Period
to 24 February 2018

The following table provides summary statistics for permanent job vacancies advertised in Nottinghamshire 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 24 February 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
East Midlands > Nottinghamshire
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 131 132 142
Rank change year-on-year +1 +10 -
Permanent jobs citing Apache Spark 16 9 2
As % of all permanent IT jobs advertised in Nottinghamshire 0.80% 0.40% 0.085%
As % of the Application Platforms category 5.59% 3.08% 0.50%
Number of salaries quoted 16 9 2
Nottinghamshire median annual salary £55,000 £52,500 £65,000
Median salary % change year-on-year +4.76% -19.23% -
10th Percentile £46,625 £48,750 £38,500
90th Percentile £75,000 £62,500 £91,500
East Midlands median annual salary £52,000 £45,000 £40,000
% change year-on-year +15.56% +12.50% -33.33%

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 Nottinghamshire with a requirement for application platform skills.

All Application Platform Skills
Nottinghamshire
Permanent vacancies with a requirement for application platform skills 286 292 401
As % of all permanent IT jobs advertised in Nottinghamshire 14.23% 13.12% 17.12%
Number of salaries quoted 264 212 276
Nottinghamshire median annual salary £42,500 £42,500 £37,500
Median salary % change year-on-year - +13.33% +7.14%
10th Percentile £27,500 £24,088 £22,000
90th Percentile £60,000 £57,500 £54,875
East Midlands median annual salary £40,000 £39,500 £40,000
% change year-on-year +1.27% -1.25% +6.67%

Apache Spark
Job Vacancy Trend in Nottinghamshire

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

Job vacancy trend for Apache Spark in Nottinghamshire

Apache Spark
Salary Trend in Nottinghamshire

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

Salary trend for Apache Spark in Nottinghamshire

Apache Spark
Salary Histogram in Nottinghamshire

The salary distribution of IT jobs citing Apache Spark in Nottinghamshire over the 6 months to 24 February 2018.

Salary histogram for Apache Spark in Nottinghamshire

Apache Spark
Job Locations in Nottinghamshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Nottinghamshire region over the 6 months to 24 February 2018. 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
Nottingham +5 16 £55,000 +4.76% 7
Apache Spark
East Midlands

For the 6 months to 24 February 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 Nottinghamshire region with a requirement for Apache Spark.

1 16 (100.00%) Agile Software Development
1 16 (100.00%) Big Data
2 15 (93.75%) Multithreading
2 15 (93.75%) Java
3 14 (87.50%) Scala
3 14 (87.50%) Hadoop
4 13 (81.25%) Scrum
5 12 (75.00%) HBase
5 12 (75.00%) Linux
5 12 (75.00%) Analytical Skills
5 12 (75.00%) Multithreaded Programming
6 10 (62.50%) MapReduce
6 10 (62.50%) Finance
6 10 (62.50%) Performance Testing
6 10 (62.50%) Unit Testing
6 10 (62.50%) Integration Testing
7 9 (56.25%) Shell Script
8 8 (50.00%) Hadoop YARN
9 3 (18.75%) C#
9 3 (18.75%) .NET
10 2 (12.50%) HTML
10 2 (12.50%) Tomcat
10 2 (12.50%) XML
10 2 (12.50%) Software Engineering
10 2 (12.50%) AngularJS
10 2 (12.50%) NoSQL
10 2 (12.50%) Redis
10 2 (12.50%) MongoDB
10 2 (12.50%) Jetty
10 2 (12.50%) Web Development

Apache Spark
Co-occurring IT Skills in Nottinghamshire 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 2 (12.50%) Jetty
1 2 (12.50%) Tomcat
2 1 (6.25%) Apache Solr
2 1 (6.25%) Elasticsearch
2 1 (6.25%) JBoss
2 1 (6.25%) OpenStack
2 1 (6.25%) WebLogic
2 1 (6.25%) WebSphere
2 1 (6.25%) WebSphere Application Server
Cloud Services
1 2 (12.50%) Amazon AWS
1 2 (12.50%) Microsoft Azure
Database & Business Intelligence
1 16 (100.00%) Big Data
2 14 (87.50%) Hadoop
3 12 (75.00%) HBase
4 2 (12.50%) MongoDB
4 2 (12.50%) NoSQL
4 2 (12.50%) Redis
5 1 (6.25%) Apache Cassandra
5 1 (6.25%) Couchbase
5 1 (6.25%) MySQL
5 1 (6.25%) PostgreSQL
5 1 (6.25%) Riak
5 1 (6.25%) SQL Server
General
1 10 (62.50%) Finance
Job Titles
1 16 (100.00%) Developer
2 14 (87.50%) Java Developer
3 11 (68.75%) Big Data Developer
4 9 (56.25%) Hadoop Developer
4 9 (56.25%) Java Hadoop Developer
5 2 (12.50%) .NET Developer
5 2 (12.50%) Java Scala Developer
5 2 (12.50%) Scala Developer
5 2 (12.50%) Software Developer
6 1 (6.25%) .NET Programmer
6 1 (6.25%) .NET Software Developer
6 1 (6.25%) Agile Java Developer
6 1 (6.25%) Apache Spark Developer
6 1 (6.25%) C# .NET Developer
6 1 (6.25%) C# Developer
6 1 (6.25%) C# Programmer
6 1 (6.25%) Java Software Developer
6 1 (6.25%) Lead Developer
6 1 (6.25%) Lead Java Developer
6 1 (6.25%) Programmer
Libraries, Frameworks & Software Standards
1 3 (18.75%) .NET
2 2 (12.50%) AngularJS
2 2 (12.50%) HTML
2 2 (12.50%) React
2 2 (12.50%) XML
3 1 (6.25%) .NET Framework
3 1 (6.25%) Elastic Stack
3 1 (6.25%) Lucene
3 1 (6.25%) Node.js
Miscellaneous
1 12 (75.00%) Analytical Skills
2 1 (6.25%) Enterprise Software
Operating Systems
1 12 (75.00%) Linux
Processes & Methodologies
1 16 (100.00%) Agile Software Development
2 15 (93.75%) Multithreading
3 13 (81.25%) Scrum
4 12 (75.00%) Multithreaded Programming
5 10 (62.50%) Integration Testing
5 10 (62.50%) MapReduce
5 10 (62.50%) Performance Testing
5 10 (62.50%) Unit Testing
6 2 (12.50%) Software Engineering
6 2 (12.50%) Web Development
7 1 (6.25%) Coaching
7 1 (6.25%) Concurrent Programming
7 1 (6.25%) Continuous Integration
7 1 (6.25%) Kanban
7 1 (6.25%) Mentoring
7 1 (6.25%) OO
7 1 (6.25%) SDLC
7 1 (6.25%) TDD
7 1 (6.25%) UML
7 1 (6.25%) Waterfall
Programming Languages
1 15 (93.75%) Java
2 14 (87.50%) Scala
3 9 (56.25%) Shell Script
4 3 (18.75%) C#
5 1 (6.25%) Bash Shell
5 1 (6.25%) C
5 1 (6.25%) Go
5 1 (6.25%) Perl
5 1 (6.25%) PHP
5 1 (6.25%) Python
Systems Management
1 8 (50.00%) Hadoop YARN
2 1 (6.25%) Ansible
2 1 (6.25%) Kibana
2 1 (6.25%) logstash
2 1 (6.25%) Opscode Chef
2 1 (6.25%) Puppet
2 1 (6.25%) Salt
Vendors
1 1 (6.25%) Microsoft
1 1 (6.25%) Oracle