Period
to 20 January 2019

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 20 January 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 207 216 245
Rank change year-on-year +9 +29 -
Permanent jobs citing Apache Spark 47 59 20
As % of all permanent IT jobs advertised in Hampshire 0.75% 0.85% 0.32%
As % of the Application Platforms category 4.42% 4.58% 1.68%
Number of salaries quoted 38 72 21
Hampshire median annual salary £75,000 £47,500 £53,000
Median salary % change year-on-year +57.89% -10.38% -
10th Percentile £52,000 £38,750 £42,500
90th Percentile £77,500 £76,250 £71,250
South East median annual salary £65,000 £55,000 £58,500
% change year-on-year +18.18% -5.98% -2.50%

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 1,064 1,287 1,190
As % of all permanent IT jobs advertised in Hampshire 16.95% 18.63% 18.99%
Number of salaries quoted 918 1,111 1,000
Hampshire median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -3.61%
10th Percentile £26,250 £25,750 £24,725
90th Percentile £72,500 £63,750 £61,250
South East median annual salary £47,500 £42,500 £45,000
% change year-on-year +11.76% -5.56% +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 20 January 2019.

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 20 January 2019. 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 +2 21 £75,000 +76.47% 1
Southampton +21 8 £65,000 +52.94% 2
Basingstoke -18 6 £75,000 +9.49% 2
Portsmouth +7 3 £57,500 +35.29% 5
Fleet -3 3 £95,000 +31.03%
Farnborough - 3 £55,000 - 1
Aldershot -6 2 £70,000 +16.67%
Apache Spark
South East

For the 6 months to 20 January 2019, 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 41 (87.23%) Hadoop
2 31 (65.96%) NoSQL
2 31 (65.96%) Java
3 25 (53.19%) Apache Cassandra
4 24 (51.06%) Analytics
5 22 (46.81%) Software Engineering
6 20 (42.55%) Telecoms
7 19 (40.43%) Video on Demand
8 18 (38.30%) Big Data
9 16 (34.04%) Apache
10 15 (31.91%) Python
10 15 (31.91%) Open Source
11 13 (27.66%) DevOps
11 13 (27.66%) Agile Software Development
12 12 (25.53%) SQL
13 11 (23.40%) Artificial Intelligence
13 11 (23.40%) Kibana
13 11 (23.40%) Elasticsearch
14 10 (21.28%) Microsoft Azure
15 9 (19.15%) Continuous Integration
15 9 (19.15%) Microsoft
16 7 (14.89%) EAI
16 7 (14.89%) SOA
16 7 (14.89%) TOGAF
16 7 (14.89%) logstash
16 7 (14.89%) Natural Language Processing
16 7 (14.89%) Jupyter
16 7 (14.89%) TensorFlow
16 7 (14.89%) Elastic Stack
16 7 (14.89%) Data Lake

