Period
to 27 May 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 27 May 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
East Midlands > Nottinghamshire
6 months to
27 May 2018
Same period 2017 Same period 2016
Rank 109 135 147
Rank change year-on-year +26 +12 +8
Permanent jobs citing Apache Spark 20 7 1
As % of all permanent IT jobs advertised in Nottinghamshire 1.22% 0.35% 0.047%
As % of the Application Platforms category 8.33% 2.57% 0.27%
Number of salaries quoted 20 7 1
Nottinghamshire median annual salary £57,500 £52,500 £35,000
Median salary % change year-on-year +9.52% +50.00% -53.33%
10th Percentile £45,000 £46,250 £32,500
90th Percentile £75,000 £58,500 £37,500
East Midlands median annual salary £60,000 £42,500 £37,500
% change year-on-year +41.18% +13.33% -34.78%

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 240 272 366
As % of all permanent IT jobs advertised in Nottinghamshire 14.67% 13.43% 17.36%
Number of salaries quoted 218 215 268
Nottinghamshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% +14.29%
10th Percentile £26,600 £25,650 £22,175
90th Percentile £62,500 £58,250 £58,750
East Midlands median annual salary £42,500 £40,000 £37,500
% change year-on-year +6.25% +6.67% -1.32%

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 27 May 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 27 May 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 +24 20 £57,500 +9.52% 4
Apache Spark
East Midlands

For the 6 months to 27 May 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 20 (100.00%) Big Data
2 16 (80.00%) Java
2 16 (80.00%) Agile Software Development
3 13 (65.00%) Hadoop
4 11 (55.00%) Scala
5 10 (50.00%) HBase
5 10 (50.00%) Multithreading
6 8 (40.00%) Data Warehouse
7 7 (35.00%) Linux
7 7 (35.00%) Finance
7 7 (35.00%) Scrum
7 7 (35.00%) Shell Script
7 7 (35.00%) MapReduce
7 7 (35.00%) Performance Testing
7 7 (35.00%) Unit Testing
7 7 (35.00%) Integration Testing
7 7 (35.00%) Analytical Skills
7 7 (35.00%) Hadoop YARN
7 7 (35.00%) Multithreaded Programming
8 6 (30.00%) Retail
9 5 (25.00%) Microsoft Azure
9 5 (25.00%) Python
10 4 (20.00%) Power BI
10 4 (20.00%) Greenfield Project
10 4 (20.00%) Problem-Solving
10 4 (20.00%) ETL
10 4 (20.00%) SQL
10 4 (20.00%) C#
10 4 (20.00%) .NET
10 4 (20.00%) Oracle

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 1 (5.00%) Jetty
1 1 (5.00%) SAS
1 1 (5.00%) Tomcat
Applications
1 3 (15.00%) Microsoft Excel
Cloud Services
1 5 (25.00%) Microsoft Azure
2 3 (15.00%) Cloud Computing
3 1 (5.00%) Amazon AWS
Database & Business Intelligence
1 20 (100.00%) Big Data
2 13 (65.00%) Hadoop
3 10 (50.00%) HBase
4 8 (40.00%) Data Warehouse
5 4 (20.00%) Power BI
6 3 (15.00%) Looker
6 3 (15.00%) SQL Server
6 3 (15.00%) SQL Server Analysis Services
6 3 (15.00%) SQL Server Integration Services
6 3 (15.00%) SQL Server Reporting Services
7 2 (10.00%) Azure SQL Data Warehouse
7 2 (10.00%) Data Lake
7 2 (10.00%) QlikView
8 1 (5.00%) Apache Hive
8 1 (5.00%) Enterprise Data Warehouse
8 1 (5.00%) KNIME
8 1 (5.00%) MongoDB
8 1 (5.00%) MySQL
8 1 (5.00%) NoSQL
8 1 (5.00%) Redis
General
1 7 (35.00%) Finance
2 6 (30.00%) Retail
3 4 (20.00%) Banking
Job Titles
1 12 (60.00%) Developer
2 10 (50.00%) Java Developer
3 9 (45.00%) Hadoop Developer
3 9 (45.00%) Java Hadoop Developer
4 8 (40.00%) Big Data Developer
5 7 (35.00%) Data Engineer
6 5 (25.00%) Big Data Engineer
7 4 (20.00%) Cloud Engineer
8 2 (10.00%) Apache Spark Developer
8 2 (10.00%) Java Scala Developer
8 2 (10.00%) Scala Developer
8 2 (10.00%) Senior Data Engineer
9 1 (5.00%) .NET Developer
9 1 (5.00%) .NET Programmer
9 1 (5.00%) Business Intelligence Developer
9 1 (5.00%) C# Developer
9 1 (5.00%) C# Programmer
9 1 (5.00%) Data Scientist
9 1 (5.00%) Lead Java Developer
9 1 (5.00%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 4 (20.00%) .NET
2 1 (5.00%) .NET Framework
2 1 (5.00%) AngularJS
2 1 (5.00%) HTML
2 1 (5.00%) Node.js
2 1 (5.00%) React
Miscellaneous
1 7 (35.00%) Analytical Skills
2 4 (20.00%) Greenfield Project
3 1 (5.00%) Algorithms
3 1 (5.00%) Fintech
Operating Systems
1 7 (35.00%) Linux
Processes & Methodologies
1 16 (80.00%) Agile Software Development
2 10 (50.00%) Multithreading
3 7 (35.00%) Integration Testing
3 7 (35.00%) MapReduce
3 7 (35.00%) Multithreaded Programming
3 7 (35.00%) Performance Testing
3 7 (35.00%) Scrum
3 7 (35.00%) Unit Testing
4 4 (20.00%) ETL
4 4 (20.00%) Problem-Solving
4 4 (20.00%) Visualisation
5 3 (15.00%) Business Analysis
5 3 (15.00%) Business Intelligence
5 3 (15.00%) Data Engineering
5 3 (15.00%) Data Modelling
6 1 (5.00%) Coaching
6 1 (5.00%) Collaborative Working
6 1 (5.00%) Data Science
6 1 (5.00%) Mentoring
6 1 (5.00%) SDLC
Programming Languages
1 16 (80.00%) Java
2 11 (55.00%) Scala
3 7 (35.00%) Shell Script
4 5 (25.00%) Python
5 4 (20.00%) C#
5 4 (20.00%) SQL
6 3 (15.00%) PowerShell
7 1 (5.00%) C
7 1 (5.00%) T-SQL
Quality Assurance & Compliance
1 2 (10.00%) GDPR
Systems Management
1 7 (35.00%) Hadoop YARN
Vendors
1 4 (20.00%) Oracle
1 4 (20.00%) Tableau
2 1 (5.00%) Alteryx
2 1 (5.00%) Microsoft