Period
to 16 November 2018

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 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
East of England > Bedfordshire
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 73 71 119
Rank change year-on-year -2 +48 -
Permanent jobs citing Apache Spark 22 20 1
As % of all permanent IT jobs advertised in Bedfordshire 2.07% 1.81% 0.061%
As % of the Application Platforms category 11.89% 11.83% 0.53%
Number of salaries quoted 18 2 1
Bedfordshire median annual salary £66,750 £66,250 £60,000
Median salary % change year-on-year +0.75% +10.42% -
10th Percentile £63,000 £59,875 £57,500
90th Percentile £80,900 £69,625 £62,500
East of England median annual salary £66,000 £60,000 £50,000
% change year-on-year +10.00% +20.00% -38.65%

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 185 169 187
As % of all permanent IT jobs advertised in Bedfordshire 17.37% 15.25% 11.42%
Number of salaries quoted 163 126 172
Bedfordshire median annual salary £50,000 £35,000 £50,000
Median salary % change year-on-year +42.86% -30.00% +11.11%
10th Percentile £32,500 £27,250 £27,500
90th Percentile £69,750 £67,500 £75,000
East of England median annual salary £47,500 £45,000 £46,000
% change year-on-year +5.56% -2.17% +8.24%

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 November 2018.

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 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
Luton +3 21 £66,000 - 1
Apache Spark
East of England

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

1 22 (100.00%) Hadoop
1 22 (100.00%) Big Data
2 20 (90.91%) Impala
2 20 (90.91%) Agile Software Development
3 19 (86.36%) Scrum
4 17 (77.27%) Data Warehouse
4 17 (77.27%) Apache Hive
5 16 (72.73%) OLTP
6 15 (68.18%) Business Intelligence
7 14 (63.64%) SQL
8 12 (54.55%) Data Modelling
9 7 (31.82%) Kafka
9 7 (31.82%) Apache Flume
9 7 (31.82%) Oozie
9 7 (31.82%) Analytics
9 7 (31.82%) HDFS
10 6 (27.27%) Relational Database
10 6 (27.27%) RDBMS
11 5 (22.73%) Python
11 5 (22.73%) Amazon AWS
11 5 (22.73%) Marketing
12 4 (18.18%) Analytical Skills
12 4 (18.18%) Sqoop
12 4 (18.18%) Shell Script
12 4 (18.18%) Stakeholder Management
12 4 (18.18%) CRM
12 4 (18.18%) .NET
12 4 (18.18%) SQL Server
12 4 (18.18%) Java
12 4 (18.18%) Unix

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:

Application Platforms
1 1 (4.55%) IIS
Applications
1 1 (4.55%) Microsoft Project
Cloud Services
1 5 (22.73%) Amazon AWS
2 2 (9.09%) Amazon EMR
2 2 (9.09%) Amazon Kinesis
2 2 (9.09%) Amazon S3
2 2 (9.09%) Google Cloud Platform
2 2 (9.09%) IaaS
2 2 (9.09%) Microsoft Azure
2 2 (9.09%) PaaS
3 1 (4.55%) Serverless
Database & Business Intelligence
1 22 (100.00%) Big Data
1 22 (100.00%) Hadoop
2 20 (90.91%) Impala
3 17 (77.27%) Apache Hive
3 17 (77.27%) Data Warehouse
4 16 (72.73%) OLTP
5 6 (27.27%) RDBMS
5 6 (27.27%) Relational Database
6 4 (18.18%) Apache Kudu
6 4 (18.18%) SQL Server
6 4 (18.18%) Sqoop
7 3 (13.64%) HBase
7 3 (13.64%) Parquet
8 2 (9.09%) Amazon QuickSight
8 2 (9.09%) Amazon Redshift
Development Applications
1 1 (4.55%) JIRA
General
1 5 (22.73%) Marketing
2 3 (13.64%) Retail
Job Titles
1 18 (81.82%) Architect
2 14 (63.64%) Data Architect
3 13 (59.09%) Business Intelligence Architect
4 5 (22.73%) Technical Architect
5 3 (13.64%) Head of Development
6 2 (9.09%) Big Data Architect
6 2 (9.09%) Head of Analytics
6 2 (9.09%) Head of Big Data
6 2 (9.09%) Solutions Architect
7 1 (4.55%) Big Data Solutions Architect
7 1 (4.55%) Data Engineer
7 1 (4.55%) Development Manager
7 1 (4.55%) Engineering Manager
7 1 (4.55%) Head of Engineering
7 1 (4.55%) Platform Architect
7 1 (4.55%) Software Architect
7 1 (4.55%) Technical Solutions Architect
Libraries, Frameworks & Software Standards
1 7 (31.82%) Kafka
2 4 (18.18%) .NET
3 3 (13.64%) Apache Avro
4 1 (4.55%) REST
4 1 (4.55%) Web Services
Miscellaneous
1 4 (18.18%) Analytical Skills
2 1 (4.55%) Virtual Team
Operating Systems
1 4 (18.18%) Unix
2 2 (9.09%) Linux
Processes & Methodologies
1 20 (90.91%) Agile Software Development
2 19 (86.36%) Scrum
3 15 (68.18%) Business Intelligence
4 12 (54.55%) Data Modelling
5 7 (31.82%) Analytics
6 4 (18.18%) CRM
6 4 (18.18%) Data Engineering
6 4 (18.18%) Stakeholder Management
6 4 (18.18%) Waterfall
7 3 (13.64%) DevOps
8 2 (9.09%) Artificial Intelligence
8 2 (9.09%) Capacity Planning
8 2 (9.09%) Customer-Centricity
8 2 (9.09%) E-Commerce
8 2 (9.09%) Information Security
8 2 (9.09%) Machine Learning
8 2 (9.09%) Personalization
8 2 (9.09%) PRINCE2
8 2 (9.09%) Project Management
8 2 (9.09%) TDD
Programming Languages
1 14 (63.64%) SQL
2 5 (22.73%) Python
3 4 (18.18%) Java
3 4 (18.18%) Shell Script
Quality Assurance & Compliance
1 3 (13.64%) QA
System Software
1 7 (31.82%) Apache Flume
1 7 (31.82%) HDFS
Systems Management
1 7 (31.82%) Oozie
Vendors
1 2 (9.09%) Google
2 1 (4.55%) Microsoft