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 (34.04%) Apache
2 11 (23.40%) Elasticsearch
3 7 (14.89%) Jupyter
4 5 (10.64%) Apache Solr
5 2 (4.26%) Cloud Foundry
5 2 (4.26%) SAS
5 2 (4.26%) SharePoint
6 1 (2.13%) Apache Pig
6 1 (2.13%) GemFire
6 1 (2.13%) JBoss
6 1 (2.13%) Tomcat
Cloud Services
1 10 (21.28%) Microsoft Azure
2 6 (12.77%) Amazon AWS
3 4 (8.51%) Google Cloud Platform
4 2 (4.26%) Cortana Intelligence Suite
4 2 (4.26%) GitHub
4 2 (4.26%) PaaS
5 1 (2.13%) Azure Data Factory
5 1 (2.13%) Azure Functions
5 1 (2.13%) Azure Machine Learning
5 1 (2.13%) SaaS
5 1 (2.13%) Serverless
Communications & Networking
1 4 (8.51%) DAB
Database & Business Intelligence
1 41 (87.23%) Hadoop
2 31 (65.96%) NoSQL
3 25 (53.19%) Apache Cassandra
4 18 (38.30%) Big Data
5 7 (14.89%) Data Lake
6 6 (12.77%) Azure SQL Database
6 6 (12.77%) MongoDB
7 5 (10.64%) Neo4j
8 3 (6.38%) Data Warehouse
8 3 (6.38%) SQL Server
8 3 (6.38%) SQL Server 2016
9 2 (4.26%) Apache Hive
9 2 (4.26%) Azure SQL Data Warehouse
9 2 (4.26%) Cosmos DB
9 2 (4.26%) Geospatial Data
9 2 (4.26%) HBase
10 1 (2.13%) BigQuery
10 1 (2.13%) Impala
10 1 (2.13%) MySQL
10 1 (2.13%) OLTP
Development Applications
1 4 (8.51%) Axure RP
2 2 (4.26%) Git (software)
2 2 (4.26%) Gradle
2 2 (4.26%) Jenkins
2 2 (4.26%) Visual Studio
3 1 (2.13%) Eclipse
3 1 (2.13%) JUnit
3 1 (2.13%) Visual Studio Team System
General
1 20 (42.55%) Telecoms
2 1 (2.13%) Advertising
2 1 (2.13%) Finance
2 1 (2.13%) Local Government
Job Titles
1 21 (44.68%) Software Engineer
2 12 (25.53%) Architect
2 12 (25.53%) Developer
3 6 (12.77%) Artificial Intelligence Architect
3 6 (12.77%) Java Developer
4 5 (10.64%) Big Data Developer
4 5 (10.64%) Data Architect
5 4 (8.51%) Big Data Architect
5 4 (8.51%) Data Engineer
6 2 (4.26%) Development Manager
6 2 (4.26%) Graduate
6 2 (4.26%) Graduate Software Engineer
6 2 (4.26%) Software Development Manager
6 2 (4.26%) Software Manager
7 1 (2.13%) Big Data Engineer
7 1 (2.13%) Integration Developer
7 1 (2.13%) Lead Architect
7 1 (2.13%) Senior Architect
7 1 (2.13%) Senior Developer
7 1 (2.13%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 7 (14.89%) Elastic Stack
1 7 (14.89%) Natural Language Processing
1 7 (14.89%) TensorFlow
2 6 (12.77%) Spring
3 5 (10.64%) J2EE
4 4 (8.51%) Kafka
5 3 (6.38%) JSON
6 2 (4.26%) Django
6 2 (4.26%) Middleware
6 2 (4.26%) Node.js
6 2 (4.26%) REST
6 2 (4.26%) Ruby on Rails
7 1 (2.13%) .NET
7 1 (2.13%) Apache Avro
7 1 (2.13%) Drools
7 1 (2.13%) GeoJSON
7 1 (2.13%) RabbitMQ
7 1 (2.13%) SAML
7 1 (2.13%) Spring Batch
7 1 (2.13%) Spring Integration
Miscellaneous
1 19 (40.43%) Video on Demand
2 7 (14.89%) Greenfield Project
3 2 (4.26%) Linux Command Line
3 2 (4.26%) User Experience
3 2 (4.26%) Virtual Team
4 1 (2.13%) Management Information System
4 1 (2.13%) Replication
Operating Systems
1 2 (4.26%) Linux
1 2 (4.26%) Unix
2 1 (2.13%) Red Hat Enterprise Linux
Processes & Methodologies
1 24 (51.06%) Analytics
2 22 (46.81%) Software Engineering
3 15 (31.91%) Open Source
4 13 (27.66%) Agile Software Development
4 13 (27.66%) DevOps
5 11 (23.40%) Artificial Intelligence
6 9 (19.15%) Continuous Integration
7 7 (14.89%) EAI
7 7 (14.89%) Enterprise Search
7 7 (14.89%) SOA
7 7 (14.89%) TOGAF
8 5 (10.64%) Data Ingestion
9 4 (8.51%) Customer Requirements
9 4 (8.51%) Machine Learning
10 3 (6.38%) Business Analytics
10 3 (6.38%) Business Intelligence
10 3 (6.38%) Digital Transformation Programme
10 3 (6.38%) Microservices
11 2 (4.26%) Data Modelling
11 2 (4.26%) The Twelve-Factor App
Programming Languages
1 31 (65.96%) Java
2 15 (31.91%) Python
3 12 (25.53%) SQL
4 3 (6.38%) R
4 3 (6.38%) Scala
5 2 (4.26%) C#
5 2 (4.26%) Go
5 2 (4.26%) Ruby
5 2 (4.26%) Shell Script
6 1 (2.13%) C++
6 1 (2.13%) F#
6 1 (2.13%) JavaScript
6 1 (2.13%) Perl
Qualifications
1 4 (8.51%) SC Cleared
1 4 (8.51%) Security Cleared
2 1 (2.13%) Degree
Quality Assurance & Compliance
1 2 (4.26%) QA
System Software
1 3 (6.38%) Docker
2 2 (4.26%) Apache ZooKeeper
2 2 (4.26%) HDFS
Systems Management
1 11 (23.40%) Kibana
2 7 (14.89%) logstash
3 1 (2.13%) Hadoop YARN
3 1 (2.13%) Opscode Chef
3 1 (2.13%) Puppet
3 1 (2.13%) Terraform
Vendors
1 9 (19.15%) Microsoft
2 4 (8.51%) Google
3 2 (4.26%) Cloudera
3 2 (4.26%) Databricks
4 1 (2.13%) Red Hat