2 (5.41%) SSL
1 2 (5.41%) TCP/IP
1 2 (5.41%) VPN
Database & Business Intelligence
1 28 (75.68%) Big Data
2 23 (62.16%) Hadoop
3 8 (21.62%) PostgreSQL
4 4 (10.81%) Apache Cassandra
4 4 (10.81%) Data Warehouse
4 4 (10.81%) Flink
4 4 (10.81%) MongoDB
4 4 (10.81%) NoSQL
5 3 (8.11%) Cosmos DB
5 3 (8.11%) MySQL
6 2 (5.41%) Azure SQL Data Warehouse
6 2 (5.41%) Azure SQL Database
6 2 (5.41%) Data Lake
6 2 (5.41%) Geospatial Data
6 2 (5.41%) HBase
7 1 (2.70%) Apache Hive
7 1 (2.70%) Electronic Patient Records
7 1 (2.70%) HDInsight
Development Applications
1 6 (16.22%) Cucumber
1 6 (16.22%) Git (software)
1 6 (16.22%) gulp
1 6 (16.22%) Jenkins
1 6 (16.22%) JIRA
1 6 (16.22%) Protractor
1 6 (16.22%) Selenium
1 6 (16.22%) Sonatype Nexus
2 4 (10.81%) JUnit
3 2 (5.41%) Visual Studio
3 2 (5.41%) Visual Studio Team System
General
1 5 (13.51%) Finance
2 2 (5.41%) Marketing
2 2 (5.41%) Retail
3 1 (2.70%) Electronics
3 1 (2.70%) Manufacturing
3 1 (2.70%) Telecoms
Job Titles
1 21 (56.76%) Developer
2 13 (35.14%) Java Developer
3 6 (16.22%) Python Developer
4 4 (10.81%) Data Science Engineer
4 4 (10.81%) Data Science Graduate
4 4 (10.81%) Graduate
4 4 (10.81%) Quality Engineer
4 4 (10.81%) Quality Manager
5 2 (5.41%) Architect
5 2 (5.41%) Azure Developer
5 2 (5.41%) Big Data Architect
5 2 (5.41%) Data Architect
5 2 (5.41%) DevOps Engineer
5 2 (5.41%) Integration Developer
5 2 (5.41%) Technical Leader
6 1 (2.70%) Development Manager
6 1 (2.70%) Lead Developer
6 1 (2.70%) Lead Java Developer
6 1 (2.70%) Software Development Manager
6 1 (2.70%) Software Manager
Libraries, Frameworks & Software Standards
1 13 (35.14%) Spring
2 12 (32.43%) J2EE
3 10 (27.03%) AngularJS
4 9 (24.32%) Kafka
5 6 (16.22%) CSS
5 6 (16.22%) Django
5 6 (16.22%) HTML
5 6 (16.22%) jQuery
5 6 (16.22%) Node.js
5 6 (16.22%) WireMock
6 4 (10.81%) D3.js
6 4 (10.81%) Keras
6 4 (10.81%) NumPy
6 4 (10.81%) scikit-learn
6 4 (10.81%) SciPy
6 4 (10.81%) TensorFlow
7 3 (8.11%) REST
8 2 (5.41%) .NET
8 2 (5.41%) JSON
8 2 (5.41%) SAML
Miscellaneous
1 15 (40.54%) Greenfield Project
2 4 (10.81%) Computer Science
2 4 (10.81%) Self-Motivation
3 2 (5.41%) Analytical Skills
3 2 (5.41%) Data Centre
4 1 (2.70%) Public Cloud
4 1 (2.70%) Virtual Team
Operating Systems
1 15 (40.54%) Linux
2 9 (24.32%) Windows
3 2 (5.41%) CentOS
3 2 (5.41%) Red Hat Enterprise Linux
Processes & Methodologies
1 27 (72.97%) Agile Software Development
2 14 (37.84%) Analytics
3 12 (32.43%) Data Analytics
4 10 (27.03%) Data Analysis
5 9 (24.32%) Continuous Integration
5 9 (24.32%) Software Engineering
6 7 (18.92%) Scrum
7 6 (16.22%) Big Data Analytics
7 6 (16.22%) Data Science
7 6 (16.22%) Front End Development
7 6 (16.22%) Machine Learning
7 6 (16.22%) Open Source
7 6 (16.22%) Responsive Web Design
7 6 (16.22%) Scaled Agile Framework
7 6 (16.22%) Web Design
7 6 (16.22%) Workload Management
8 5 (13.51%) TDD
9 4 (10.81%) Data Modelling
9 4 (10.81%) Migration
9 4 (10.81%) Visualisation
Programming Languages
1 22 (59.46%) Java
2 16 (43.24%) Python
3 15 (40.54%) JavaScript
4 9 (24.32%) SQL
5 5 (13.51%) C++
5 5 (13.51%) Scala
6 4 (10.81%) C
6 4 (10.81%) Clojure
7 3 (8.11%) Ruby
8 2 (5.41%) Bash Shell
8 2 (5.41%) C#
8 2 (5.41%) Perl
9 1 (2.70%) PL/SQL
9 1 (2.70%) R
Qualifications
1 9 (24.32%) Degree
2 5 (13.51%) Security Cleared
3 1 (2.70%) PhD
3 1 (2.70%) TOGAF Certification
System Software
1 6 (16.22%) VMware Infrastructure
2 2 (5.41%) vCloud
2 2 (5.41%) Virtual Servers
2 2 (5.41%) vSphere
3 1 (2.70%) Docker
Systems Management
1 7 (18.92%) Opscode Chef
2 6 (16.22%) Ansible
3 2 (5.41%) Puppet
4 1 (2.70%) Oozie
Vendors
1 8 (21.62%) Oracle
2 6 (16.22%) VMware
3 2 (5.41%) Cisco
3 2 (5.41%) Databricks
3 2 (5.41%) Google
3 2 (5.41%) Microsoft
4 1 (2.70%) Salesforce.com
4 1 (2.70%) SAP