Period
to 4 June 2020

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 4 June 2020 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Berkshire
6 months to
4 Jun 2020
Same period 2019 Same period 2018
Rank 157 191 207
Rank change year-on-year +34 +16 +39
Permanent jobs citing Apache Spark 23 43 60
As % of all permanent jobs advertised in Berkshire 0.69% 0.77% 0.88%
As % of the Application Platforms category 5.37% 4.97% 4.80%
Number of salaries quoted 25 29 47
Median annual salary £60,000 £70,000 £65,000
Median salary % change year-on-year -14.29% +7.69% +30.00%
10th Percentile £32,500 £52,500 £30,000
90th Percentile £69,500 £83,750 £97,000
South East median annual salary £67,500 £75,000 £60,000
% change year-on-year -10.00% +25.00% -7.69%

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 Berkshire with a requirement for application platform skills.

All Application Platform Skills
Berkshire
Permanent vacancies with a requirement for application platform skills 428 865 1,250
As % of all permanent IT jobs advertised in Berkshire 12.77% 15.39% 18.30%
Number of salaries quoted 341 741 987
Median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £28,500 £32,500 £28,000
90th Percentile £72,500 £72,500 £73,750
South East median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +5.88%

Apache Spark
Job Vacancy Trend in Berkshire

Job postings citing Apache Spark as a proportion of all IT jobs advertised in Berkshire.

Job vacancy trend for Apache Spark in Berkshire

Apache Spark
Salary Trend in Berkshire

3-month moving average salary quoted in jobs citing Apache Spark in Berkshire.

Salary trend for Apache Spark in Berkshire

Apache Spark
Salary Histogram in Berkshire

Salary distribution for jobs citing Apache Spark in Berkshire over the 6 months to 4 June 2020.

Salary histogram for Apache Spark in Berkshire

Apache Spark
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Berkshire region over the 6 months to 4 June 2020. 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
Reading +26 9 £60,000 -18.09% 1
Newbury +21 4 £68,750 +25.00%
Bracknell - 1 £65,000 -
Apache Spark
South East

For the 6 months to 4 June 2020, 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 Berkshire region with a requirement for Apache Spark.

1 17 (73.91%) Hadoop
2 16 (69.57%) Python
3 14 (60.87%) Big Data
4 10 (43.48%) Degree
5 9 (39.13%) Kafka
5 9 (39.13%) Machine Learning
6 8 (34.78%) Java
6 8 (34.78%) JavaScript
7 7 (30.43%) Linux
7 7 (30.43%) Elasticsearch
7 7 (30.43%) Scala
8 6 (26.09%) Analytical Skills
8 6 (26.09%) Cybersecurity
8 6 (26.09%) AWS
8 6 (26.09%) C
8 6 (26.09%) Agile Software Development
8 6 (26.09%) Artificial Intelligence
9 5 (21.74%) Telecoms
9 5 (21.74%) Data Science
10 4 (17.39%) Software Engineering
10 4 (17.39%) Use Case
10 4 (17.39%) R
10 4 (17.39%) Analytics
10 4 (17.39%) Cybercrime
11 3 (13.04%) Elastic Stack
11 3 (13.04%) Microservices
11 3 (13.04%) Algorithms
11 3 (13.04%) DevOps
11 3 (13.04%) Go
11 3 (13.04%) Ansible

