Period
to 20 October 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 20 October 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Nottinghamshire > Nottingham
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 55 125 137
Rank change year-on-year +70 +12 +12
Permanent jobs citing Apache Spark 59 9 1
As % of all permanent IT jobs advertised in Nottingham 4.31% 0.50% 0.051%
As % of the Application Platforms category 26.22% 3.69% 0.35%
Number of salaries quoted 48 9 1
Nottingham median annual salary £73,750 £52,500 £60,000
Median salary % change year-on-year +40.48% -12.50% -
10th Percentile £46,750 £39,500 £57,500
90th Percentile £111,500 £60,000 £62,500
Nottinghamshire median annual salary £72,500 £52,000 £60,000
% change year-on-year +39.42% -13.33% -20.00%

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 225 244 282
As % of all permanent IT jobs advertised in Nottingham 16.44% 13.65% 14.37%
Number of salaries quoted 199 208 208
Nottingham median annual salary £42,500 £41,250 £42,500
Median salary % change year-on-year +3.03% -2.94% +16.44%
10th Percentile £27,500 £25,700 £24,000
90th Percentile £75,500 £57,875 £59,125
Nottinghamshire median annual salary £42,500 £40,000 £42,000
% change year-on-year +6.25% -4.76% +20.00%

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 20 October 2018.

Salary histogram for Apache Spark in Nottingham

For the 6 months to 20 October 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 59 (100.00%) Big Data
2 44 (74.58%) Java
3 42 (71.19%) Hadoop
4 35 (59.32%) Agile Software Development
5 30 (50.85%) HBase
5 30 (50.85%) Analytics
6 27 (45.76%) SQL
7 26 (44.07%) Degree
7 26 (44.07%) Computer Science
8 24 (40.68%) Software Engineering
8 24 (40.68%) Scala
9 21 (35.59%) Microsoft Azure
10 18 (30.51%) Amazon AWS
10 18 (30.51%) C++
10 18 (30.51%) Problem-Solving
11 17 (28.81%) Flink
11 17 (28.81%) Python
11 17 (28.81%) Finance
12 15 (25.42%) Visualisation
12 15 (25.42%) NoSQL
12 15 (25.42%) Performance Tuning
13 14 (23.73%) Google Cloud Platform
13 14 (23.73%) Tableau
13 14 (23.73%) Open Source
13 14 (23.73%) Validation
13 14 (23.73%) Google
13 14 (23.73%) Power BI
13 14 (23.73%) Computer Science Degree
14 13 (22.03%) Web Services
14 13 (22.03%) Apache Hive

