Period
to 7 December 2019

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 7 December 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
7 Dec 2019
Same period 2018 Same period 2017
Rank 185 210 197
Rank change year-on-year +25 -13 +53
Permanent jobs citing Apache Spark 63 52 73
As % of all permanent IT jobs advertised in Hampshire 1.06% 0.80% 1.12%
As % of the Application Platforms category 7.46% 4.71% 5.93%
Number of salaries quoted 50 37 86
Hampshire median annual salary £50,000 £75,000 £52,700
Median salary % change year-on-year -33.33% +42.32% +0.38%
10th Percentile £36,250 £55,750 £38,750
90th Percentile £83,750 £80,500 £77,500
South East median annual salary £60,000 £65,000 £58,750
% change year-on-year -7.69% +10.64% -2.08%

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 844 1,103 1,230
As % of all permanent IT jobs advertised in Hampshire 14.26% 16.90% 18.82%
Number of salaries quoted 684 929 1,061
Hampshire median annual salary £42,500 £45,000 £40,000
Median salary % change year-on-year -5.56% +12.50% -
10th Percentile £25,000 £26,250 £24,750
90th Percentile £75,000 £72,500 £65,000
South East median annual salary £47,500 £46,250 £42,500
% change year-on-year +2.70% +8.82% -5.56%

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 7 December 2019.

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 7 December 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
Fareham +19 26 £50,000 -33.33% 3
Southampton -6 11 £37,500 -42.31% 4
Farnborough +3 10 - - 3
Aldershot +8 4 £77,500 +10.71% 1
Havant - 3 £60,000 -
Portsmouth 0 1 £67,500 +17.39%
Apache Spark
South East

For the 6 months to 7 December 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 Hampshire region with a requirement for Apache Spark.

1 54 (85.71%) Hadoop
2 53 (84.13%) Java
3 36 (57.14%) Analytics
4 33 (52.38%) Python
5 29 (46.03%) Apache Cassandra
6 28 (44.44%) Agile Software Development
7 27 (42.86%) Big Data
8 24 (38.10%) NoSQL
9 21 (33.33%) Telecoms
10 20 (31.75%) Video on Demand
11 16 (25.40%) Machine Learning
11 16 (25.40%) SQL
12 15 (23.81%) Apache
13 14 (22.22%) C++
13 14 (22.22%) SC Cleared
13 14 (22.22%) Security Cleared
14 13 (20.63%) Azure
14 13 (20.63%) AWS
14 13 (20.63%) Technical Leadership
15 12 (19.05%) Data Analytics
15 12 (19.05%) DevOps
15 12 (19.05%) Degree
16 11 (17.46%) Software Engineering
16 11 (17.46%) ETL
16 11 (17.46%) Apache Hive
16 11 (17.46%) MongoDB
17 10 (15.87%) Greenfield Project
17 10 (15.87%) Natural Language Processing
17 10 (15.87%) Apache ZooKeeper
17 10 (15.87%) Neo4j

