Period
to 15 December 2018

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 15 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Nottinghamshire > Nottingham
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 53 134 136
Rank change year-on-year +81 +2 +4
Permanent jobs citing Apache Spark 55 8 7
As % of all permanent IT jobs advertised in Nottingham 4.52% 0.44% 0.34%
As % of the Application Platforms category 29.41% 3.17% 2.67%
Number of salaries quoted 42 8 7
Nottingham median annual salary £75,000 £52,000 £60,000
Median salary % change year-on-year +44.23% -13.33% -36.84%
10th Percentile £53,125 £39,250 £48,750
90th Percentile £114,500 £56,250 £62,500
Nottinghamshire median annual salary £75,000 £51,500 £60,000
% change year-on-year +45.63% -14.17% -36.84%

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 187 252 262
As % of all permanent IT jobs advertised in Nottingham 15.38% 13.72% 12.82%
Number of salaries quoted 165 223 186
Nottingham median annual salary £42,500 £40,000 £42,500
Median salary % change year-on-year +6.25% -5.88% +13.33%
10th Percentile £26,750 £26,325 £26,500
90th Percentile £77,500 £56,250 £60,625
Nottinghamshire median annual salary £42,500 £40,000 £42,000
% change year-on-year +6.25% -4.76% +12.00%

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 15 December 2018.

Salary histogram for Apache Spark in Nottingham

For the 6 months to 15 December 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 Nottingham region with a requirement for Apache Spark.

1 55 (100.00%) Big Data
2 43 (78.18%) Hadoop
3 41 (74.55%) Java
4 33 (60.00%) Agile Software Development
5 31 (56.36%) Analytics
5 31 (56.36%) HBase
6 28 (50.91%) SQL
7 27 (49.09%) Computer Science
7 27 (49.09%) Degree
8 24 (43.64%) Software Engineering
8 24 (43.64%) Scala
9 19 (34.55%) Microsoft Azure
9 19 (34.55%) C++
10 18 (32.73%) Finance
10 18 (32.73%) Amazon AWS
11 17 (30.91%) Flink
12 16 (29.09%) Apache Hive
12 16 (29.09%) Performance Tuning
13 15 (27.27%) NoSQL
13 15 (27.27%) Kafka
13 15 (27.27%) Validation
13 15 (27.27%) Computer Science Degree
13 15 (27.27%) Problem-Solving
13 15 (27.27%) Technical Leadership
14 14 (25.45%) Google
14 14 (25.45%) Open Source
14 14 (25.45%) Impala
14 14 (25.45%) Google Cloud Platform
15 13 (23.64%) Cloudera
15 13 (23.64%) Public Cloud

