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

Apache Spark
East Midlands > Nottinghamshire
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 83 130 -
Rank change year-on-year +47 - +155
Permanent jobs citing Apache Spark 33 8 0
As % of all permanent IT jobs advertised in Nottinghamshire 2.23% 0.40% -
As % of the Application Platforms category 14.29% 2.79% -
Number of salaries quoted 29 8 0
Nottinghamshire median annual salary £65,000 £52,500 -
Median salary % change year-on-year +23.81% - -
East Midlands median annual salary £68,750 £42,500 £65,000
% change year-on-year +61.76% -34.62% +13.04%

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 231 287 361
As % of all permanent IT jobs advertised in Nottinghamshire 15.62% 14.47% 16.52%
Number of salaries quoted 206 240 285
Nottinghamshire median annual salary £40,500 £42,500 £40,000
Median salary % change year-on-year -4.71% +6.25% +14.29%
10th Percentile £26,250 £25,900 £24,000
90th Percentile £63,750 £58,750 £60,000
East Midlands median annual salary £42,500 £40,000 £38,500
% change year-on-year +6.25% +3.90% +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 20 August 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 20 August 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 +49 32 £65,000 +23.81% 8
Mansfield - 1 £55,000 -
Apache Spark
East Midlands

For the 6 months to 20 August 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 33 (100.00%) Big Data
2 23 (69.70%) Hadoop
3 21 (63.64%) Java
4 17 (51.52%) SQL
4 17 (51.52%) Agile Software Development
5 16 (48.48%) Scala
6 15 (45.45%) Python
7 13 (39.39%) Visualisation
7 13 (39.39%) Analytics
8 12 (36.36%) Power BI
8 12 (36.36%) Microsoft Azure
9 11 (33.33%) Business Intelligence
9 11 (33.33%) Data Warehouse
9 11 (33.33%) NoSQL
9 11 (33.33%) Tableau
10 10 (30.30%) HBase
10 10 (30.30%) Cloudera
11 9 (27.27%) Retail
12 8 (24.24%) Problem-Solving
13 7 (21.21%) Data Development
13 7 (21.21%) Computational Intelligence
13 7 (21.21%) Software Engineering
13 7 (21.21%) Amazon AWS
13 7 (21.21%) Cloud Computing
13 7 (21.21%) Telematics
13 7 (21.21%) Flink
13 7 (21.21%) Data Analytics
13 7 (21.21%) Big Data Analytics
14 6 (18.18%) Data Engineering
14 6 (18.18%) SQL Server Analysis 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 4 (12.12%) Elasticsearch
2 1 (3.03%) SAS
Applications
1 6 (18.18%) Microsoft Excel
Cloud Services
1 12 (36.36%) Microsoft Azure
2 7 (21.21%) Amazon AWS
2 7 (21.21%) Cloud Computing
3 5 (15.15%) Google Cloud Platform
4 1 (3.03%) Amazon EMR
Database & Business Intelligence
1 33 (100.00%) Big Data
2 23 (69.70%) Hadoop
3 12 (36.36%) Power BI
4 11 (33.33%) Data Warehouse
4 11 (33.33%) NoSQL
5 10 (30.30%) HBase
6 7 (21.21%) Flink
7 6 (18.18%) SQL Server
7 6 (18.18%) SQL Server Analysis Services
7 6 (18.18%) SQL Server Integration Services
7 6 (18.18%) SQL Server Reporting Services
8 5 (15.15%) Azure SQL Data Warehouse
8 5 (15.15%) Data Lake
8 5 (15.15%) Looker
8 5 (15.15%) QlikView
9 3 (9.09%) Apache Hive
9 3 (9.09%) Cloudera CDH
9 3 (9.09%) Sqoop
10 2 (6.06%) Impala
11 1 (3.03%) Enterprise Data Warehouse
Development Applications
1 2 (6.06%) Atlassian Bamboo
1 2 (6.06%) Git (software)
1 2 (6.06%) GitLab
1 2 (6.06%) Gradle
1 2 (6.06%) Jenkins
General
1 9 (27.27%) Retail
2 4 (12.12%) Banking
3 3 (9.09%) French Language
3 3 (9.09%) German Language
4 2 (6.06%) Finance
Job Titles
1 23 (69.70%) Data Engineer
2 19 (57.58%) Big Data Engineer
3 9 (27.27%) Hadoop Engineer
4 6 (18.18%) Developer
5 4 (12.12%) Cloud Engineer
5 4 (12.12%) Java Engineer
5 4 (12.12%) Senior Data Engineer
6 3 (9.09%) Development Engineer
6 3 (9.09%) Java Developer
6 3 (9.09%) Senior Developer
7 2 (6.06%) Apache Spark Developer
7 2 (6.06%) Big Data Developer
7 2 (6.06%) Hadoop Developer
7 2 (6.06%) Java Hadoop Developer
7 2 (6.06%) Lead Developer
8 1 (3.03%) Big Data Software Engineer
8 1 (3.03%) Head of Analytics
8 1 (3.03%) Head of Engineering
8 1 (3.03%) Java Scala Developer
8 1 (3.03%) Transformation Manager
Libraries, Frameworks & Software Standards
1 6 (18.18%) .NET
2 4 (12.12%) Web Services
3 2 (6.06%) Kafka
4 1 (3.03%) Apache Avro
4 1 (3.03%) HTML
Miscellaneous
1 6 (18.18%) Computer Science
2 5 (15.15%) Data Structures
3 4 (12.12%) Greenfield Project
3 4 (12.12%) Public Cloud
4 2 (6.06%) Self-Motivation
5 1 (3.03%) Algorithms
5 1 (3.03%) Analytical Skills
5 1 (3.03%) Fintech
Operating Systems
1 3 (9.09%) Linux
2 2 (6.06%) Unix
Processes & Methodologies
1 17 (51.52%) Agile Software Development
2 13 (39.39%) Analytics
2 13 (39.39%) Visualisation
3 11 (33.33%) Business Intelligence
4 8 (24.24%) Problem-Solving
5 7 (21.21%) Big Data Analytics
5 7 (21.21%) Computational Intelligence
5 7 (21.21%) Data Analytics
5 7 (21.21%) Data Development
5 7 (21.21%) Software Engineering
5 7 (21.21%) Telematics
6 6 (18.18%) Data Engineering
7 5 (15.15%) Business Analysis
7 5 (15.15%) Data Visualisation
7 5 (15.15%) Deep Learning
7 5 (15.15%) Machine Learning
7 5 (15.15%) MapReduce
7 5 (15.15%) Open Source
7 5 (15.15%) Performance Tuning
7 5 (15.15%) TDD
Programming Languages
1 21 (63.64%) Java
2 17 (51.52%) SQL
3 16 (48.48%) Scala
4 15 (45.45%) Python
5 6 (18.18%) C#
5 6 (18.18%) PowerShell
6 5 (15.15%) MATLAB
6 5 (15.15%) R
7 4 (12.12%) C++
8 1 (3.03%) T-SQL
Qualifications
1 6 (18.18%) Degree
2 4 (12.12%) Computer Science Degree
Quality Assurance & Compliance
1 6 (18.18%) GDPR
2 5 (15.15%) Data Quality
3 1 (3.03%) PCI DSS
Systems Management
1 5 (15.15%) Oozie
2 2 (6.06%) Puppet
Vendors
1 11 (33.33%) Tableau
2 10 (30.30%) Cloudera
3 6 (18.18%) Oracle
4 5 (15.15%) Google
5 1 (3.03%) Alteryx