Period
to 19 October 2018

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

Apache Spark
Hampshire > Southampton
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 109 100 113
Rank change year-on-year -9 +13 -
Permanent jobs citing Apache Spark 6 3 7
As % of all permanent IT jobs advertised in Southampton 0.44% 0.27% 0.53%
As % of the Application Platforms category 3.13% 1.42% 2.24%
Number of salaries quoted 1 15 7
Southampton median annual salary £85,000 £42,500 £60,000
Median salary % change year-on-year +100.00% -29.17% -
10th Percentile £77,500 £38,750 £40,500
90th Percentile £92,500 £46,250 £85,000
Hampshire median annual salary £75,000 £60,000 £52,750
% change year-on-year +25.00% +13.74% -

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 Southampton with a requirement for application platform skills.

All Application Platform Skills
Southampton
Permanent vacancies with a requirement for application platform skills 192 211 312
As % of all permanent IT jobs advertised in Southampton 13.97% 19.34% 23.46%
Number of salaries quoted 168 189 288
Southampton median annual salary £43,750 £35,000 £37,500
Median salary % change year-on-year +25.00% -6.67% -1.32%
10th Percentile £27,850 £27,900 £25,000
90th Percentile £68,750 £52,500 £52,500
Hampshire median annual salary £45,000 £40,000 £40,000
% change year-on-year +12.50% - -

Apache Spark
Job Vacancy Trend in Southampton

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

Job vacancy trend for Apache Spark in Southampton

Apache Spark
Salary Trend in Southampton

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

Salary trend for Apache Spark in Southampton

For the 6 months to 19 October 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 Southampton region with a requirement for Apache Spark.

1 6 (100.00%) SQL
1 6 (100.00%) Data Warehouse
1 6 (100.00%) Apache
1 6 (100.00%) Microsoft
1 6 (100.00%) Hadoop
1 6 (100.00%) Microsoft Azure
1 6 (100.00%) NoSQL
1 6 (100.00%) Azure SQL Database
1 6 (100.00%) Big Data
1 6 (100.00%) Kafka
1 6 (100.00%) Data Analytics
1 6 (100.00%) Analytics
1 6 (100.00%) DevOps
1 6 (100.00%) Data Lake
1 6 (100.00%) Databricks
1 6 (100.00%) Azure SQL Data Warehouse
2 5 (83.33%) Cosmos DB
2 5 (83.33%) Geospatial Data
2 5 (83.33%) Cortana Intelligence Suite
2 5 (83.33%) SDLC
2 5 (83.33%) Apache Solr
2 5 (83.33%) Agile Software Development
2 5 (83.33%) Requirements Analysis
2 5 (83.33%) Project Management
2 5 (83.33%) Data Modelling
3 3 (50.00%) .NET
3 3 (50.00%) Oracle
3 3 (50.00%) Visual Studio
3 3 (50.00%) SAML
3 3 (50.00%) Python

Apache Spark
Co-occurring IT Skills in Southampton 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 6 (100.00%) Apache
2 5 (83.33%) Apache Solr
Cloud Services
1 6 (100.00%) Microsoft Azure
2 5 (83.33%) Cortana Intelligence Suite
3 3 (50.00%) Amazon AWS
3 3 (50.00%) Azure Functions
3 3 (50.00%) Azure Machine Learning
3 3 (50.00%) PaaS
3 3 (50.00%) SaaS
3 3 (50.00%) Serverless
Database & Business Intelligence
1 6 (100.00%) Azure SQL Data Warehouse
1 6 (100.00%) Azure SQL Database
1 6 (100.00%) Big Data
1 6 (100.00%) Data Lake
1 6 (100.00%) Data Warehouse
1 6 (100.00%) Hadoop
1 6 (100.00%) NoSQL
2 5 (83.33%) Cosmos DB
2 5 (83.33%) Geospatial Data
3 3 (50.00%) Apache Cassandra
3 3 (50.00%) MongoDB
Development Applications
1 3 (50.00%) Visual Studio
1 3 (50.00%) Visual Studio Team System
Job Titles
1 3 (50.00%) Architect
1 3 (50.00%) Azure Architect
1 3 (50.00%) Azure Developer
1 3 (50.00%) Data Architect
1 3 (50.00%) Developer
1 3 (50.00%) Integration Developer
2 2 (33.33%) Big Data Architect
2 2 (33.33%) Solutions Architect
3 1 (16.67%) Big Data Solutions Architect
3 1 (16.67%) Hadoop Architect
3 1 (16.67%) NoSQL Architect
Libraries, Frameworks & Software Standards
1 6 (100.00%) Kafka
2 3 (50.00%) .NET
2 3 (50.00%) GeoJSON
2 3 (50.00%) JSON
2 3 (50.00%) REST
2 3 (50.00%) SAML
Processes & Methodologies
1 6 (100.00%) Analytics
1 6 (100.00%) Data Analytics
1 6 (100.00%) DevOps
2 5 (83.33%) Agile Software Development
2 5 (83.33%) Data Modelling
2 5 (83.33%) Project Management
2 5 (83.33%) Requirements Analysis
2 5 (83.33%) SDLC
3 3 (50.00%) API Development
3 3 (50.00%) Artificial Intelligence
3 3 (50.00%) Continuous Integration
3 3 (50.00%) Data Architecture
3 3 (50.00%) Identity Management
3 3 (50.00%) Machine Learning
3 3 (50.00%) Open Source
4 2 (33.33%) Business Analytics
4 2 (33.33%) Data Integration
4 2 (33.33%) Data Migration
4 2 (33.33%) Master Data Management
4 2 (33.33%) Presales
Programming Languages
1 6 (100.00%) SQL
2 3 (50.00%) JavaScript
2 3 (50.00%) Python
Quality Assurance & Compliance
1 2 (33.33%) Data Quality
Systems Management
1 3 (50.00%) Opscode Chef
1 3 (50.00%) Puppet
1 3 (50.00%) Terraform
Vendors
1 6 (100.00%) Databricks
1 6 (100.00%) Microsoft
2 3 (50.00%) Oracle