Period
to 18 November 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 18 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
East Midlands > Nottinghamshire
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 65 134 148
Rank change year-on-year +69 +14 +10
Permanent jobs citing Apache Spark 59 8 7
As % of all permanent IT jobs advertised in Nottinghamshire 3.86% 0.39% 0.30%
As % of the Application Platforms category 25.88% 2.66% 1.98%
Number of salaries quoted 47 8 7
Nottinghamshire median annual salary £75,000 £50,750 £60,000
Median salary % change year-on-year +47.78% -15.42% -36.84%
10th Percentile £46,500 £34,125 £48,750
90th Percentile £112,000 £57,375 £62,500
East Midlands median annual salary £75,000 £42,500 £45,000
% change year-on-year +76.47% -5.56% -18.18%

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 228 301 354
As % of all permanent IT jobs advertised in Nottinghamshire 14.92% 14.84% 15.06%
Number of salaries quoted 201 264 275
Nottinghamshire median annual salary £42,500 £40,000 £42,500
Median salary % change year-on-year +6.25% -5.88% +17.24%
10th Percentile £27,500 £26,075 £25,200
90th Percentile £75,000 £58,375 £59,500
East Midlands median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

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 18 November 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 18 November 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 +74 58 £75,000 +45.63% 5
Mansfield - 1 £55,000 -
Apache Spark
East Midlands

For the 6 months to 18 November 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 59 (100.00%) Big Data
2 43 (72.88%) Hadoop
2 43 (72.88%) Java
3 34 (57.63%) Agile Software Development
4 31 (52.54%) HBase
5 30 (50.85%) Analytics
5 30 (50.85%) SQL
6 27 (45.76%) Degree
6 27 (45.76%) Computer Science
7 25 (42.37%) Software Engineering
8 24 (40.68%) Scala
9 22 (37.29%) Microsoft Azure
10 19 (32.20%) C++
11 18 (30.51%) Finance
11 18 (30.51%) Amazon AWS
12 17 (28.81%) Flink
13 16 (27.12%) Problem-Solving
13 16 (27.12%) Visualisation
13 16 (27.12%) Performance Tuning
14 15 (25.42%) Apache Hive
14 15 (25.42%) NoSQL
14 15 (25.42%) Validation
14 15 (25.42%) Power BI
14 15 (25.42%) Computer Science Degree
15 14 (23.73%) Google
15 14 (23.73%) Python
15 14 (23.73%) Open Source
15 14 (23.73%) Tableau
15 14 (23.73%) Impala
15 14 (23.73%) Google Cloud Platform

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 (22.03%) Elasticsearch
2 1 (1.69%) Apache Pig
2 1 (1.69%) Confluence
Applications
1 4 (6.78%) Microsoft Excel
Cloud Services
1 22 (37.29%) Microsoft Azure
2 18 (30.51%) Amazon AWS
3 14 (23.73%) Google Cloud Platform
4 6 (10.17%) 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 43 (72.88%) Hadoop
3 31 (52.54%) HBase
4 17 (28.81%) Flink
5 15 (25.42%) Apache Hive
5 15 (25.42%) NoSQL
5 15 (25.42%) Power BI
6 14 (23.73%) Impala
7 9 (15.25%) Data Warehouse
8 8 (13.56%) SQL Server
8 8 (13.56%) SQL Server Integration Services
8 8 (13.56%) SQL Server Reporting Services
9 4 (6.78%) Cloudera CDH
9 4 (6.78%) SQL Server Analysis Services
9 4 (6.78%) Sqoop
10 3 (5.08%) Azure SQL Data Warehouse
10 3 (5.08%) Data Lake
10 3 (5.08%) Looker
10 3 (5.08%) QlikView
11 2 (3.39%) Parquet
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 18 (30.51%) Finance
2 4 (6.78%) French Language
2 4 (6.78%) German Language
2 4 (6.78%) Retail
3 1 (1.69%) Advertising
3 1 (1.69%) Banking
Job Titles
1 24 (40.68%) Big Data Engineer
2 23 (38.98%) Data Engineer
3 18 (30.51%) Developer
4 14 (23.73%) Big Data Developer
5 13 (22.03%) Senior Developer
6 12 (20.34%) Hadoop Engineer
6 12 (20.34%) Senior Big Data Developer
7 9 (15.25%) Java Developer
7 9 (15.25%) Java Engineer
8 6 (10.17%) Big Data Software Engineer
8 6 (10.17%) Senior Java Developer
8 6 (10.17%) Software Engineer
9 4 (6.78%) Analytics Manager
9 4 (6.78%) Architect
9 4 (6.78%) Data Architect
9 4 (6.78%) Development Manager
9 4 (6.78%) Java Software Engineer
9 4 (6.78%) Senior Java Engineer
9 4 (6.78%) Senior Java Software Engineer
9 4 (6.78%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 14 (23.73%) Kafka
2 13 (22.03%) Web Services
3 4 (6.78%) .NET
4 2 (3.39%) Apache Avro
4 2 (3.39%) HTML
5 1 (1.69%) Swagger
Miscellaneous
1 27 (45.76%) 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 1 (1.69%) Greenfield Project
6 1 (1.69%) Management Information System
6 1 (1.69%) Private Cloud
Operating Systems
1 9 (15.25%) Linux
2 8 (13.56%) Unix
Processes & Methodologies
1 34 (57.63%) Agile Software Development
2 30 (50.85%) Analytics
3 25 (42.37%) Software Engineering
4 16 (27.12%) Performance Tuning
4 16 (27.12%) Problem-Solving
4 16 (27.12%) Visualisation
5 15 (25.42%) Validation
6 14 (23.73%) Open Source
7 13 (22.03%) MapReduce
8 11 (18.64%) Business Intelligence
8 11 (18.64%) 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%) Telematics
10 8 (13.56%) Deployment Automation
10 8 (13.56%) Functional Programming
10 8 (13.56%) Integration Testing
10 8 (13.56%) Unit Testing
Programming Languages
1 43 (72.88%) Java
2 30 (50.85%) SQL
3 24 (40.68%) Scala
4 19 (32.20%) C++
5 14 (23.73%) Python
6 7 (11.86%) MATLAB
6 7 (11.86%) R
7 4 (6.78%) C#
7 4 (6.78%) PowerShell
Qualifications
1 27 (45.76%) Degree
2 15 (25.42%) Computer Science Degree
3 4 (6.78%) Numerate Degree
Quality Assurance & Compliance
1 7 (11.86%) Data Quality
2 4 (6.78%) GDPR
3 1 (1.69%) PCI DSS
3 1 (1.69%) PMO
3 1 (1.69%) QA
System Software
1 6 (10.17%) HDFS
2 1 (1.69%) Apache Flume
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