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

Apache Spark
Hampshire > Southampton
6 months to
22 Aug 2018
Same period 2017 Same period 2016
Rank 104 - 124
Rank change year-on-year - +124 -
Permanent jobs citing Apache Spark 7 0 3
As % of all permanent IT jobs advertised in Southampton 0.51% - 0.20%
As % of the Application Platforms category 3.93% - 0.81%
Number of salaries quoted 2 0 2
Southampton median annual salary £72,500 - £60,000
10th Percentile £59,500 - £50,000
90th Percentile £89,500 - £70,000
Hampshire median annual salary £70,000 £67,500 £53,750
% change year-on-year +3.70% +25.58% -

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 178 207 370
As % of all permanent IT jobs advertised in Southampton 12.90% 18.62% 24.68%
Number of salaries quoted 161 184 352
Southampton median annual salary £42,500 £35,000 £37,500
Median salary % change year-on-year +21.43% -6.67% -3.85%
10th Percentile £28,000 £27,500 £26,250
90th Percentile £68,750 £55,875 £52,500
Hampshire median annual salary £45,000 £40,000 £38,000
% change year-on-year +12.50% +5.26% -5.00%

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 22 August 2018.

Salary histogram for Apache Spark in Southampton

For the 6 months to 22 August 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 7 (100.00%) Data Warehouse
1 7 (100.00%) Hadoop
1 7 (100.00%) Microsoft Azure
1 7 (100.00%) Big Data
2 6 (85.71%) Analytics
2 6 (85.71%) NoSQL
2 6 (85.71%) Data Modelling
3 5 (71.43%) Microsoft
3 5 (71.43%) SQL
3 5 (71.43%) Apache
3 5 (71.43%) Amazon AWS
3 5 (71.43%) Azure SQL Database
3 5 (71.43%) Data Architecture
3 5 (71.43%) Kafka
3 5 (71.43%) Data Analytics
3 5 (71.43%) DevOps
3 5 (71.43%) Cosmos DB
3 5 (71.43%) Data Lake
3 5 (71.43%) Databricks
3 5 (71.43%) Azure SQL Data Warehouse
4 4 (57.14%) Geospatial Data
4 4 (57.14%) Cortana Intelligence Suite
4 4 (57.14%) SDLC
4 4 (57.14%) Project Management
4 4 (57.14%) Apache Solr
4 4 (57.14%) Migration
4 4 (57.14%) Agile Software Development
4 4 (57.14%) Requirements Analysis
4 4 (57.14%) ETL
5 3 (42.86%) 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 5 (71.43%) Apache
2 4 (57.14%) Apache Solr
Cloud Services
1 7 (100.00%) Microsoft Azure
2 5 (71.43%) Amazon AWS
3 4 (57.14%) Cortana Intelligence Suite
4 2 (28.57%) Amazon EMR
4 2 (28.57%) Azure Functions
4 2 (28.57%) Azure Machine Learning
4 2 (28.57%) Google Cloud Platform
4 2 (28.57%) PaaS
4 2 (28.57%) SaaS
4 2 (28.57%) Serverless
Database & Business Intelligence
1 7 (100.00%) Big Data
1 7 (100.00%) Data Warehouse
1 7 (100.00%) Hadoop
2 6 (85.71%) NoSQL
3 5 (71.43%) Azure SQL Data Warehouse
3 5 (71.43%) Azure SQL Database
3 5 (71.43%) Cosmos DB
3 5 (71.43%) Data Lake
4 4 (57.14%) Geospatial Data
5 3 (42.86%) Apache Cassandra
6 2 (28.57%) MongoDB
7 1 (14.29%) Electronic Patient Records
7 1 (14.29%) HBase
7 1 (14.29%) HDInsight
Development Applications
1 2 (28.57%) Visual Studio
1 2 (28.57%) Visual Studio Team System
General
1 1 (14.29%) Retail
Job Titles
1 5 (71.43%) Architect
1 5 (71.43%) Data Architect
2 4 (57.14%) Big Data Architect
3 3 (42.86%) Azure Architect
4 2 (28.57%) Azure Developer
4 2 (28.57%) Developer
4 2 (28.57%) Integration Developer
4 2 (28.57%) Solutions Architect
5 1 (14.29%) Big Data Solutions Architect
5 1 (14.29%) Hadoop Architect
5 1 (14.29%) NoSQL Architect
Libraries, Frameworks & Software Standards
1 5 (71.43%) Kafka
2 2 (28.57%) .NET
2 2 (28.57%) GeoJSON
2 2 (28.57%) JSON
2 2 (28.57%) REST
2 2 (28.57%) SAML
Miscellaneous
1 2 (28.57%) Analytical Skills
Processes & Methodologies
1 6 (85.71%) Analytics
1 6 (85.71%) Data Modelling
2 5 (71.43%) Data Analytics
2 5 (71.43%) Data Architecture
2 5 (71.43%) DevOps
3 4 (57.14%) Agile Software Development
3 4 (57.14%) ETL
3 4 (57.14%) Migration
3 4 (57.14%) Project Management
3 4 (57.14%) Requirements Analysis
3 4 (57.14%) SDLC
4 2 (28.57%) API Development
4 2 (28.57%) Artificial Intelligence
4 2 (28.57%) Business Intelligence
4 2 (28.57%) Continuous Integration
4 2 (28.57%) Data Integration
4 2 (28.57%) Data Migration
4 2 (28.57%) Identity Management
4 2 (28.57%) Master Data Management
4 2 (28.57%) Presales
Programming Languages
1 5 (71.43%) SQL
2 3 (42.86%) Python
3 2 (28.57%) JavaScript
4 1 (14.29%) C#
Qualifications
1 1 (14.29%) TOGAF Certification
Quality Assurance & Compliance
1 2 (28.57%) Data Quality
Systems Management
1 3 (42.86%) Opscode Chef
1 3 (42.86%) Puppet
1 3 (42.86%) Terraform
2 1 (14.29%) Oozie
Vendors
1 5 (71.43%) Databricks
1 5 (71.43%) Microsoft
2 3 (42.86%) Oracle
3 2 (28.57%) Google