Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Hampshire 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 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 214 182 256
Rank change year-on-year -32 +74 -
Permanent jobs citing Apache Spark 46 77 20
As % of all permanent IT jobs advertised in Hampshire 0.70% 1.21% 0.30%
As % of the Application Platforms category 4.16% 6.38% 1.52%
Number of salaries quoted 32 86 20
Hampshire median annual salary £75,000 £52,700 £52,500
Median salary % change year-on-year +42.32% +0.38% -
10th Percentile £55,125 £38,750 £42,500
90th Percentile £77,500 £77,500 £71,500
South East median annual salary £60,000 £60,000 £60,000

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 Hampshire with a requirement for application platform skills.

All Application Platform Skills
Hampshire
Permanent vacancies with a requirement for application platform skills 1,106 1,206 1,318
As % of all permanent IT jobs advertised in Hampshire 16.79% 18.93% 19.46%
Number of salaries quoted 929 1,042 1,143
Hampshire median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -2.44%
10th Percentile £26,250 £24,000 £26,250
90th Percentile £71,250 £65,000 £57,950
South East median annual salary £46,500 £42,500 £45,000
% change year-on-year +9.41% -5.56% +5.88%

Apache Spark
Job Vacancy Trend in Hampshire

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Hampshire.

Job vacancy trend for Apache Spark in Hampshire

Apache Spark
Salary Trend in Hampshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Spark in Hampshire.

Salary trend for Apache Spark in Hampshire

Apache Spark
Salary Histogram in Hampshire

The salary distribution of IT jobs citing Apache Spark in Hampshire over the 6 months to 20 November 2018.

Salary histogram for Apache Spark in Hampshire

Apache Spark
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Hampshire region over the 6 months to 20 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
Fareham -8 18 £75,000 +76.47% 2
Southampton +10 10 £65,000 +52.94% 5
Basingstoke -39 10 £75,000 +9.49%
Farnborough +5 3 £55,000 +10.00% 1
Aldershot -8 2 £70,000 +16.67%
Portsmouth +8 1 £57,500 +35.29% 2
Fleet -18 1 £85,000 +17.24% 1
Apache Spark
South East

For the 6 months to 20 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 Hampshire region with a requirement for Apache Spark.

1 41 (89.13%) Hadoop
2 27 (58.70%) NoSQL
3 24 (52.17%) Java
4 23 (50.00%) Apache
4 23 (50.00%) Apache Cassandra
5 22 (47.83%) Analytics
6 21 (45.65%) DevOps
7 20 (43.48%) Open Source
8 17 (36.96%) Python
8 17 (36.96%) Telecoms
8 17 (36.96%) Software Engineering
9 16 (34.78%) Agile Software Development
9 16 (34.78%) Video on Demand
9 16 (34.78%) Big Data
10 15 (32.61%) Continuous Integration
11 14 (30.43%) SQL
11 14 (30.43%) Kibana
11 14 (30.43%) Elasticsearch
11 14 (30.43%) Artificial Intelligence
12 12 (26.09%) Microsoft Azure
13 11 (23.91%) Natural Language Processing
13 11 (23.91%) logstash
13 11 (23.91%) EAI
13 11 (23.91%) SOA
13 11 (23.91%) Microsoft
13 11 (23.91%) TOGAF
13 11 (23.91%) Jupyter
13 11 (23.91%) TensorFlow
13 11 (23.91%) Elastic Stack
13 11 (23.91%) Enterprise Search

