Period
to 15 February 2019

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 15 February 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
6 months to
15 Feb 2019
Same period 2018 Same period 2017
Rank 22 - -
Rank change year-on-year - - -
Permanent jobs citing Apache Spark 5 0 0
As % of all permanent IT jobs advertised in Twickenham 4.39% - -
As % of the Application Platforms category 29.41% - -
Number of salaries quoted 5 0 0
Twickenham median annual salary £90,000 - -
Richmond upon Thames median annual salary £90,000 £40,000 -
% change year-on-year +125.00% - -

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 17 31 35
As % of all permanent IT jobs advertised in Twickenham 14.91% 21.09% 28.46%
Number of salaries quoted 17 27 35
Twickenham median annual salary £60,000 £47,500 £42,500
Median salary % change year-on-year +26.32% +11.76% +6.25%
10th Percentile £27,500 £27,500 £36,558
90th Percentile £95,000 £62,500 £61,250
Richmond upon Thames median annual salary £50,000 £57,500 £42,500
% change year-on-year -13.04% +35.29% +21.43%

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

For the 6 months to 15 February 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 Twickenham region with a requirement for Apache Spark.

1 5 (100.00%) Data Warehouse
1 5 (100.00%) Data Modelling
1 5 (100.00%) Apache Hive
1 5 (100.00%) Amazon AWS
1 5 (100.00%) AWS Lambda
1 5 (100.00%) Serverless
2 4 (80.00%) Dashboard Development
2 4 (80.00%) Data Acquisition
2 4 (80.00%) Data Ingestion
2 4 (80.00%) Data Lake
2 4 (80.00%) GDPR
2 4 (80.00%) Personalization
2 4 (80.00%) IT Strategy
2 4 (80.00%) Data Strategy
2 4 (80.00%) HDFS
2 4 (80.00%) BigQuery
2 4 (80.00%) Google Cloud Platform
2 4 (80.00%) NoSQL
2 4 (80.00%) Data Visualisation
2 4 (80.00%) HBase
2 4 (80.00%) Machine Learning
2 4 (80.00%) Big Data
2 4 (80.00%) Kafka
2 4 (80.00%) Data Analytics
2 4 (80.00%) Analytics
2 4 (80.00%) Telecoms
2 4 (80.00%) Hadoop
2 4 (80.00%) Visualisation
2 4 (80.00%) CRM
2 4 (80.00%) Microsoft Azure

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 4 (80.00%) Apache Solr
2 1 (20.00%) Apache Airflow
2 1 (20.00%) Luigi
Cloud Services
1 5 (100.00%) Amazon AWS
1 5 (100.00%) AWS Lambda
1 5 (100.00%) Serverless
2 4 (80.00%) Google Cloud Platform
2 4 (80.00%) Microsoft Azure
3 1 (20.00%) Amazon EC2
3 1 (20.00%) Amazon EMR
Database & Business Intelligence
1 5 (100.00%) Apache Hive
1 5 (100.00%) Data Warehouse
2 4 (80.00%) Big Data
2 4 (80.00%) BigQuery
2 4 (80.00%) Data Lake
2 4 (80.00%) Data Mart
2 4 (80.00%) Hadoop
2 4 (80.00%) HBase
2 4 (80.00%) NoSQL
3 1 (20.00%) Amazon Redshift
3 1 (20.00%) Azkaban
3 1 (20.00%) Parquet
3 1 (20.00%) PostgreSQL
3 1 (20.00%) Redis
General
1 4 (80.00%) Marketing
1 4 (80.00%) Telecoms
Job Titles
1 5 (100.00%) Architect
1 5 (100.00%) Data Architect
2 4 (80.00%) Big Data Architect
3 2 (40.00%) Big Data Solutions Architect
3 2 (40.00%) Solutions Architect
4 1 (20.00%) AWS Architect
4 1 (20.00%) Senior Architect
4 1 (20.00%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 4 (80.00%) Kafka
1 4 (80.00%) Web Services
2 1 (20.00%) Apache Avro
2 1 (20.00%) JSON
2 1 (20.00%) Pandas
Processes & Methodologies
1 5 (100.00%) Data Modelling
2 4 (80.00%) Agile Software Development
2 4 (80.00%) Analytics
2 4 (80.00%) Business Intelligence
2 4 (80.00%) CRM
2 4 (80.00%) Dashboard Development
2 4 (80.00%) Data Acquisition
2 4 (80.00%) Data Analytics
2 4 (80.00%) Data Architecture
2 4 (80.00%) Data Ingestion
2 4 (80.00%) Data Management
2 4 (80.00%) Data Protection
2 4 (80.00%) Data Strategy
2 4 (80.00%) Data Visualisation
2 4 (80.00%) IT Strategy
2 4 (80.00%) Machine Learning
2 4 (80.00%) Personalization
2 4 (80.00%) Product Management
2 4 (80.00%) Use Case
2 4 (80.00%) Visualisation
Programming Languages
1 1 (20.00%) Python
1 1 (20.00%) Scala
Quality Assurance & Compliance
1 4 (80.00%) GDPR
1 4 (80.00%) PCI DSS
System Software
1 4 (80.00%) HDFS
Systems Management
1 1 (20.00%) Oozie
Vendors
1 4 (80.00%) Google
1 4 (80.00%) Microsoft