Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 23 January 2022

The following table provides summary statistics for permanent job vacancies advertised in 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 23 January 2022 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
23 Jan 2022		 Same period 2021 Same period 2020
Rank 230 162 183
Rank change year-on-year -68 +21 +47
Permanent jobs citing Apache Spark 36 30 61
As % of all permanent jobs advertised in Yorkshire 0.51% 0.79% 1.00%
As % of the Application Platforms category 5.14% 6.33% 7.27%
Number of salaries quoted 16 27 46
10th Percentile £32,500 £46,250 £41,875
25th Percentile £33,250 £50,000 £50,000
Median annual salary (50th Percentile) £52,500 £55,000 £55,000
Median % change year-on-year -4.55% - +11.48%
75th Percentile £73,750 £60,000 £70,000
90th Percentile £78,750 £62,500 £75,000
England median annual salary £80,000 £70,000 £72,500
% change year-on-year +14.29% -3.45% -

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 Yorkshire with a requirement for application platform skills.

All Application Platform Skills
Yorkshire
Permanent vacancies with a requirement for application platform skills 700 474 839
As % of all permanent IT jobs advertised in Yorkshire 10.00% 12.50% 13.75%
Number of salaries quoted 518 379 712
10th Percentile £26,250 £26,250 £24,375
25th Percentile £33,750 £32,500 £31,250
Median annual salary (50th Percentile) £42,500 £45,000 £42,500
Median % change year-on-year -5.56% +5.88% +6.25%
75th Percentile £55,000 £58,750 £56,506
90th Percentile £67,000 £67,500 £67,500
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Apache Spark
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Apache Spark in Yorkshire

Apache Spark
Salary Trend in Yorkshire

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

Salary trend for Apache Spark in Yorkshire

Apache Spark
Salary Histogram in Yorkshire

Salary distribution for jobs citing Apache Spark in Yorkshire over the 6 months to 23 January 2022.

Salary histogram for Apache Spark in Yorkshire

Apache Spark
Job Locations in 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 Yorkshire region over the 6 months to 23 January 2022. 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
Jobs
West Yorkshire -73 23 £52,500 -4.55% 10
North Yorkshire - 12 - -
South Yorkshire - 1 £35,000 - 2
Apache Spark
England

For the 6 months to 23 January 2022, 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 Yorkshire region with a requirement for Apache Spark.

1 31 (86.11%) Python
2 29 (80.56%) SQL
3 25 (69.44%) AWS
4 24 (66.67%) Hadoop
5 22 (61.11%) NoSQL
6 21 (58.33%) Big Data
7 17 (47.22%) DevOps
7 17 (47.22%) MySQL
8 16 (44.44%) Java
8 16 (44.44%) Analytics
9 15 (41.67%) Linux
10 14 (38.89%) Apache
11 13 (36.11%) Apache Cassandra
11 13 (36.11%) R
11 13 (36.11%) Machine Learning
12 12 (33.33%) Kafka
12 12 (33.33%) Open Source
13 11 (30.56%) Azure
13 11 (30.56%) Security Cleared
13 11 (30.56%) Agile Software Development
13 11 (30.56%) Docker
13 11 (30.56%) Kubernetes
14 10 (27.78%) Data Analytics
14 10 (27.78%) Data Science
14 10 (27.78%) Data Pipeline
14 10 (27.78%) Visualisation
14 10 (27.78%) LAMP
15 9 (25.00%) Configuration Management
15 9 (25.00%) Microsoft
15 9 (25.00%) Puppet

