Period
to 13 July 2020

The following table provides summary statistics for permanent job vacancies advertised in West Yorkshire 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 13 July 2020 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
13 Jul 2020
Same period 2019 Same period 2018
Rank 142 179 214
Rank change year-on-year +37 +35 +22
Permanent jobs citing Apache Spark 10 34 46
As % of all permanent jobs advertised in West Yorkshire 0.39% 0.75% 0.69%
As % of the Application Platforms category 3.00% 5.67% 4.84%
Number of salaries quoted 4 28 40
Median annual salary £63,750 £62,016 £50,000
Median salary % change year-on-year +2.80% +24.03% -9.09%
10th Percentile £50,000 £43,375 £34,875
90th Percentile £92,125 £95,000 £67,500
Yorkshire median annual salary £55,000 £60,000 £55,000
% change year-on-year -8.33% +9.09% -

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 West Yorkshire with a requirement for application platform skills.

All Application Platform Skills
West Yorkshire
Permanent vacancies with a requirement for application platform skills 333 600 951
As % of all permanent IT jobs advertised in West Yorkshire 12.97% 13.18% 14.21%
Number of salaries quoted 275 507 805
Median annual salary £40,500 £40,000 £42,500
Median salary % change year-on-year +1.25% -5.88% +6.25%
10th Percentile £28,300 £26,250 £26,450
90th Percentile £65,000 £60,000 £60,750
Yorkshire median annual salary £42,500 £40,000 £42,500
% change year-on-year +6.25% -5.88% +6.25%

Apache Spark
Job Vacancy Trend in West Yorkshire

Job postings citing Apache Spark as a proportion of all IT jobs advertised in West Yorkshire.

Job vacancy trend for Apache Spark in West Yorkshire

Apache Spark
Salary Trend in West Yorkshire

3-month moving average salary quoted in jobs citing Apache Spark in West Yorkshire.

Salary trend for Apache Spark in West Yorkshire

Apache Spark
Salary Histogram in West Yorkshire

Salary distribution for jobs citing Apache Spark in West Yorkshire over the 6 months to 13 July 2020.

Salary histogram for Apache Spark in West Yorkshire

Apache Spark
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the West Yorkshire region over the 6 months to 13 July 2020. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds +28 10 £63,750 +0.63% 1
Apache Spark
Yorkshire

For the 6 months to 13 July 2020, 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 West Yorkshire region with a requirement for Apache Spark.

1 7 (70.00%) Python
2 6 (60.00%) SQL
2 6 (60.00%) Azure
2 6 (60.00%) AWS
3 5 (50.00%) Big Data
3 5 (50.00%) Hadoop
4 4 (40.00%) Kafka
4 4 (40.00%) Analytics
4 4 (40.00%) Data Warehouse
4 4 (40.00%) Java
5 3 (30.00%) .NET
5 3 (30.00%) Migration
5 3 (30.00%) Data Migration
5 3 (30.00%) Git (software)
5 3 (30.00%) SaaS
5 3 (30.00%) Jenkins
5 3 (30.00%) Mentoring
5 3 (30.00%) .NET Core
5 3 (30.00%) Azure Data Factory
6 2 (20.00%) GDPR
6 2 (20.00%) Databricks
6 2 (20.00%) Data Science
6 2 (20.00%) Data Lake
6 2 (20.00%) Terraform
6 2 (20.00%) Opscode Chef
6 2 (20.00%) Hadoop YARN
6 2 (20.00%) Ansible
6 2 (20.00%) Docker
6 2 (20.00%) HDFS
6 2 (20.00%) DevOps

Apache Spark
Co-occurring IT Skills in West Yorkshire 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 1 (10.00%) Confluence
1 1 (10.00%) SAS
Applications
1 1 (10.00%) Weka
Cloud Services
1 6 (60.00%) AWS
1 6 (60.00%) Azure
2 3 (30.00%) Azure Data Factory
2 3 (30.00%) SaaS
3 1 (10.00%) Azure Machine Learning
3 1 (10.00%) GCP
3 1 (10.00%) Serverless
Database & Business Intelligence
1 5 (50.00%) Big Data
1 5 (50.00%) Hadoop
2 4 (40.00%) Data Warehouse
3 2 (20.00%) Apache Hive
3 2 (20.00%) Azure SQL Database
3 2 (20.00%) Data Lake
3 2 (20.00%) HBase
3 2 (20.00%) Sqoop
4 1 (10.00%) BigQuery
4 1 (10.00%) Informix
4 1 (10.00%) SQL Server Integration Services
Development Applications
1 3 (30.00%) Git (software)
1 3 (30.00%) Jenkins
2 1 (10.00%) JIRA
General
1 1 (10.00%) Finance
1 1 (10.00%) Games
Job Titles
1 4 (40.00%) Data Engineer
2 3 (30.00%) Technical Leader
3 2 (20.00%) DevOps Engineer
4 1 (10.00%) Azure Engineer
4 1 (10.00%) Azure Test Lead
4 1 (10.00%) Data Migration Lead
4 1 (10.00%) Data Migration Manager
4 1 (10.00%) Data Migration Project Manager
4 1 (10.00%) Migration Manager
4 1 (10.00%) Migration Project Manager
4 1 (10.00%) Project Manager
4 1 (10.00%) Python Engineer
4 1 (10.00%) Test Leader
Libraries, Frameworks & Software Standards
1 4 (40.00%) Kafka
2 3 (30.00%) .NET
2 3 (30.00%) .NET Core
3 2 (20.00%) Web Services
4 1 (10.00%) NumPy
4 1 (10.00%) PySpark
Miscellaneous
1 1 (10.00%) Algorithms
Operating Systems
1 2 (20.00%) Linux
1 2 (20.00%) Red Hat Enterprise Linux
Processes & Methodologies
1 4 (40.00%) Analytics
2 3 (30.00%) Data Migration
2 3 (30.00%) Mentoring
2 3 (30.00%) Migration
3 2 (20.00%) Business Intelligence
3 2 (20.00%) Configuration Management
3 2 (20.00%) Data Engineering
3 2 (20.00%) Data Science
3 2 (20.00%) Data Security
3 2 (20.00%) DevOps
3 2 (20.00%) Master Data Management
3 2 (20.00%) Metadata Management
3 2 (20.00%) OOP
3 2 (20.00%) SDLC
3 2 (20.00%) Software Delivery
4 1 (10.00%) Customer Segmentation
4 1 (10.00%) Data Transformation
4 1 (10.00%) Exploratory Analysis
4 1 (10.00%) Naive Bayes
4 1 (10.00%) Support Vector Machines
Programming Languages
1 7 (70.00%) Python
2 6 (60.00%) SQL
3 4 (40.00%) Java
4 2 (20.00%) Bash Shell
5 1 (10.00%) JavaScript
5 1 (10.00%) R
5 1 (10.00%) Scala
Quality Assurance & Compliance
1 2 (20.00%) GDPR
2 1 (10.00%) QA
System Software
1 2 (20.00%) Docker
1 2 (20.00%) HDFS
Systems Management
1 2 (20.00%) Ansible
1 2 (20.00%) Graphite
1 2 (20.00%) Hadoop YARN
1 2 (20.00%) Kubernetes
1 2 (20.00%) Nagios
1 2 (20.00%) Opscode Chef
1 2 (20.00%) Opsview
1 2 (20.00%) Puppet
1 2 (20.00%) Terraform
Vendors
1 2 (20.00%) Databricks