Period
to 17 June 2019

The following table provides summary statistics for permanent job vacancies advertised in Nottingham 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 17 June 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
Nottinghamshire > Nottingham
6 months to
17 Jun 2019
Same period 2018 Same period 2017
Rank 58 97 116
Rank change year-on-year +39 +19 -
Permanent jobs citing Apache Spark 43 20 9
As % of all permanent IT jobs advertised in Nottingham 3.65% 1.36% 0.51%
As % of the Application Platforms category 20.87% 9.85% 3.78%
Number of salaries quoted 42 20 9
Nottingham median annual salary £72,500 £57,500 £52,500
Median salary % change year-on-year +26.09% +9.52% -
10th Percentile £51,250 £45,000 £41,500
90th Percentile £95,000 £75,000 £60,000
Nottinghamshire median annual salary £72,500 £57,500 £52,500
% change year-on-year +26.09% +9.52% +50.00%

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 Nottingham with a requirement for application platform skills.

All Application Platform Skills
Nottingham
Permanent vacancies with a requirement for application platform skills 206 203 238
As % of all permanent IT jobs advertised in Nottingham 17.50% 13.80% 13.36%
Number of salaries quoted 180 180 194
Nottingham median annual salary £38,750 £42,500 £42,500
Median salary % change year-on-year -8.82% - +6.25%
10th Percentile £19,125 £27,500 £24,263
90th Percentile £73,875 £62,750 £60,875
Nottinghamshire median annual salary £37,500 £42,500 £42,500
% change year-on-year -11.76% - +6.25%

Apache Spark
Job Vacancy Trend in Nottingham

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

Job vacancy trend for Apache Spark in Nottingham

Apache Spark
Salary Trend in Nottingham

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

Salary trend for Apache Spark in Nottingham

Apache Spark
Salary Histogram in Nottingham

The salary distribution of IT jobs citing Apache Spark in Nottingham over the 6 months to 17 June 2019.

Salary histogram for Apache Spark in Nottingham

For the 6 months to 17 June 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 Nottingham region with a requirement for Apache Spark.

1 43 (100.00%) Hadoop
2 39 (90.70%) Java
2 39 (90.70%) Big Data
3 35 (81.40%) Agile Software Development
4 34 (79.07%) Apache Hive
4 34 (79.07%) MapReduce
4 34 (79.07%) HBase
5 33 (76.74%) Impala
6 29 (67.44%) Scala
7 12 (27.91%) Amazon AWS
7 12 (27.91%) Analytics
8 8 (18.60%) Degree
9 7 (16.28%) Public Cloud
10 6 (13.95%) Google Cloud Platform
10 6 (13.95%) Finance
10 6 (13.95%) SQL
11 5 (11.63%) Microsoft Azure
11 5 (11.63%) Software Engineering
11 5 (11.63%) Google
11 5 (11.63%) Secure Coding
11 5 (11.63%) Problem-Solving
11 5 (11.63%) Technical Leadership
11 5 (11.63%) User Stories
12 4 (9.30%) Enterprise Software
12 4 (9.30%) HDFS
12 4 (9.30%) Performance Tuning
12 4 (9.30%) Critical Thinking
12 4 (9.30%) AWS Certification
12 4 (9.30%) Predictive Analytics
12 4 (9.30%) Test Automation

Apache Spark
Co-occurring IT Skills in Nottingham 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 (4.65%) Apache
1 2 (4.65%) Elasticsearch
2 1 (2.33%) Apache Pig
2 1 (2.33%) Oracle Workflow
Cloud Services
1 12 (27.91%) Amazon AWS
2 6 (13.95%) Google Cloud Platform
3 5 (11.63%) Microsoft Azure
Database & Business Intelligence
1 43 (100.00%) Hadoop
2 39 (90.70%) Big Data
3 34 (79.07%) Apache Hive
3 34 (79.07%) HBase
4 33 (76.74%) Impala
5 2 (4.65%) Flink
6 1 (2.33%) Apache Cassandra
6 1 (2.33%) Apache Ignite
6 1 (2.33%) MongoDB
6 1 (2.33%) NoSQL
6 1 (2.33%) Spark SQL
6 1 (2.33%) SQL Server
Development Applications
1 1 (2.33%) Git (software)
1 1 (2.33%) Subversion
General
1 6 (13.95%) Finance
Job Titles
1 34 (79.07%) Developer
2 33 (76.74%) Java Developer
3 24 (55.81%) Agile Developer
3 24 (55.81%) Agile Java Developer
4 14 (32.56%) Big Data Developer
5 13 (30.23%) Senior Developer
5 13 (30.23%) Senior Java Developer
6 12 (27.91%) Senior Agile Developer
6 12 (27.91%) Senior Agile Java Developer
6 12 (27.91%) Senior Big Data Developer
7 6 (13.95%) Analytics Manager
8 5 (11.63%) Development Manager
9 3 (6.98%) Lead Developer
9 3 (6.98%) Lead Java Developer
10 2 (4.65%) Analytics Developer
10 2 (4.65%) Big Data Manager
10 2 (4.65%) Java Engineer
11 1 (2.33%) AWS Specialist
11 1 (2.33%) Big Data Specialist
11 1 (2.33%) Data Engineer
Libraries, Frameworks & Software Standards
1 3 (6.98%) Kafka
2 2 (4.65%) Apache NiFi
3 1 (2.33%) CSS
3 1 (2.33%) HTML
3 1 (2.33%) jQuery
3 1 (2.33%) Node.js
3 1 (2.33%) RESTful
3 1 (2.33%) Spark Streaming
3 1 (2.33%) Web Services
3 1 (2.33%) XML
Miscellaneous
1 7 (16.28%) Public Cloud
2 4 (9.30%) Enterprise Software
3 1 (2.33%) Algorithms
3 1 (2.33%) Self-Motivation
Processes & Methodologies
1 35 (81.40%) Agile Software Development
2 34 (79.07%) MapReduce
3 12 (27.91%) Analytics
4 5 (11.63%) Problem-Solving
4 5 (11.63%) Secure Coding
4 5 (11.63%) Software Engineering
4 5 (11.63%) Technical Leadership
4 5 (11.63%) User Stories
5 4 (9.30%) Critical Thinking
5 4 (9.30%) Data Analysis
5 4 (9.30%) Performance Tuning
5 4 (9.30%) Predictive Analytics
5 4 (9.30%) Test Automation
6 3 (6.98%) IT Strategy
7 2 (4.65%) Computer Science
7 2 (4.65%) Mathematics
7 2 (4.65%) Open Source
7 2 (4.65%) SDLC
7 2 (4.65%) Statistics
8 1 (2.33%) Unit Testing
Programming Languages
1 39 (90.70%) Java
2 29 (67.44%) Scala
3 6 (13.95%) SQL
4 1 (2.33%) C++
4 1 (2.33%) JavaScript
Qualifications
1 8 (18.60%) Degree
2 4 (9.30%) AWS Certification
3 2 (4.65%) Numerate Degree
4 1 (2.33%) Computer Science Degree
4 1 (2.33%) Sun Certification
System Software
1 4 (9.30%) HDFS
2 2 (4.65%) Apache ZooKeeper
3 1 (2.33%) Apache Flume
3 1 (2.33%) Docker
Systems Management
1 1 (2.33%) Hadoop YARN
1 1 (2.33%) Kubernetes
Vendors
1 5 (11.63%) Google
2 2 (4.65%) Oracle