Period
to 20 January 2019

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

Apache Spark
Hampshire > Southampton
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 110 131 106
Rank change year-on-year +21 -25 -
Permanent jobs citing Apache Spark 8 3 10
As % of all permanent IT jobs advertised in Southampton 0.62% 0.17% 0.80%
As % of the Application Platforms category 3.90% 0.93% 3.82%
Number of salaries quoted 6 15 10
Southampton median annual salary £65,000 £42,500 £45,000
Median salary % change year-on-year +52.94% -5.56% -
10th Percentile £51,250 £38,750 £42,000
90th Percentile £72,500 £46,250 £85,000
Hampshire median annual salary £75,000 £47,500 £53,000
% change year-on-year +57.89% -10.38% -

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 205 322 262
As % of all permanent IT jobs advertised in Southampton 15.83% 18.37% 20.94%
Number of salaries quoted 179 293 235
Southampton median annual salary £35,000 £38,500 £37,500
Median salary % change year-on-year -9.09% +2.67% -
10th Percentile £27,900 £28,250 £25,000
90th Percentile £65,000 £55,000 £52,500
Hampshire median annual salary £45,000 £40,000 £40,000
% change year-on-year +12.50% - -3.61%

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

Apache Spark
Salary Histogram in Southampton

The salary distribution of IT jobs citing Apache Spark in Southampton over the 6 months to 20 January 2019.

Salary histogram for Apache Spark in Southampton

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 Southampton region with a requirement for Apache Spark.

1 8 (100.00%) Microsoft Azure
1 8 (100.00%) Big Data
2 7 (87.50%) Data Lake
2 7 (87.50%) NoSQL
2 7 (87.50%) Apache
3 6 (75.00%) SQL
3 6 (75.00%) Microsoft
3 6 (75.00%) Azure SQL Database
3 6 (75.00%) Open Source
3 6 (75.00%) MongoDB
3 6 (75.00%) Apache Cassandra
3 6 (75.00%) DevOps
4 5 (62.50%) Neo4j
4 5 (62.50%) Apache Solr
4 5 (62.50%) Agile Software Development
4 5 (62.50%) Data Ingestion
5 4 (50.00%) Axure RP
5 4 (50.00%) Hadoop
5 4 (50.00%) Elasticsearch
5 4 (50.00%) Kibana
6 3 (37.50%) Python
6 3 (37.50%) Data Warehouse
7 2 (25.00%) Data Modelling
7 2 (25.00%) C#
7 2 (25.00%) Visual Studio
7 2 (25.00%) Data Management
7 2 (25.00%) Google
7 2 (25.00%) Kafka
7 2 (25.00%) Data Analytics
7 2 (25.00%) Analytics

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 7 (87.50%) Apache
2 5 (62.50%) Apache Solr
3 4 (50.00%) Elasticsearch
4 1 (12.50%) Apache Pig
Cloud Services
1 8 (100.00%) Microsoft Azure
2 2 (25.00%) Cortana Intelligence Suite
2 2 (25.00%) Google Cloud Platform
3 1 (12.50%) Amazon AWS
3 1 (12.50%) Azure Data Factory
3 1 (12.50%) Azure Functions
3 1 (12.50%) Azure Machine Learning
3 1 (12.50%) PaaS
3 1 (12.50%) SaaS
3 1 (12.50%) Serverless
Database & Business Intelligence
1 8 (100.00%) Big Data
2 7 (87.50%) Data Lake
2 7 (87.50%) NoSQL
3 6 (75.00%) Apache Cassandra
3 6 (75.00%) Azure SQL Database
3 6 (75.00%) MongoDB
4 5 (62.50%) Neo4j
5 4 (50.00%) Hadoop
6 3 (37.50%) Data Warehouse
7 2 (25.00%) Azure SQL Data Warehouse
7 2 (25.00%) Cosmos DB
7 2 (25.00%) Geospatial Data
8 1 (12.50%) Apache Hive
8 1 (12.50%) BigQuery
8 1 (12.50%) Flink
8 1 (12.50%) Impala
Development Applications
1 4 (50.00%) Axure RP
2 2 (25.00%) Visual Studio
3 1 (12.50%) Visual Studio Team System
Job Titles
1 6 (75.00%) Developer
2 5 (62.50%) Architect
2 5 (62.50%) Big Data Developer
2 5 (62.50%) Data Architect
3 4 (50.00%) Big Data Architect
4 1 (12.50%) Azure Developer
4 1 (12.50%) Big Data Engineer
4 1 (12.50%) Data Engineer
4 1 (12.50%) Integration Developer
Libraries, Frameworks & Software Standards
1 2 (25.00%) Kafka
2 1 (12.50%) .NET
2 1 (12.50%) Apache NiFi
2 1 (12.50%) GeoJSON
2 1 (12.50%) JSON
2 1 (12.50%) REST
2 1 (12.50%) SAML
Processes & Methodologies
1 6 (75.00%) DevOps
1 6 (75.00%) Open Source
2 5 (62.50%) Agile Software Development
2 5 (62.50%) Data Ingestion
3 2 (25.00%) Analytics
3 2 (25.00%) Data Analytics
3 2 (25.00%) Data Management
3 2 (25.00%) Data Modelling
4 1 (12.50%) API Development
4 1 (12.50%) Artificial Intelligence
4 1 (12.50%) Continuous Integration
4 1 (12.50%) Data Architecture
4 1 (12.50%) Data Science
4 1 (12.50%) ETL
4 1 (12.50%) Identity Management
4 1 (12.50%) Machine Learning
4 1 (12.50%) MapReduce
4 1 (12.50%) Project Management
4 1 (12.50%) Requirements Analysis
4 1 (12.50%) SDLC
Programming Languages
1 6 (75.00%) SQL
2 3 (37.50%) Python
3 2 (25.00%) C#
4 1 (12.50%) C++
4 1 (12.50%) F#
4 1 (12.50%) JavaScript
4 1 (12.50%) Scala
Systems Management
1 4 (50.00%) Kibana
2 1 (12.50%) Opscode Chef
2 1 (12.50%) Puppet
2 1 (12.50%) Terraform
Vendors
1 6 (75.00%) Microsoft
2 2 (25.00%) Databricks
2 2 (25.00%) Google