Period
to 21 January 2019

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

Apache Spark
East Midlands > Nottinghamshire
6 months to
21 Jan 2019
Same period 2018 Same period 2017
Rank 71 134 152
Rank change year-on-year +63 +18 +3
Permanent jobs citing Apache Spark 50 12 7
As % of all permanent IT jobs advertised in Nottinghamshire 3.51% 0.61% 0.31%
As % of the Application Platforms category 23.58% 4.35% 2.32%
Number of salaries quoted 40 12 7
Nottinghamshire median annual salary £75,000 £55,000 £60,000
Median salary % change year-on-year +36.36% -8.33% -7.69%
10th Percentile £59,875 £45,325 £48,750
90th Percentile £115,500 £60,000 £62,500
East Midlands median annual salary £75,000 £51,500 £45,000
% change year-on-year +45.63% +14.44% -5.26%

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 212 276 302
As % of all permanent IT jobs advertised in Nottinghamshire 14.89% 14.14% 13.31%
Number of salaries quoted 190 260 224
Nottinghamshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £28,500 £27,413 £26,250
90th Percentile £77,500 £57,500 £57,163
East Midlands median annual salary £40,000 £40,000 £38,000
% change year-on-year - +5.26% -2.56%

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 21 January 2019.

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 21 January 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
Nottingham +58 49 £75,000 +36.36% 2
Mansfield - 1 £55,000 -
Apache Spark
East Midlands

For the 6 months to 21 January 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 Nottinghamshire region with a requirement for Apache Spark.

1 50 (100.00%) Big Data
2 38 (76.00%) Hadoop
2 38 (76.00%) Java
3 32 (64.00%) Agile Software Development
4 30 (60.00%) HBase
5 27 (54.00%) Analytics
6 26 (52.00%) Degree
6 26 (52.00%) Computer Science
7 23 (46.00%) Software Engineering
7 23 (46.00%) SQL
8 19 (38.00%) C++
8 19 (38.00%) Scala
8 19 (38.00%) Microsoft Azure
9 18 (36.00%) Amazon AWS
10 17 (34.00%) Flink
10 17 (34.00%) Finance
11 16 (32.00%) Performance Tuning
12 15 (30.00%) Apache Hive
12 15 (30.00%) Validation
12 15 (30.00%) Computer Science Degree
12 15 (30.00%) Problem-Solving
12 15 (30.00%) Technical Leadership
13 14 (28.00%) Google
13 14 (28.00%) Open Source
13 14 (28.00%) Kafka
13 14 (28.00%) Google Cloud Platform
14 13 (26.00%) Public Cloud
14 13 (26.00%) Impala
14 13 (26.00%) Elasticsearch
14 13 (26.00%) Web Services