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 15 (23.81%) Apache
2 10 (15.87%) Apache Solr
2 10 (15.87%) Elasticsearch
3 1 (1.59%) Jupyter
3 1 (1.59%) SAS
Cloud Services
1 13 (20.63%) AWS
1 13 (20.63%) Azure
2 7 (11.11%) GCP
3 1 (1.59%) Data Lake Analytics
3 1 (1.59%) IaaS
3 1 (1.59%) PaaS
3 1 (1.59%) Power Platform
3 1 (1.59%) SaaS
Database & Business Intelligence
1 54 (85.71%) Hadoop
2 29 (46.03%) Apache Cassandra
3 27 (42.86%) Big Data
4 24 (38.10%) NoSQL
5 11 (17.46%) Apache Hive
5 11 (17.46%) MongoDB
6 10 (15.87%) Apache Accumulo
6 10 (15.87%) Neo4j
7 7 (11.11%) Data Warehouse
8 5 (7.94%) IBM InfoSphere
8 5 (7.94%) OrientDB
9 4 (6.35%) PostgreSQL
10 3 (4.76%) Relational Database
11 2 (3.17%) Data Lake
11 2 (3.17%) Geospatial Data
11 2 (3.17%) HBase
12 1 (1.59%) Apache Zeppelin
12 1 (1.59%) Impala
12 1 (1.59%) Power BI
12 1 (1.59%) SQL Server Integration Services
Development Applications
1 3 (4.76%) Jenkins
2 2 (3.17%) Git (software)
3 1 (1.59%) JIRA
3 1 (1.59%) Visual Studio
3 1 (1.59%) Visual Studio Team System
General
1 21 (33.33%) Telecoms
2 4 (6.35%) Retail
3 2 (3.17%) Marketing
4 1 (1.59%) Public Sector
Job Titles
1 30 (47.62%) Developer
2 26 (41.27%) Java Developer
3 20 (31.75%) Senior Developer
3 20 (31.75%) Senior Java Developer
4 11 (17.46%) Data Engineer
5 8 (12.70%) Software Engineer
6 5 (7.94%) Analyst
6 5 (7.94%) Architect
6 5 (7.94%) Big Data Analyst
6 5 (7.94%) Big Data Architect
6 5 (7.94%) Big Data Solutions Architect
6 5 (7.94%) Data Analyst
6 5 (7.94%) Data Architect
6 5 (7.94%) Graduate
6 5 (7.94%) Graduate Software Engineer
6 5 (7.94%) Solutions Architect
7 4 (6.35%) Machine Learning Engineer
8 3 (4.76%) Big Data Engineer
8 3 (4.76%) Java Developer - Fintech
8 3 (4.76%) Lead DevOps
Libraries, Frameworks & Software Standards
1 10 (15.87%) Kafka
1 10 (15.87%) Natural Language Processing
2 6 (9.52%) Spring
3 5 (7.94%) ZeroMQ
4 4 (6.35%) Apache Drill
4 4 (6.35%) Dask
4 4 (6.35%) J2EE
4 4 (6.35%) Keras
4 4 (6.35%) TensorFlow
4 4 (6.35%) Theano
4 4 (6.35%) Torch
5 2 (3.17%) .NET
5 2 (3.17%) REST
6 1 (1.59%) Apache NiFi
6 1 (1.59%) Play Framework
Miscellaneous
1 20 (31.75%) Video on Demand
2 10 (15.87%) Greenfield Project
3 7 (11.11%) Linked Data
4 4 (6.35%) Analytical Skills
5 3 (4.76%) Reference Data
6 2 (3.17%) Algorithms
7 1 (1.59%) BBC
Operating Systems
1 10 (15.87%) Linux
2 5 (7.94%) Windows
3 4 (6.35%) Unix
Processes & Methodologies
1 36 (57.14%) Analytics
2 28 (44.44%) Agile Software Development
3 16 (25.40%) Machine Learning
4 13 (20.63%) Technical Leadership
5 12 (19.05%) Data Analytics
5 12 (19.05%) DevOps
6 11 (17.46%) ETL
6 11 (17.46%) Software Engineering
7 10 (15.87%) Business Development
8 9 (14.29%) Computer Science
9 8 (12.70%) Data Science
10 7 (11.11%) MapReduce
10 7 (11.11%) Statistics
11 6 (9.52%) Mathematics
12 5 (7.94%) Continuous Deployment
12 5 (7.94%) Fintech
12 5 (7.94%) Knowledge Engineering
12 5 (7.94%) Scaled Agile Framework
13 4 (6.35%) Artificial Intelligence
13 4 (6.35%) SDLC
Programming Languages
1 53 (84.13%) Java
2 33 (52.38%) Python
3 16 (25.40%) SQL
4 14 (22.22%) C++
5 10 (15.87%) Bash Shell
6 9 (14.29%) Scala
7 5 (7.94%) JavaScript
7 5 (7.94%) MATLAB
8 3 (4.76%) R
9 2 (3.17%) C
9 2 (3.17%) Java 8
10 1 (1.59%) PowerShell
Qualifications
1 14 (22.22%) SC Cleared
1 14 (22.22%) Security Cleared
2 12 (19.05%) Degree
3 10 (15.87%) DV Cleared
4 7 (11.11%) PhD
5 2 (3.17%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.59%) QA
System Software
1 10 (15.87%) Apache ZooKeeper
2 4 (6.35%) Docker
3 1 (1.59%) Virtual Servers
Systems Management
1 10 (15.87%) Ansible
1 10 (15.87%) Puppet
1 10 (15.87%) Salt
2 5 (7.94%) Kubernetes
3 4 (6.35%) Oozie
Vendors
1 5 (7.94%) Cloudera
1 5 (7.94%) Hortonworks
1 5 (7.94%) IBM
1 5 (7.94%) Oracle
2 1 (1.59%) Microsoft
2 1 (1.59%) StreamSets