Apache Spark
Co-occurring IT Skills in Hampshire 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 23 (50.00%) Apache
2 14 (30.43%) Elasticsearch
3 11 (23.91%) Jupyter
4 8 (17.39%) Apache Solr
5 2 (4.35%) Cloud Foundry
5 2 (4.35%) SAS
5 2 (4.35%) SharePoint
6 1 (2.17%) Apache Pig
6 1 (2.17%) GemFire
6 1 (2.17%) JBoss
6 1 (2.17%) Tomcat
Cloud Services
1 12 (26.09%) Microsoft Azure
2 6 (13.04%) Amazon AWS
2 6 (13.04%) Cortana Intelligence Suite
3 4 (8.70%) PaaS
4 3 (6.52%) Azure Functions
4 3 (6.52%) Azure Machine Learning
4 3 (6.52%) SaaS
4 3 (6.52%) Serverless
5 2 (4.35%) GitHub
6 1 (2.17%) Azure Data Factory
Communications & Networking
1 5 (10.87%) DAB
Database & Business Intelligence
1 41 (89.13%) Hadoop
2 27 (58.70%) NoSQL
3 23 (50.00%) Apache Cassandra
4 16 (34.78%) Big Data
5 10 (21.74%) Azure SQL Database
5 10 (21.74%) Data Lake
6 7 (15.22%) Azure SQL Data Warehouse
6 7 (15.22%) Data Warehouse
6 7 (15.22%) MongoDB
7 6 (13.04%) Cosmos DB
7 6 (13.04%) Geospatial Data
8 4 (8.70%) Neo4j
9 2 (4.35%) Apache Hive
9 2 (4.35%) HBase
10 1 (2.17%) Impala
10 1 (2.17%) MySQL
10 1 (2.17%) OLTP
10 1 (2.17%) Parquet
10 1 (2.17%) SQL Server
10 1 (2.17%) SQL Server 2016
Development Applications
1 4 (8.70%) Visual Studio
2 3 (6.52%) Axure RP
2 3 (6.52%) Visual Studio Team System
3 2 (4.35%) Git (software)
3 2 (4.35%) Gradle
3 2 (4.35%) Jenkins
4 1 (2.17%) Eclipse
4 1 (2.17%) JUnit
General
1 17 (36.96%) Telecoms
2 1 (2.17%) Advertising
2 1 (2.17%) Finance
2 1 (2.17%) Local Government
Job Titles
1 17 (36.96%) Architect
2 16 (34.78%) Software Engineer
3 15 (32.61%) Developer
4 9 (19.57%) Artificial Intelligence Architect
5 6 (13.04%) Data Architect
5 6 (13.04%) Java Developer
6 5 (10.87%) Big Data Architect
7 4 (8.70%) Big Data Developer
8 3 (6.52%) Azure Architect
8 3 (6.52%) Azure Developer
8 3 (6.52%) Integration Developer
9 2 (4.35%) Front End Developer (Client-Side Developer)
9 2 (4.35%) Graduate
9 2 (4.35%) Graduate Software Engineer
9 2 (4.35%) Solutions Architect
10 1 (2.17%) Data Engineer
10 1 (2.17%) Lead Architect
10 1 (2.17%) Senior Architect
10 1 (2.17%) Senior Developer
10 1 (2.17%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 11 (23.91%) Elastic Stack
1 11 (23.91%) Natural Language Processing
1 11 (23.91%) TensorFlow
2 9 (19.57%) Kafka
3 6 (13.04%) Spring
4 5 (10.87%) J2EE
4 5 (10.87%) JSON
5 4 (8.70%) Node.js
5 4 (8.70%) REST
6 3 (6.52%) .NET
6 3 (6.52%) GeoJSON
6 3 (6.52%) SAML
7 2 (4.35%) CSS
7 2 (4.35%) Django
7 2 (4.35%) HTML
7 2 (4.35%) Middleware
7 2 (4.35%) Ruby on Rails
8 1 (2.17%) Apache Avro
8 1 (2.17%) Spark Streaming
8 1 (2.17%) Spring Boot
Miscellaneous
1 16 (34.78%) Video on Demand
2 5 (10.87%) Greenfield Project
3 2 (4.35%) Linux Command Line
3 2 (4.35%) User Experience
3 2 (4.35%) Virtual Team
4 1 (2.17%) Management Information System
4 1 (2.17%) Replication
Operating Systems
1 2 (4.35%) Linux
1 2 (4.35%) Unix
2 1 (2.17%) Red Hat Enterprise Linux
Processes & Methodologies
1 22 (47.83%) Analytics
2 21 (45.65%) DevOps
3 20 (43.48%) Open Source
4 17 (36.96%) Software Engineering
5 16 (34.78%) Agile Software Development
6 15 (32.61%) Continuous Integration
7 14 (30.43%) Artificial Intelligence
8 11 (23.91%) EAI
8 11 (23.91%) Enterprise Search
8 11 (23.91%) SOA
8 11 (23.91%) TOGAF
9 7 (15.22%) Data Analytics
10 6 (13.04%) Digital Transformation Programme
11 5 (10.87%) Customer Requirements
11 5 (10.87%) Data Modelling
11 5 (10.87%) Project Management
11 5 (10.87%) Requirements Analysis
11 5 (10.87%) SDLC
12 4 (8.70%) Data Ingestion
12 4 (8.70%) Machine Learning
Programming Languages
1 24 (52.17%) Java
2 17 (36.96%) Python
3 14 (30.43%) SQL
4 5 (10.87%) JavaScript
5 3 (6.52%) R
6 2 (4.35%) Go
6 2 (4.35%) Ruby
6 2 (4.35%) Scala
6 2 (4.35%) Shell Script
7 1 (2.17%) Perl
Qualifications
1 2 (4.35%) SC Cleared
1 2 (4.35%) Security Cleared
2 1 (2.17%) Degree
Quality Assurance & Compliance
1 2 (4.35%) Data Quality
1 2 (4.35%) QA
System Software
1 2 (4.35%) Apache ZooKeeper
1 2 (4.35%) HDFS
2 1 (2.17%) Docker
Systems Management
1 14 (30.43%) Kibana
2 11 (23.91%) logstash
3 4 (8.70%) Opscode Chef
3 4 (8.70%) Puppet
3 4 (8.70%) Terraform
4 1 (2.17%) Hadoop YARN
Vendors
1 11 (23.91%) Microsoft
2 7 (15.22%) Databricks
3 3 (6.52%) Oracle
4 2 (4.35%) Cloudera
4 2 (4.35%) Google
5 1 (2.17%) Red Hat