Period
to 16 January 2019

The following table provides summary statistics for permanent job vacancies advertised in Bedfordshire 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 16 January 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
East of England > Bedfordshire
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 81 77 116
Rank change year-on-year -4 +39 -
Permanent jobs citing Apache Spark 10 4 1
As % of all permanent IT jobs advertised in Bedfordshire 0.95% 0.45% 0.069%
As % of the Application Platforms category 6.45% 3.39% 0.60%
Number of salaries quoted 6 4 1
Bedfordshire median annual salary £67,500 £72,500 £60,000
Median salary % change year-on-year -6.90% +20.83% -
10th Percentile £50,625 £68,750 £57,500
90th Percentile £71,250 £80,625 £62,500
East of England median annual salary £67,500 £72,500 £57,500
% change year-on-year -6.90% +26.09% +4.55%

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 Bedfordshire with a requirement for application platform skills.

All Application Platform Skills
Bedfordshire
Permanent vacancies with a requirement for application platform skills 155 118 166
As % of all permanent IT jobs advertised in Bedfordshire 14.79% 13.15% 11.45%
Number of salaries quoted 129 105 158
Bedfordshire median annual salary £47,500 £42,500 £50,000
Median salary % change year-on-year +11.76% -15.00% +11.11%
10th Percentile £33,500 £30,000 £27,500
90th Percentile £69,150 £72,000 £75,000
East of England median annual salary £45,139 £45,000 £46,000
% change year-on-year +0.31% -2.17% +5.75%

Apache Spark
Job Vacancy Trend in Bedfordshire

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

Job vacancy trend for Apache Spark in Bedfordshire

Apache Spark
Salary Trend in Bedfordshire

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

Salary trend for Apache Spark in Bedfordshire

Apache Spark
Salary Histogram in Bedfordshire

The salary distribution of IT jobs citing Apache Spark in Bedfordshire over the 6 months to 16 January 2019.

Salary histogram for Apache Spark in Bedfordshire

Apache Spark
Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Bedfordshire region over the 6 months to 16 January 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
Luton -11 10 £67,500 -6.90%
Apache Spark
East of England

For the 6 months to 16 January 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 Bedfordshire region with a requirement for Apache Spark.

1 10 (100.00%) Agile Software Development
1 10 (100.00%) Hadoop
1 10 (100.00%) Big Data
1 10 (100.00%) Impala
2 9 (90.00%) Apache Hive
2 9 (90.00%) Scrum
2 9 (90.00%) Data Warehouse
3 8 (80.00%) OLTP
4 7 (70.00%) SQL
5 6 (60.00%) Business Intelligence
6 5 (50.00%) Data Modelling
7 4 (40.00%) Python
7 4 (40.00%) RDBMS
7 4 (40.00%) Technical Leadership
7 4 (40.00%) Kafka
7 4 (40.00%) Apache Flume
7 4 (40.00%) Oozie
7 4 (40.00%) Relational Database
7 4 (40.00%) HDFS
8 3 (30.00%) Analytical Skills
8 3 (30.00%) Data Engineering
8 3 (30.00%) Apache Kudu
8 3 (30.00%) SQL Server
8 3 (30.00%) Unix
8 3 (30.00%) Shell Script
8 3 (30.00%) Stakeholder Management
8 3 (30.00%) Waterfall
8 3 (30.00%) Retail
9 2 (20.00%) Analytics
9 2 (20.00%) Sqoop

Apache Spark
Co-occurring IT Skills in Bedfordshire 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:

Applications
1 1 (10.00%) Microsoft Project
Cloud Services
1 1 (10.00%) Amazon AWS
1 1 (10.00%) Serverless
Database & Business Intelligence
1 10 (100.00%) Big Data
1 10 (100.00%) Hadoop
1 10 (100.00%) Impala
2 9 (90.00%) Apache Hive
2 9 (90.00%) Data Warehouse
3 8 (80.00%) OLTP
4 4 (40.00%) RDBMS
4 4 (40.00%) Relational Database
5 3 (30.00%) Apache Kudu
5 3 (30.00%) SQL Server
6 2 (20.00%) Sqoop
7 1 (10.00%) HBase
7 1 (10.00%) Parquet
Development Applications
1 1 (10.00%) JIRA
General
1 3 (30.00%) Retail
Job Titles
1 8 (80.00%) Architect
2 5 (50.00%) Business Intelligence Architect
2 5 (50.00%) Data Architect
3 3 (30.00%) Technical Architect
4 1 (10.00%) Data Engineer
4 1 (10.00%) Development Manager
4 1 (10.00%) Engineering Manager
4 1 (10.00%) Head of Development
4 1 (10.00%) Head of Engineering
Libraries, Frameworks & Software Standards
1 4 (40.00%) Kafka
2 1 (10.00%) .NET
2 1 (10.00%) Apache Avro
2 1 (10.00%) Web Services
Miscellaneous
1 3 (30.00%) Analytical Skills
2 1 (10.00%) Virtual Team
Operating Systems
1 3 (30.00%) Unix
Processes & Methodologies
1 10 (100.00%) Agile Software Development
2 9 (90.00%) Scrum
3 6 (60.00%) Business Intelligence
4 5 (50.00%) Data Modelling
5 4 (40.00%) Technical Leadership
6 3 (30.00%) Data Engineering
6 3 (30.00%) Stakeholder Management
6 3 (30.00%) Waterfall
7 2 (20.00%) Analytics
8 1 (10.00%) Data Science
8 1 (10.00%) DevOps
8 1 (10.00%) ETL
8 1 (10.00%) Functional Testing
8 1 (10.00%) MapReduce
8 1 (10.00%) Penetration Testing
8 1 (10.00%) Performance Testing
8 1 (10.00%) SDLC
8 1 (10.00%) Software Engineering
8 1 (10.00%) Test Automation
8 1 (10.00%) Virtual Team Management
Programming Languages
1 7 (70.00%) SQL
2 4 (40.00%) Python
3 3 (30.00%) Shell Script
4 1 (10.00%) Java
Quality Assurance & Compliance
1 1 (10.00%) QA
System Software
1 4 (40.00%) Apache Flume
1 4 (40.00%) HDFS
Systems Management
1 4 (40.00%) Oozie
Vendors
1 1 (10.00%) Microsoft