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 13 (23.64%) Elasticsearch
2 2 (3.64%) Apache Pig
3 1 (1.82%) Apache
3 1 (1.82%) Confluence
Applications
1 1 (1.82%) Microsoft Excel
Cloud Services
1 19 (34.55%) Microsoft Azure
2 18 (32.73%) Amazon AWS
3 14 (25.45%) Google Cloud Platform
4 4 (7.27%) Azure Data Factory
5 3 (5.45%) Cloud Computing
6 2 (3.64%) Amazon EMR
7 1 (1.82%) Apigee
7 1 (1.82%) OpenShift
Database & Business Intelligence
1 55 (100.00%) Big Data
2 43 (78.18%) Hadoop
3 31 (56.36%) HBase
4 17 (30.91%) Flink
5 16 (29.09%) Apache Hive
6 15 (27.27%) NoSQL
7 14 (25.45%) Impala
8 12 (21.82%) Power BI
9 5 (9.09%) Data Warehouse
9 5 (9.09%) SQL Server
9 5 (9.09%) SQL Server Integration Services
9 5 (9.09%) SQL Server Reporting Services
10 4 (7.27%) Cloudera CDH
10 4 (7.27%) Sqoop
11 2 (3.64%) Apache Cassandra
11 2 (3.64%) Parquet
12 1 (1.82%) Data Lake
12 1 (1.82%) QlikView
12 1 (1.82%) Spark SQL
12 1 (1.82%) SQL Server Analysis Services
Development Applications
1 9 (16.36%) Git (software)
2 8 (14.55%) Atlassian Bamboo
2 8 (14.55%) GitLab
2 8 (14.55%) Gradle
2 8 (14.55%) Jenkins
3 1 (1.82%) Artifactory
3 1 (1.82%) Bitbucket
3 1 (1.82%) JIRA
General
1 18 (32.73%) Finance
2 4 (7.27%) French Language
2 4 (7.27%) German Language
3 1 (1.82%) Advertising
3 1 (1.82%) Retail
Job Titles
1 22 (40.00%) Big Data Engineer
2 19 (34.55%) Data Engineer
2 19 (34.55%) Developer
3 14 (25.45%) Big Data Developer
4 13 (23.64%) Senior Developer
5 12 (21.82%) Senior Big Data Developer
6 11 (20.00%) Hadoop Engineer
7 9 (16.36%) Java Developer
7 9 (16.36%) Java Engineer
8 6 (10.91%) Senior Java Developer
9 5 (9.09%) Big Data Software Engineer
9 5 (9.09%) Software Engineer
10 4 (7.27%) Analytics Manager
10 4 (7.27%) Architect
10 4 (7.27%) Data Architect
10 4 (7.27%) Development Manager
10 4 (7.27%) Java Software Engineer
10 4 (7.27%) Senior Java Engineer
10 4 (7.27%) Senior Java Software Engineer
10 4 (7.27%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 15 (27.27%) Kafka
2 13 (23.64%) Web Services
3 2 (3.64%) Apache Avro
4 1 (1.82%) .NET
4 1 (1.82%) HTML
4 1 (1.82%) Spark Streaming
4 1 (1.82%) Swagger
Miscellaneous
1 13 (23.64%) Public Cloud
2 8 (14.55%) Self-Motivation
3 7 (12.73%) Data Structures
4 6 (10.91%) Analytical Skills
5 1 (1.82%) Management Information System
5 1 (1.82%) Private Cloud
Operating Systems
1 9 (16.36%) Linux
2 8 (14.55%) Unix
Processes & Methodologies
1 33 (60.00%) Agile Software Development
2 31 (56.36%) Analytics
3 27 (49.09%) Computer Science
4 24 (43.64%) Software Engineering
5 16 (29.09%) Performance Tuning
6 15 (27.27%) Problem-Solving
6 15 (27.27%) Technical Leadership
6 15 (27.27%) Validation
7 14 (25.45%) Open Source
8 13 (23.64%) MapReduce
8 13 (23.64%) Visualisation
9 11 (20.00%) Test Automation
10 9 (16.36%) Big Data Analytics
10 9 (16.36%) Computational Intelligence
10 9 (16.36%) Data Analytics
10 9 (16.36%) Data Development
10 9 (16.36%) Telematics
11 8 (14.55%) Business Intelligence
11 8 (14.55%) Deployment Automation
11 8 (14.55%) Functional Programming
Programming Languages
1 41 (74.55%) Java
2 28 (50.91%) SQL
3 24 (43.64%) Scala
4 19 (34.55%) C++
5 13 (23.64%) Python
6 7 (12.73%) MATLAB
6 7 (12.73%) R
7 1 (1.82%) C#
7 1 (1.82%) PowerShell
Qualifications
1 27 (49.09%) Degree
2 15 (27.27%) Computer Science Degree
3 4 (7.27%) Numerate Degree
Quality Assurance & Compliance
1 7 (12.73%) Data Quality
2 2 (3.64%) GDPR
3 1 (1.82%) PCI DSS
3 1 (1.82%) PMO
3 1 (1.82%) QA
System Software
1 6 (10.91%) HDFS
2 2 (3.64%) Apache Flume
Systems Management
1 12 (21.82%) Oozie
2 8 (14.55%) Puppet
3 1 (1.82%) Hadoop YARN
Vendors
1 14 (25.45%) Google
2 13 (23.64%) Cloudera
3 12 (21.82%) Tableau
4 4 (7.27%) Alteryx
4 4 (7.27%) Hortonworks
4 4 (7.27%) Microsoft
4 4 (7.27%) Reuters
5 1 (1.82%) Cisco
5 1 (1.82%) Oracle