Period
to 9 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Twickenham 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 31 - 28
Rank change year-on-year - +28 -
Permanent jobs citing Apache Spark 5 0 1
As % of all permanent IT jobs advertised in Twickenham 3.47% - 0.77%
As % of the Application Platforms category 14.29% - 2.17%
Number of salaries quoted 4 0 1
Twickenham median annual salary £90,000 - £40,000
Richmond upon Thames median annual salary £90,000 - £40,000

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 Twickenham with a requirement for application platform skills.

All Application Platform Skills
Twickenham
Permanent vacancies with a requirement for application platform skills 35 37 46
As % of all permanent IT jobs advertised in Twickenham 24.31% 23.42% 35.38%
Number of salaries quoted 33 30 44
Twickenham median annual salary £47,500 £36,250 £42,500
Median salary % change year-on-year +31.03% -14.71% +14.09%
10th Percentile £32,500 £27,500 £28,500
90th Percentile £62,500 £71,250 £60,875
Richmond upon Thames median annual salary £50,000 £57,500 £42,500
% change year-on-year -13.04% +35.29% +14.86%

Apache Spark
Job Vacancy Trend in Twickenham

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

Job vacancy trend for Apache Spark in Twickenham

Apache Spark
Salary Trend in Twickenham

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

Salary trend for Apache Spark in Twickenham

Apache Spark
Salary Histogram in Twickenham

The salary distribution of IT jobs citing Apache Spark in Twickenham over the 6 months to 9 December 2018.

Salary histogram for Apache Spark in Twickenham

For the 6 months to 9 December 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 Twickenham region with a requirement for Apache Spark.

1 4 (80.00%) Agile Software Development
1 4 (80.00%) Hadoop
1 4 (80.00%) Amazon AWS
2 3 (60.00%) Apache Hive
2 3 (60.00%) Apache Solr
2 3 (60.00%) Machine Learning
2 3 (60.00%) Big Data
2 3 (60.00%) Kafka
2 3 (60.00%) Web Services
2 3 (60.00%) Data Warehouse
2 3 (60.00%) Data Modelling
2 3 (60.00%) AWS Lambda
2 3 (60.00%) Serverless
3 2 (40.00%) IT Strategy
3 2 (40.00%) Data Strategy
3 2 (40.00%) Microsoft Azure
3 2 (40.00%) GDPR
3 2 (40.00%) Personalization
3 2 (40.00%) Data Acquisition
3 2 (40.00%) Data Ingestion
3 2 (40.00%) Data Lake
3 2 (40.00%) Telecoms
3 2 (40.00%) Business Intelligence
3 2 (40.00%) Microsoft
3 2 (40.00%) Java
3 2 (40.00%) CRM
3 2 (40.00%) Data Management
3 2 (40.00%) Artificial Intelligence
3 2 (40.00%) Data Mart
3 2 (40.00%) Google

Apache Spark
Co-occurring IT Skills in Twickenham 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 3 (60.00%) Apache Solr
2 1 (20.00%) Apache
2 1 (20.00%) Apache Airflow
2 1 (20.00%) Elasticsearch
2 1 (20.00%) Luigi
Cloud Services
1 4 (80.00%) Amazon AWS
2 3 (60.00%) AWS Lambda
2 3 (60.00%) Serverless
3 2 (40.00%) Google Cloud Platform
3 2 (40.00%) Microsoft Azure
4 1 (20.00%) Amazon EC2
4 1 (20.00%) Amazon EMR
4 1 (20.00%) SaaS
Database & Business Intelligence
1 4 (80.00%) Hadoop
2 3 (60.00%) Apache Hive
2 3 (60.00%) Big Data
2 3 (60.00%) Data Warehouse
3 2 (40.00%) BigQuery
3 2 (40.00%) Data Lake
3 2 (40.00%) Data Mart
3 2 (40.00%) HBase
3 2 (40.00%) NoSQL
4 1 (20.00%) Amazon Redshift
4 1 (20.00%) Apache Cassandra
4 1 (20.00%) Azkaban
4 1 (20.00%) Parquet
4 1 (20.00%) PostgreSQL
4 1 (20.00%) Redis
General
1 2 (40.00%) Marketing
1 2 (40.00%) Telecoms
Job Titles
1 3 (60.00%) Architect
1 3 (60.00%) Data Architect
2 2 (40.00%) Big Data Architect
2 2 (40.00%) Big Data Solutions Architect
2 2 (40.00%) Solutions Architect
3 1 (20.00%) AWS Architect
3 1 (20.00%) AWS Developer
3 1 (20.00%) Developer
3 1 (20.00%) Java Developer
3 1 (20.00%) Java Scala Developer
3 1 (20.00%) Scala Developer
3 1 (20.00%) Senior Software Engineer
3 1 (20.00%) Software Engineer
Libraries, Frameworks & Software Standards
1 3 (60.00%) Kafka
1 3 (60.00%) Web Services
2 1 (20.00%) Apache Avro
2 1 (20.00%) JSON
2 1 (20.00%) Pandas
2 1 (20.00%) RabbitMQ
2 1 (20.00%) Spring
Miscellaneous
1 1 (20.00%) Self-Motivation
Processes & Methodologies
1 4 (80.00%) Agile Software Development
2 3 (60.00%) Data Modelling
2 3 (60.00%) Machine Learning
3 2 (40.00%) Analytics
3 2 (40.00%) Artificial Intelligence
3 2 (40.00%) Business Intelligence
3 2 (40.00%) CRM
3 2 (40.00%) Dashboard Development
3 2 (40.00%) Data Acquisition
3 2 (40.00%) Data Analytics
3 2 (40.00%) Data Architecture
3 2 (40.00%) Data Ingestion
3 2 (40.00%) Data Management
3 2 (40.00%) Data Protection
3 2 (40.00%) Data Strategy
3 2 (40.00%) Data Visualisation
3 2 (40.00%) IT Strategy
3 2 (40.00%) Product Management
3 2 (40.00%) Use Case
3 2 (40.00%) Visualisation
Programming Languages
1 2 (40.00%) Java
1 2 (40.00%) Scala
2 1 (20.00%) Java 8
2 1 (20.00%) Java 9
2 1 (20.00%) Python
Quality Assurance & Compliance
1 2 (40.00%) GDPR
1 2 (40.00%) PCI DSS
System Software
1 2 (40.00%) HDFS
Systems Management
1 1 (20.00%) Oozie
Vendors
1 2 (40.00%) Google
1 2 (40.00%) Microsoft