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 (22.03%) Elasticsearch
2 1 (1.69%) Confluence
Applications
1 3 (5.08%) Microsoft Excel
Cloud Services
1 21 (35.59%) Microsoft Azure
2 18 (30.51%) Amazon AWS
3 14 (23.73%) Google Cloud Platform
4 5 (8.47%) Cloud Computing
5 4 (6.78%) Azure Data Factory
6 2 (3.39%) Amazon EMR
7 1 (1.69%) Apigee
7 1 (1.69%) OpenShift
Database & Business Intelligence
1 59 (100.00%) Big Data
2 42 (71.19%) Hadoop
3 30 (50.85%) HBase
4 17 (28.81%) Flink
5 15 (25.42%) NoSQL
6 14 (23.73%) Power BI
7 13 (22.03%) Apache Hive
7 13 (22.03%) Impala
8 11 (18.64%) Data Warehouse
9 7 (11.86%) SQL Server
9 7 (11.86%) SQL Server Integration Services
9 7 (11.86%) SQL Server Reporting Services
10 4 (6.78%) Cloudera CDH
10 4 (6.78%) Sqoop
11 3 (5.08%) Looker
11 3 (5.08%) SQL Server Analysis Services
12 2 (3.39%) Azure SQL Data Warehouse
12 2 (3.39%) Data Lake
12 2 (3.39%) Parquet
12 2 (3.39%) QlikView
Development Applications
1 9 (15.25%) Git (software)
2 8 (13.56%) Atlassian Bamboo
2 8 (13.56%) GitLab
2 8 (13.56%) Gradle
2 8 (13.56%) Jenkins
3 1 (1.69%) Artifactory
3 1 (1.69%) Bitbucket
3 1 (1.69%) JIRA
General
1 17 (28.81%) Finance
2 6 (10.17%) Retail
3 4 (6.78%) Banking
3 4 (6.78%) French Language
3 4 (6.78%) German Language
4 1 (1.69%) Advertising
Job Titles
1 27 (45.76%) Big Data Engineer
2 26 (44.07%) Data Engineer
3 16 (27.12%) Developer
4 13 (22.03%) Big Data Developer
5 12 (20.34%) Hadoop Engineer
5 12 (20.34%) Senior Developer
6 11 (18.64%) Senior Big Data Developer
7 9 (15.25%) Java Engineer
8 8 (13.56%) Java Developer
9 6 (10.17%) Big Data Software Engineer
9 6 (10.17%) Software Engineer
10 5 (8.47%) Senior Java Developer
11 4 (6.78%) Architect
11 4 (6.78%) Data Architect
11 4 (6.78%) Development Engineer
11 4 (6.78%) Development Manager
11 4 (6.78%) Java Software Engineer
11 4 (6.78%) Senior Java Engineer
11 4 (6.78%) Senior Java Software Engineer
11 4 (6.78%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 13 (22.03%) Kafka
1 13 (22.03%) Web Services
2 3 (5.08%) .NET
3 2 (3.39%) Apache Avro
3 2 (3.39%) HTML
4 1 (1.69%) Swagger
Miscellaneous
1 26 (44.07%) Computer Science
2 13 (22.03%) Public Cloud
3 8 (13.56%) Self-Motivation
4 7 (11.86%) Data Structures
5 6 (10.17%) Analytical Skills
6 4 (6.78%) Greenfield Project
7 1 (1.69%) Management Information System
7 1 (1.69%) Private Cloud
Operating Systems
1 9 (15.25%) Linux
2 8 (13.56%) Unix
Processes & Methodologies
1 35 (59.32%) Agile Software Development
2 30 (50.85%) Analytics
3 24 (40.68%) Software Engineering
4 18 (30.51%) Problem-Solving
5 15 (25.42%) Performance Tuning
5 15 (25.42%) Visualisation
6 14 (23.73%) Open Source
6 14 (23.73%) Validation
7 12 (20.34%) MapReduce
8 10 (16.95%) Business Intelligence
8 10 (16.95%) Test Automation
9 9 (15.25%) Big Data Analytics
9 9 (15.25%) Computational Intelligence
9 9 (15.25%) Data Analytics
9 9 (15.25%) Data Development
9 9 (15.25%) ETL
9 9 (15.25%) Telematics
10 8 (13.56%) Deployment Automation
10 8 (13.56%) Functional Programming
10 8 (13.56%) Unit Testing
Programming Languages
1 44 (74.58%) Java
2 27 (45.76%) SQL
3 24 (40.68%) Scala
4 18 (30.51%) C++
5 17 (28.81%) Python
6 7 (11.86%) MATLAB
6 7 (11.86%) R
7 3 (5.08%) C#
7 3 (5.08%) PowerShell
Qualifications
1 26 (44.07%) Degree
2 14 (23.73%) Computer Science Degree
3 4 (6.78%) Numerate Degree
Quality Assurance & Compliance
1 7 (11.86%) Data Quality
2 3 (5.08%) GDPR
3 1 (1.69%) PCI DSS
3 1 (1.69%) PMO
3 1 (1.69%) QA
System Software
1 5 (8.47%) HDFS
Systems Management
1 12 (20.34%) Oozie
2 8 (13.56%) Puppet
Vendors
1 14 (23.73%) Google
1 14 (23.73%) Tableau
2 13 (22.03%) Cloudera
3 4 (6.78%) Alteryx
3 4 (6.78%) Hortonworks
3 4 (6.78%) Microsoft
3 4 (6.78%) Reuters
4 3 (5.08%) Oracle
5 1 (1.69%) Cisco