Apache Spark
Co-occurring IT Skills in Berkshire 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 7 (30.43%) Elasticsearch
2 2 (8.70%) Pachyderm
3 1 (4.35%) Apache
3 1 (4.35%) Oracle SOA Suite
Cloud Services
1 6 (26.09%) AWS
2 3 (13.04%) Amazon S3
2 3 (13.04%) Azure
3 2 (8.70%) Amazon Kinesis
3 2 (8.70%) GCP
3 2 (8.70%) Heroku
4 1 (4.35%) Amazon EC2
4 1 (4.35%) Power Platform
Communications & Networking
1 1 (4.35%) 5G
1 1 (4.35%) DNS
1 1 (4.35%) HTTP
1 1 (4.35%) SSL
1 1 (4.35%) TCP/IP
Database & Business Intelligence
1 17 (73.91%) Hadoop
2 14 (60.87%) Big Data
3 3 (13.04%) Data Warehouse
3 3 (13.04%) NoSQL
4 2 (8.70%) Apache Hive
4 2 (8.70%) BigQuery
4 2 (8.70%) Data Mining
4 2 (8.70%) Enterprise Data Warehouse
4 2 (8.70%) HBase
4 2 (8.70%) MongoDB
4 2 (8.70%) Redis
5 1 (4.35%) Data Lake
5 1 (4.35%) InfluxDB
5 1 (4.35%) PostgreSQL
5 1 (4.35%) Power BI
5 1 (4.35%) RDBMS
5 1 (4.35%) Relational Database
General
1 5 (21.74%) Telecoms
2 2 (8.70%) Finance
2 2 (8.70%) Retail
3 1 (4.35%) Marketing
3 1 (4.35%) Pharmaceutical
Job Titles
1 6 (26.09%) Developer
2 5 (21.74%) Administrator
2 5 (21.74%) Systems Administrator
3 4 (17.39%) Data Engineer
3 4 (17.39%) Linux Administrator
3 4 (17.39%) Linux Systems Administrator
3 4 (17.39%) Software Developer
4 3 (13.04%) Data Scientist
4 3 (13.04%) Software Engineer
5 2 (8.70%) Architect
5 2 (8.70%) Python Developer
6 1 (4.35%) Analyst
6 1 (4.35%) C# Architect
6 1 (4.35%) Data Administrator
6 1 (4.35%) Data Analyst
6 1 (4.35%) Data Architect
6 1 (4.35%) Java Architect
6 1 (4.35%) Java Technical Architect
6 1 (4.35%) Network Technical Architect
6 1 (4.35%) Technical Architect
Libraries, Frameworks & Software Standards
1 9 (39.13%) Kafka
2 3 (13.04%) .NET
2 3 (13.04%) Elastic Stack
3 2 (8.70%) CSS
3 2 (8.70%) HTML
3 2 (8.70%) Node.js
3 2 (8.70%) RabbitMQ
3 2 (8.70%) React Native
3 2 (8.70%) Samza
3 2 (8.70%) Spark Streaming
4 1 (4.35%) D3.js
Miscellaneous
1 6 (26.09%) Analytical Skills
2 4 (17.39%) Cybercrime
3 3 (13.04%) Algorithms
4 2 (8.70%) Mobile App
5 1 (4.35%) Analytical Mindset
Operating Systems
1 7 (30.43%) Linux
2 2 (8.70%) Windows
3 1 (4.35%) Unix
Processes & Methodologies
1 9 (39.13%) Machine Learning
2 6 (26.09%) Agile Software Development
2 6 (26.09%) Artificial Intelligence
2 6 (26.09%) Cybersecurity
3 5 (21.74%) Data Science
4 4 (17.39%) Analytics
4 4 (17.39%) Software Engineering
4 4 (17.39%) Use Case
5 3 (13.04%) Computer Science
5 3 (13.04%) DevOps
5 3 (13.04%) Market Research
5 3 (13.04%) Microservices
5 3 (13.04%) Problem-Solving
6 2 (8.70%) Data Modelling
6 2 (8.70%) Data Munging
6 2 (8.70%) Decision-Making
6 2 (8.70%) ETL
6 2 (8.70%) Front End Development
6 2 (8.70%) Statistics
6 2 (8.70%) Visualisation
Programming Languages
1 16 (69.57%) Python
2 8 (34.78%) Java
2 8 (34.78%) JavaScript
3 7 (30.43%) Scala
4 6 (26.09%) C
5 4 (17.39%) R
6 3 (13.04%) Go
6 3 (13.04%) SQL
7 2 (8.70%) Ruby
8 1 (4.35%) C#
8 1 (4.35%) C++
8 1 (4.35%) Julia
Qualifications
1 10 (43.48%) Degree
2 1 (4.35%) Computer Science Degree
2 1 (4.35%) DV Cleared
2 1 (4.35%) Numerate Degree
2 1 (4.35%) PhD
2 1 (4.35%) Security Cleared
System Software
1 3 (13.04%) Docker
2 1 (4.35%) Apache ZooKeeper
2 1 (4.35%) HDFS
2 1 (4.35%) Hyper-V
2 1 (4.35%) VMware Infrastructure
Systems Management
1 3 (13.04%) Ansible
1 3 (13.04%) Kubernetes
2 2 (8.70%) Kibana
2 2 (8.70%) logstash
2 2 (8.70%) Puppet
3 1 (4.35%) Grafana
3 1 (4.35%) Opscode Chef
Vendors
1 3 (13.04%) Oracle
2 2 (8.70%) Google
3 1 (4.35%) Cisco
3 1 (4.35%) Dell
3 1 (4.35%) HP
3 1 (4.35%) Huawei
3 1 (4.35%) Tableau
3 1 (4.35%) Vertica
3 1 (4.35%) VMware