Apache Spark
Co-occurring IT Skills in 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 14 (38.89%) Apache
2 4 (11.11%) Apache Airflow
2 4 (11.11%) Apache Solr
2 4 (11.11%) Luigi
2 4 (11.11%) Tomcat
3 1 (2.78%) Apache Pig
3 1 (2.78%) Apache Synapse
Cloud Services
1 25 (69.44%) AWS
2 11 (30.56%) Azure
3 8 (22.22%) Serverless
4 6 (16.67%) Azure Cosmos DB
4 6 (16.67%) Azure Functions
4 6 (16.67%) Azure Logic Apps
4 6 (16.67%) Azure Service Bus
4 6 (16.67%) SaaS
5 5 (13.89%) Amazon EC2
5 5 (13.89%) Amazon EMR
6 4 (11.11%) Azure App Service
6 4 (11.11%) Azure Data Factory
6 4 (11.11%) Azure Machine Learning
6 4 (11.11%) Azure Service Fabric
6 4 (11.11%) Azure Storage
6 4 (11.11%) Cortana Intelligence Suite
6 4 (11.11%) PaaS
7 3 (8.33%) Azure Synapse Analytics
8 2 (5.56%) Azure Stack
8 2 (5.56%) Power Platform
Communications & Networking
1 1 (2.78%) Cisco ASA
Database & Business Intelligence
1 24 (66.67%) Hadoop
2 22 (61.11%) NoSQL
3 21 (58.33%) Big Data
4 17 (47.22%) MySQL
5 13 (36.11%) Apache Cassandra
6 9 (25.00%) Redis
7 8 (22.22%) Apache Accumulo
7 8 (22.22%) Data Lake
7 8 (22.22%) Data Warehouse
7 8 (22.22%) PostgreSQL
8 7 (19.44%) Metadata
9 6 (16.67%) MongoDB
9 6 (16.67%) Relational Database
10 4 (11.11%) Amazon RDS
10 4 (11.11%) Amazon Redshift
10 4 (11.11%) Azkaban
10 4 (11.11%) Azure SQL Data Warehouse
10 4 (11.11%) Azure SQL Database
10 4 (11.11%) Geospatial Data
11 2 (5.56%) Power BI
Development Applications
1 5 (13.89%) Visual Studio
2 4 (11.11%) JIRA
2 4 (11.11%) Visual Studio Team System
3 2 (5.56%) Git (software)
3 2 (5.56%) Jenkins
3 2 (5.56%) RStudio
4 1 (2.78%) Atlassian Bamboo
4 1 (2.78%) GitLab
4 1 (2.78%) kappa
General
1 7 (19.44%) Social Skills
2 5 (13.89%) Legal
3 4 (11.11%) Analytical Skills
3 4 (11.11%) Inclusion and Diversity
4 3 (8.33%) Retail
5 2 (5.56%) Finance
6 1 (2.78%) Electronics
6 1 (2.78%) Marketing
Job Titles
1 8 (22.22%) DevOps Engineer
2 6 (16.67%) Developer
3 5 (13.89%) Architect
4 4 (11.11%) Analyst
4 4 (11.11%) Azure Developer
4 4 (11.11%) Data Analyst
4 4 (11.11%) Data Scientist
4 4 (11.11%) Integration Developer
4 4 (11.11%) Lead Developer
4 4 (11.11%) Senior Data Scientist
4 4 (11.11%) Senior Developer
4 4 (11.11%) Senior Integration Developer
5 3 (8.33%) Data Architect
5 3 (8.33%) Data Engineer
5 3 (8.33%) Java Engineer
5 3 (8.33%) Java Software Engineer
5 3 (8.33%) Software Engineer
6 2 (5.56%) .NET Developer
6 2 (5.56%) C# Developer
6 2 (5.56%) Solutions Architect
Libraries, Frameworks & Software Standards
1 12 (33.33%) Kafka
2 10 (27.78%) LAMP
3 6 (16.67%) .NET
3 6 (16.67%) JSON
4 5 (13.89%) RESTful
4 5 (13.89%) SAML
4 5 (13.89%) Spark Streaming
5 4 (11.11%) GeoJSON
5 4 (11.11%) REST
5 4 (11.11%) SOAP
5 4 (11.11%) Web Services
6 2 (5.56%) LAPP Stack
6 2 (5.56%) XML
7 1 (2.78%) ARM Templates
7 1 (2.78%) COM
7 1 (2.78%) Flask
7 1 (2.78%) NumPy
7 1 (2.78%) React
7 1 (2.78%) Shiny
Miscellaneous
1 4 (11.11%) Data Structures
1 4 (11.11%) Enterprise Software
1 4 (11.11%) Hybrid Cloud
1 4 (11.11%) Management Information System
1 4 (11.11%) Social Network
2 3 (8.33%) Data Centre
3 2 (5.56%) Public Cloud
3 2 (5.56%) Reference Data
4 1 (2.78%) Blog
4 1 (2.78%) Renewable Energy
4 1 (2.78%) Tandem
Operating Systems
1 15 (41.67%) Linux
2 8 (22.22%) Unix
3 2 (5.56%) Windows
Processes & Methodologies
1 17 (47.22%) DevOps
2 16 (44.44%) Analytics
3 13 (36.11%) Machine Learning
4 12 (33.33%) Open Source
5 11 (30.56%) Agile Software Development
6 10 (27.78%) Data Analytics
6 10 (27.78%) Data Pipeline
6 10 (27.78%) Data Science
6 10 (27.78%) Visualisation
7 9 (25.00%) Configuration Management
7 9 (25.00%) Data Analysis
8 8 (22.22%) Computer Science
8 8 (22.22%) Mathematics
8 8 (22.22%) Service Delivery
8 8 (22.22%) Statistics
8 8 (22.22%) Test Automation
9 7 (19.44%) Artificial Intelligence
9 7 (19.44%) Data Visualisation
10 6 (16.67%) Identity Management
10 6 (16.67%) Physics
Programming Languages
1 31 (86.11%) Python
2 29 (80.56%) SQL
3 16 (44.44%) Java
4 13 (36.11%) R
5 8 (22.22%) Perl
5 8 (22.22%) Ruby
6 5 (13.89%) JavaScript
7 4 (11.11%) Scala
8 3 (8.33%) C#
8 3 (8.33%) PowerShell
9 2 (5.56%) C++
10 1 (2.78%) MATLAB
Qualifications
1 11 (30.56%) Security Cleared
2 8 (22.22%) Degree
3 4 (11.11%) Master's Degree
4 3 (8.33%) SC Cleared
5 1 (2.78%) Computer Science Degree
Quality Assurance & Compliance
1 3 (8.33%) Data Quality
1 3 (8.33%) QA
System Software
1 11 (30.56%) Docker
2 1 (2.78%) Active Directory
2 1 (2.78%) Apache Flume
2 1 (2.78%) Apache ZooKeeper
2 1 (2.78%) HDFS
Systems Management
1 11 (30.56%) Kubernetes
2 9 (25.00%) Opscode Chef
2 9 (25.00%) Puppet
3 2 (5.56%) Ansible
4 1 (2.78%) Active Directory Federation Services
4 1 (2.78%) FortiGate
4 1 (2.78%) Grafana
4 1 (2.78%) Prometheus
4 1 (2.78%) Terraform
Vendors
1 9 (25.00%) Databricks
1 9 (25.00%) Microsoft
2 8 (22.22%) Checkmarx
3 2 (5.56%) MapR
3 2 (5.56%) Oracle
3 2 (5.56%) Red Hat
4 1 (2.78%) Adobe
4 1 (2.78%) CheckPoint
4 1 (2.78%) Cisco
4 1 (2.78%) Google
4 1 (2.78%) Hortonworks
4 1 (2.78%) IBM
4 1 (2.78%) Informatica
4 1 (2.78%) NVIDIA