Period
to 17 December 2017

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 17 December 2017 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Hampshire
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 206 244 -
Rank change year-on-year +38 - -
Permanent jobs citing Apache Spark 69 18 0
As % of all permanent IT jobs advertised in Hampshire 1.02% 0.27% -
As % of the Application Platforms category 5.38% 1.43% -
Number of salaries quoted 82 19 0
Hampshire median annual salary £52,700 £52,500 -
Median salary % change year-on-year +0.38% - -
South East median annual salary £57,500 £58,500 £50,000
% change year-on-year -1.71% +17.00% -28.57%

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 1283 1262 1375
As % of all permanent IT jobs advertised in Hampshire 18.90% 19.25% 19.32%
Number of salaries quoted 1103 1086 1210
Hampshire median annual salary £40,000 £40,000 £41,674
Median salary % change year-on-year - -4.02% +8.24%
10th Percentile £24,800 £25,813 £25,000
90th Percentile £65,000 £60,000 £61,000
South East median annual salary £42,500 £45,000 £42,500
% change year-on-year -5.56% +5.88% +6.25%

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 17 December 2017.

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 17 December 2017. 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 33 £42,500 -19.05% 1
Basingstoke - 14 £68,500 -
Aldershot - 11 £60,000 -
Portsmouth -6 3 £42,500 -26.72%
Southampton -18 3 £42,500 -5.56%
Winchester - 3 £42,500 -
Eastleigh - 3 £42,500 -
Farnborough - 2 £50,000 -
Fleet - 1 £72,500 -
Havant - 1 £85,000 -
Apache Spark
South East

For the 6 months to 17 December 2017, IT jobs citing Apache Spark also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Hampshire region with a requirement for Apache Spark.

1 66 (95.65%) Agile Software Development
2 55 (79.71%) Python
3 45 (65.22%) Java
4 44 (63.77%) JavaScript
5 42 (60.87%) Amazon AWS
6 41 (59.42%) Big Data
7 36 (52.17%) Continuous Integration
8 33 (47.83%) Django
8 33 (47.83%) SQL
9 31 (44.93%) Hadoop
9 31 (44.93%) Ruby
10 30 (43.48%) CSS
11 27 (39.13%) Windows
11 27 (39.13%) Linux
12 25 (36.23%) SaaS
13 23 (33.33%) Data Analysis
14 22 (31.88%) Git (software)
14 22 (31.88%) Microsoft Azure
15 21 (30.43%) Apache Cassandra
16 20 (28.99%) C#
16 20 (28.99%) MySQL
16 20 (28.99%) RabbitMQ
16 20 (28.99%) Opscode Chef
16 20 (28.99%) Docker
17 19 (27.54%) Front End Development
17 19 (27.54%) Workload Management
17 19 (27.54%) Responsive Web Design
17 19 (27.54%) Big Data Analytics
17 19 (27.54%) Data Analytics
17 19 (27.54%) Analytics

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 19 (27.54%) Elasticsearch
2 5 (7.25%) SharePoint
3 1 (1.45%) Apache Pig
3 1 (1.45%) SAS
Applications
1 1 (1.45%) SPSS
Cloud Services
1 42 (60.87%) Amazon AWS
2 25 (36.23%) SaaS
3 22 (31.88%) Microsoft Azure
4 11 (15.94%) PaaS
Database & Business Intelligence
1 41 (59.42%) Big Data
2 31 (44.93%) Hadoop
3 21 (30.43%) Apache Cassandra
4 20 (28.99%) MySQL
5 19 (27.54%) PostgreSQL
6 12 (17.39%) NoSQL
7 1 (1.45%) Apache Hive
7 1 (1.45%) HBase
Development Applications
1 22 (31.88%) Git (software)
2 19 (27.54%) JIRA
3 3 (4.35%) Atlassian Bamboo
3 3 (4.35%) Jenkins
3 3 (4.35%) Travis CI
General
1 8 (11.59%) Electronics
1 8 (11.59%) Finance
1 8 (11.59%) Manufacturing
1 8 (11.59%) Marketing
1 8 (11.59%) Telecoms
Job Titles
1 39 (56.52%) Developer
2 22 (31.88%) Python Developer
3 21 (30.43%) Architect
4 20 (28.99%) Software Architect
5 12 (17.39%) Java Developer
6 11 (15.94%) JavaScript Developer
7 9 (13.04%) Senior Developer
8 8 (11.59%) Lead Software Architect
9 7 (10.14%) Data Architect
9 7 (10.14%) Django Developer
9 7 (10.14%) Python/Django Developer
10 6 (8.70%) Big Data Architect
10 6 (8.70%) Java Architect
10 6 (8.70%) Java Software Architect
10 6 (8.70%) Python Software Architect
10 6 (8.70%) SOA Architect
11 5 (7.25%) Cloud Architect
11 5 (7.25%) Lead Developer
11 5 (7.25%) SaaS Architect
11 5 (7.25%) Software Developer
Libraries, Frameworks & Software Standards
1 33 (47.83%) Django
2 30 (43.48%) CSS
3 20 (28.99%) RabbitMQ
4 19 (27.54%) HTML
4 19 (27.54%) jQuery
5 12 (17.39%) J2EE
5 12 (17.39%) Spring
6 11 (15.94%) CSS3
6 11 (15.94%) Node.js
6 11 (15.94%) Ruby on Rails
7 9 (13.04%) Kafka
8 8 (11.59%) REST
9 1 (1.45%) Natural Language Processing
Miscellaneous
1 12 (17.39%) Greenfield Project
2 1 (1.45%) Robotics
Operating Systems
1 27 (39.13%) Linux
1 27 (39.13%) Windows
Processes & Methodologies
1 66 (95.65%) Agile Software Development
2 36 (52.17%) Continuous Integration
3 23 (33.33%) Data Analysis
4 19 (27.54%) Analytics
4 19 (27.54%) Big Data Analytics
4 19 (27.54%) Data Analytics
4 19 (27.54%) Front End Development
4 19 (27.54%) Responsive Web Design
4 19 (27.54%) Web Design
4 19 (27.54%) Workload Management
5 14 (20.29%) Continuous Delivery
5 14 (20.29%) Domain-Driven Design
5 14 (20.29%) Scrum
6 12 (17.39%) Coaching
7 11 (15.94%) DevOps
7 11 (15.94%) TDD
7 11 (15.94%) Test Automation
8 8 (11.59%) Digital Marketing
8 8 (11.59%) Pair Programming
8 8 (11.59%) Refactoring
Programming Languages
1 55 (79.71%) Python
2 45 (65.22%) Java
3 44 (63.77%) JavaScript
4 33 (47.83%) SQL
5 31 (44.93%) Ruby
6 20 (28.99%) C#
7 14 (20.29%) C++
8 12 (17.39%) R
9 11 (15.94%) Go
9 11 (15.94%) Scala
System Software
1 20 (28.99%) Docker
Systems Management
1 20 (28.99%) Opscode Chef
2 1 (1.45%) Hadoop YARN
Vendors
1 8 (11.59%) SAP
2 2 (2.90%) Jaspersoft