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 13 (26.00%) Elasticsearch
2 2 (4.00%) Apache Pig
3 1 (2.00%) Apache
3 1 (2.00%) Confluence
Applications
1 1 (2.00%) Microsoft Excel
Cloud Services
1 19 (38.00%) Microsoft Azure
2 18 (36.00%) Amazon AWS
3 14 (28.00%) Google Cloud Platform
4 4 (8.00%) Azure Data Factory
5 3 (6.00%) Cloud Computing
6 2 (4.00%) Amazon EMR
7 1 (2.00%) Apigee
7 1 (2.00%) OpenShift
Database & Business Intelligence
1 50 (100.00%) Big Data
2 38 (76.00%) Hadoop
3 30 (60.00%) HBase
4 17 (34.00%) Flink
5 15 (30.00%) Apache Hive
6 13 (26.00%) Impala
7 11 (22.00%) NoSQL
8 10 (20.00%) Power BI
9 5 (10.00%) Data Warehouse
9 5 (10.00%) SQL Server
9 5 (10.00%) SQL Server Integration Services
9 5 (10.00%) SQL Server Reporting Services
10 4 (8.00%) Cloudera CDH
10 4 (8.00%) Sqoop
11 2 (4.00%) Apache Cassandra
11 2 (4.00%) Parquet
12 1 (2.00%) Azure SQL Data Warehouse
12 1 (2.00%) QlikView
12 1 (2.00%) Spark SQL
12 1 (2.00%) SQL Server Analysis Services
Development Applications
1 8 (16.00%) Git (software)
2 7 (14.00%) Atlassian Bamboo
2 7 (14.00%) GitLab
2 7 (14.00%) Gradle
2 7 (14.00%) Jenkins
3 1 (2.00%) Artifactory
3 1 (2.00%) Bitbucket
3 1 (2.00%) JIRA
General
1 17 (34.00%) Finance
2 4 (8.00%) French Language
2 4 (8.00%) German Language
3 1 (2.00%) Advertising
3 1 (2.00%) Retail
Job Titles
1 18 (36.00%) Big Data Engineer
1 18 (36.00%) Developer
2 14 (28.00%) Data Engineer
3 13 (26.00%) Big Data Developer
4 12 (24.00%) Senior Developer
5 11 (22.00%) Hadoop Engineer
5 11 (22.00%) Senior Big Data Developer
6 9 (18.00%) Java Developer
6 9 (18.00%) Java Engineer
7 6 (12.00%) Senior Java Developer
8 5 (10.00%) Big Data Software Engineer
8 5 (10.00%) Software Engineer
9 4 (8.00%) Analytics Manager
9 4 (8.00%) Architect
9 4 (8.00%) Data Architect
9 4 (8.00%) Development Manager
9 4 (8.00%) Java Software Engineer
9 4 (8.00%) Senior Java Engineer
9 4 (8.00%) Senior Java Software Engineer
9 4 (8.00%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 14 (28.00%) Kafka
2 13 (26.00%) Web Services
3 2 (4.00%) Apache Avro
4 1 (2.00%) .NET
4 1 (2.00%) Apache NiFi
4 1 (2.00%) HTML
4 1 (2.00%) Spark Streaming
4 1 (2.00%) Swagger
Miscellaneous
1 13 (26.00%) Public Cloud
2 7 (14.00%) Self-Motivation
3 6 (12.00%) Analytical Skills
4 5 (10.00%) Data Structures
5 1 (2.00%) Management Information System
5 1 (2.00%) Private Cloud
Operating Systems
1 8 (16.00%) Linux
2 7 (14.00%) Unix
Processes & Methodologies
1 32 (64.00%) Agile Software Development
2 27 (54.00%) Analytics
3 26 (52.00%) Computer Science
4 23 (46.00%) Software Engineering
5 16 (32.00%) Performance Tuning
6 15 (30.00%) Problem-Solving
6 15 (30.00%) Technical Leadership
6 15 (30.00%) Validation
7 14 (28.00%) Open Source
8 11 (22.00%) MapReduce
8 11 (22.00%) Visualisation
9 10 (20.00%) Test Automation
10 7 (14.00%) Continuous Integration
10 7 (14.00%) Deployment Automation
10 7 (14.00%) Functional Programming
10 7 (14.00%) Integration Testing
10 7 (14.00%) Unit Testing
11 6 (12.00%) Business Intelligence
11 6 (12.00%) Data Science
11 6 (12.00%) ETL
Programming Languages
1 38 (76.00%) Java
2 23 (46.00%) SQL
3 19 (38.00%) C++
3 19 (38.00%) Scala
4 9 (18.00%) Python
5 5 (10.00%) MATLAB
5 5 (10.00%) R
6 1 (2.00%) C#
6 1 (2.00%) PowerShell
Qualifications
1 26 (52.00%) Degree
2 15 (30.00%) Computer Science Degree
3 4 (8.00%) Numerate Degree
Quality Assurance & Compliance
1 5 (10.00%) Data Quality
2 2 (4.00%) GDPR
3 1 (2.00%) PCI DSS
3 1 (2.00%) PMO
3 1 (2.00%) QA
System Software
1 6 (12.00%) HDFS
2 2 (4.00%) Apache Flume
Systems Management
1 11 (22.00%) Oozie
2 7 (14.00%) Puppet
3 1 (2.00%) Hadoop YARN
Vendors
1 14 (28.00%) Google
2 9 (18.00%) Cloudera
2 9 (18.00%) Tableau
3 4 (8.00%) Alteryx
3 4 (8.00%) Hortonworks
3 4 (8.00%) Microsoft
3 4 (8.00%) Reuters
4 1 (2.00%) Cisco