Period
to 23 March 2019

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

Apache Spark
England > Yorkshire
6 months to
23 Mar 2019
Same period 2018 Same period 2017
Rank 225 271 307
Rank change year-on-year +46 +36 +32
Permanent jobs citing Apache Spark 52 47 26
As % of all permanent IT jobs advertised in Yorkshire 0.71% 0.46% 0.25%
As % of the Application Platforms category 4.84% 3.53% 1.52%
Number of salaries quoted 45 40 23
Yorkshire median annual salary £50,000 £55,000 £55,000
Median salary % change year-on-year -9.09% - +15.79%
10th Percentile £42,000 £37,500 £32,500
90th Percentile £110,000 £67,500 £66,250
England median annual salary £75,000 £70,000 £67,500
% change year-on-year +7.14% +3.70% +3.85%

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 1,074 1,333 1,707
As % of all permanent IT jobs advertised in Yorkshire 14.72% 13.09% 16.18%
Number of salaries quoted 840 1,149 1,472
Yorkshire median annual salary £40,000 £40,000 £37,500
Median salary % change year-on-year - +6.67% -6.25%
10th Percentile £25,688 £26,250 £23,000
90th Percentile £57,500 £57,500 £58,000
England median annual salary £50,000 £50,000 £47,000
% change year-on-year - +6.38% +4.44%

Apache Spark
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Apache Spark in Yorkshire

Apache Spark
Salary Trend in Yorkshire

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

Salary trend for Apache Spark in Yorkshire

Apache Spark
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Apache Spark in Yorkshire over the 6 months to 23 March 2019.

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 March 2019. 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
West Yorkshire +41 40 £49,337 -6.47% 4
North Yorkshire - 7 £45,000 -
South Yorkshire -3 5 £100,000 +77.78% 1
Apache Spark
England

For the 6 months to 23 March 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 Yorkshire region with a requirement for Apache Spark.

1 46 (88.46%) Hadoop
2 44 (84.62%) SQL
3 39 (75.00%) Agile Software Development
4 37 (71.15%) Python
5 36 (69.23%) Big Data
6 35 (67.31%) NoSQL
7 30 (57.69%) Apache Cassandra
8 25 (48.08%) MongoDB
9 23 (44.23%) DevOps
10 22 (42.31%) Apache Hive
10 22 (42.31%) PostgreSQL
11 21 (40.38%) Scala
11 21 (40.38%) Analytics
12 20 (38.46%) Elasticsearch
12 20 (38.46%) Machine Learning
12 20 (38.46%) ETL
12 20 (38.46%) Unix
12 20 (38.46%) TDD
12 20 (38.46%) Software Engineering
12 20 (38.46%) Continuous Integration
13 18 (34.62%) Kafka
14 17 (32.69%) Coaching
14 17 (32.69%) Data Engineering
15 16 (30.77%) HDFS
15 16 (30.77%) Spark SQL
15 16 (30.77%) Spark Streaming
15 16 (30.77%) Mentoring
15 16 (30.77%) Oozie
15 16 (30.77%) GitHub
15 16 (30.77%) Hortonworks

