Period
to 19 August 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 19 August 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
East Midlands > Nottinghamshire
6 months to
19 Aug 2019
Same period 2018 Same period 2017
Rank 57 84 134
Rank change year-on-year +27 +50 -
Permanent jobs citing Apache Spark 56 33 8
As % of all permanent IT jobs advertised in Nottinghamshire 3.90% 2.23% 0.40%
As % of the Application Platforms category 24.45% 14.29% 2.75%
Number of salaries quoted 56 29 8
Nottinghamshire median annual salary £66,250 £65,000 £52,500
Median salary % change year-on-year +1.92% +23.81% -
10th Percentile £54,375 £45,000 £34,125
90th Percentile £86,875 £85,000 £60,000
East Midlands median annual salary £57,500 £66,250 £42,500
% change year-on-year -13.21% +55.88% -34.62%

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 229 231 291
As % of all permanent IT jobs advertised in Nottinghamshire 15.96% 15.64% 14.59%
Number of salaries quoted 198 207 243
Nottinghamshire median annual salary £45,000 £41,000 £42,500
Median salary % change year-on-year +9.76% -3.53% +6.25%
10th Percentile £22,500 £26,250 £25,000
90th Percentile £75,000 £63,500 £58,750
East Midlands median annual salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25% +3.90%

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 19 August 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 19 August 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 +25 56 £66,250 +1.92%
Apache Spark
East Midlands

For the 6 months to 19 August 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 56 (100.00%) Hadoop
2 52 (92.86%) Big Data
2 52 (92.86%) Java
3 48 (85.71%) Agile Software Development
4 47 (83.93%) HBase
5 43 (76.79%) MapReduce
6 41 (73.21%) Apache Hive
6 41 (73.21%) Impala
7 40 (71.43%) Scala
8 15 (26.79%) Amazon AWS
9 12 (21.43%) Google Cloud Platform
10 11 (19.64%) Analytics
10 11 (19.64%) Google
11 9 (16.07%) Microsoft Azure
12 7 (12.50%) Software Engineering
12 7 (12.50%) Problem-Solving
13 6 (10.71%) Degree
13 6 (10.71%) Finance
13 6 (10.71%) Public Cloud
14 5 (8.93%) Elasticsearch
14 5 (8.93%) Mentoring
14 5 (8.93%) Computer Science
15 4 (7.14%) Predictive Analytics
15 4 (7.14%) Unit Testing
15 4 (7.14%) C++
15 4 (7.14%) Open Source
15 4 (7.14%) Kafka
15 4 (7.14%) Flink
15 4 (7.14%) Technical Leadership
16 3 (5.36%) IT Strategy

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 5 (8.93%) Elasticsearch
2 1 (1.79%) Apache
2 1 (1.79%) Oracle Workflow
Cloud Services
1 15 (26.79%) Amazon AWS
2 12 (21.43%) Google Cloud Platform
3 9 (16.07%) Microsoft Azure
4 1 (1.79%) Amazon EMR
Database & Business Intelligence
1 56 (100.00%) Hadoop
2 52 (92.86%) Big Data
3 47 (83.93%) HBase
4 41 (73.21%) Apache Hive
4 41 (73.21%) Impala
5 4 (7.14%) Flink
6 1 (1.79%) Apache Ignite
6 1 (1.79%) BigQuery
6 1 (1.79%) HDInsight
6 1 (1.79%) MongoDB
6 1 (1.79%) NoSQL
6 1 (1.79%) SQL Server
Development Applications
1 1 (1.79%) Git (software)
1 1 (1.79%) Subversion
General
1 6 (10.71%) Finance
Job Titles
1 43 (76.79%) Developer
2 41 (73.21%) Java Developer
3 35 (62.50%) Agile Developer
3 35 (62.50%) Agile Java Developer
4 17 (30.36%) Big Data Developer
5 15 (26.79%) Senior Developer
5 15 (26.79%) Senior Java Developer
6 14 (25.00%) Senior Agile Developer
6 14 (25.00%) Senior Agile Java Developer
6 14 (25.00%) Senior Big Data Developer
7 6 (10.71%) Analytics Manager
7 6 (10.71%) Development Manager
8 3 (5.36%) Lead Software Engineer
8 3 (5.36%) Software Engineer
9 2 (3.57%) Big Data Manager
9 2 (3.57%) Java Engineer
9 2 (3.57%) Java Scala Developer
9 2 (3.57%) Scala Developer
9 2 (3.57%) Technical Leader
9 2 (3.57%) Technical Specialist
Libraries, Frameworks & Software Standards
1 4 (7.14%) Kafka
2 3 (5.36%) Web Services
3 2 (3.57%) React
4 1 (1.79%) Apache NiFi
4 1 (1.79%) CSS
4 1 (1.79%) HTML
4 1 (1.79%) jQuery
4 1 (1.79%) Node.js
4 1 (1.79%) RESTful
4 1 (1.79%) XML
Miscellaneous
1 6 (10.71%) Public Cloud
2 2 (3.57%) Algorithms
2 2 (3.57%) Self-Motivation
3 1 (1.79%) Cloud Native
3 1 (1.79%) Enterprise Software
Operating Systems
1 2 (3.57%) Linux
Processes & Methodologies
1 48 (85.71%) Agile Software Development
2 43 (76.79%) MapReduce
3 11 (19.64%) Analytics
4 7 (12.50%) Problem-Solving
4 7 (12.50%) Software Engineering
5 5 (8.93%) Computer Science
5 5 (8.93%) Mentoring
6 4 (7.14%) Open Source
6 4 (7.14%) Predictive Analytics
6 4 (7.14%) Technical Leadership
6 4 (7.14%) Unit Testing
7 3 (5.36%) Data Protection
7 3 (5.36%) IT Strategy
7 3 (5.36%) OO
7 3 (5.36%) Performance Tuning
7 3 (5.36%) Test Automation
8 2 (3.57%) Coaching
8 2 (3.57%) Complexity Analysis
8 2 (3.57%) SDLC
8 2 (3.57%) Secure Coding
Programming Languages
1 52 (92.86%) Java
2 40 (71.43%) Scala
3 4 (7.14%) C++
4 2 (3.57%) SQL
5 1 (1.79%) C#
5 1 (1.79%) Java 8
5 1 (1.79%) JavaScript
5 1 (1.79%) Python
Qualifications
1 6 (10.71%) Degree
2 2 (3.57%) Numerate Degree
3 1 (1.79%) AWS Certification
3 1 (1.79%) Computer Science Degree
3 1 (1.79%) Sun Certification
System Software
1 2 (3.57%) Apache ZooKeeper
2 1 (1.79%) Docker
2 1 (1.79%) HDFS
Systems Management
1 1 (1.79%) Kubernetes
Vendors
1 11 (19.64%) Google
2 3 (5.36%) Oracle