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 20 (38.46%) Elasticsearch
2 15 (28.85%) nginx
3 14 (26.92%) Apache
4 3 (5.77%) SAS
Cloud Services
1 16 (30.77%) Amazon AWS
1 16 (30.77%) GitHub
2 5 (9.62%) Cloud Computing
2 5 (9.62%) Microsoft Azure
3 1 (1.92%) Serverless
Communications & Networking
1 1 (1.92%) Internet
Database & Business Intelligence
1 46 (88.46%) Hadoop
2 36 (69.23%) Big Data
3 35 (67.31%) NoSQL
4 30 (57.69%) Apache Cassandra
5 25 (48.08%) MongoDB
6 22 (42.31%) Apache Hive
6 22 (42.31%) PostgreSQL
7 16 (30.77%) Spark SQL
8 15 (28.85%) HBase
8 15 (28.85%) Redis
8 15 (28.85%) Riak
9 14 (26.92%) Sqoop
10 13 (25.00%) GIS
11 11 (21.15%) CouchDB
12 7 (13.46%) Data Lake
13 6 (11.54%) SQL Server Integration Services
14 4 (7.69%) SQL Server
15 2 (3.85%) Data Mining
15 2 (3.85%) QlikView
15 2 (3.85%) Text Mining
Development Applications
1 15 (28.85%) Git (software)
1 15 (28.85%) Mercurial
1 15 (28.85%) Subversion
2 14 (26.92%) Jenkins
General
1 5 (9.62%) Finance
2 1 (1.92%) Law
2 1 (1.92%) Marketing
2 1 (1.92%) Retail
Job Titles
1 19 (36.54%) Developer
2 16 (30.77%) Big Data Engineer
2 16 (30.77%) Data Engineer
3 15 (28.85%) Python Developer
4 9 (17.31%) Python Engineer
5 6 (11.54%) Senior Data Engineer
6 5 (9.62%) Applications Architect
6 5 (9.62%) Architect
6 5 (9.62%) Senior Architect
7 4 (7.69%) DevOps Engineer
8 3 (5.77%) Consultant
8 3 (5.77%) Data Scientist
8 3 (5.77%) Senior Developer
9 2 (3.85%) Business Intelligence Consultant
9 2 (3.85%) Business Intelligence Developer
9 2 (3.85%) ETL Developer
9 2 (3.85%) Junior
9 2 (3.85%) Junior Developer
9 2 (3.85%) Junior Python Developer
9 2 (3.85%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 18 (34.62%) Kafka
2 16 (30.77%) Spark Streaming
3 15 (28.85%) RabbitMQ
4 5 (9.62%) AngularJS
4 5 (9.62%) Middleware
4 5 (9.62%) Node.js
4 5 (9.62%) React
4 5 (9.62%) TensorFlow
5 2 (3.85%) JSON
5 2 (3.85%) Web Services
5 2 (3.85%) XML
6 1 (1.92%) LAPP Stack
Miscellaneous
1 5 (9.62%) Cloud Native
2 3 (5.77%) Algorithms
3 1 (1.92%) Analytical Skills
3 1 (1.92%) User Experience
Operating Systems
1 20 (38.46%) Unix
2 9 (17.31%) Linux
3 4 (7.69%) CentOS
Processes & Methodologies
1 39 (75.00%) Agile Software Development
2 23 (44.23%) DevOps
3 21 (40.38%) Analytics
4 20 (38.46%) Continuous Integration
4 20 (38.46%) ETL
4 20 (38.46%) Machine Learning
4 20 (38.46%) Software Engineering
4 20 (38.46%) TDD
5 17 (32.69%) Coaching
5 17 (32.69%) Data Engineering
6 16 (30.77%) Data Analysis
6 16 (30.77%) Mentoring
7 14 (26.92%) Data Integration
7 14 (26.92%) Data Reconciliation
7 14 (26.92%) Data Transformation
7 14 (26.92%) Use Case
8 11 (21.15%) Technical Leadership
9 9 (17.31%) Data Modelling
10 7 (13.46%) Business Intelligence
10 7 (13.46%) Project Management
Programming Languages
1 44 (84.62%) SQL
2 37 (71.15%) Python
3 21 (40.38%) Scala
4 15 (28.85%) Java
5 3 (5.77%) R
6 1 (1.92%) HiveQL
6 1 (1.92%) VBA
Qualifications
1 13 (25.00%) Security Cleared
2 8 (15.38%) SC Cleared
3 3 (5.77%) PhD
Quality Assurance & Compliance
1 6 (11.54%) QA
2 1 (1.92%) GDPR
System Software
1 16 (30.77%) HDFS
2 14 (26.92%) Apache Flume
Systems Management
1 16 (30.77%) Oozie
2 15 (28.85%) Ansible
3 5 (9.62%) Hadoop YARN
4 4 (7.69%) Opscode Chef
4 4 (7.69%) Puppet
4 4 (7.69%) Terraform
Vendors
1 16 (30.77%) Hortonworks
1 16 (30.77%) Oracle
2 14 (26.92%) Cloudera
3 2 (3.85%) Databricks
3 2 (3.85%) Tableau
4 1 (1.92%) Splunk
4 1 (1.92%) Talend