Period
to 12 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Bristol with a requirement for MLlib skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited MLlib over the 6 months to 12 December 2017 with a comparison to the same period in the previous 2 years.

Apache Spark Machine Learning Library (MLlib)
South West > Bristol
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 191 - -
Rank change year-on-year - - -
Permanent jobs citing MLlib 16 0 0
As % of all permanent IT jobs advertised in Bristol 0.42% - -
As % of the Libraries, Frameworks & Software Standards category 0.90% - -
Number of salaries quoted 16 0 0
Bristol median annual salary £57,500 - -
South West median annual salary £50,000 - -

MLlib is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Bristol with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Bristol
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1783 1451 1654
As % of all permanent IT jobs advertised in Bristol 46.83% 44.48% 44.11%
Number of salaries quoted 1509 1266 1520
Bristol median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% +6.67%
10th Percentile £26,250 £29,000 £26,975
90th Percentile £66,250 £70,000 £63,750
South West median annual salary £42,000 £41,000 £38,500
% change year-on-year +2.44% +6.49% +6.21%

MLlib
Salary Histogram in Bristol

The salary distribution of IT jobs citing MLlib in Bristol over the 6 months to 12 December 2017.

Salary histogram for MLlib in Bristol

For the 6 months to 12 December 2017, IT jobs citing MLlib 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 Bristol region with a requirement for MLlib.

1 16 (100.00%) Java
1 16 (100.00%) SQL
1 16 (100.00%) Python
1 16 (100.00%) ETL
1 16 (100.00%) Clustering
1 16 (100.00%) Agile Software Development
1 16 (100.00%) Scala
1 16 (100.00%) Amazon AWS
1 16 (100.00%) MapReduce
1 16 (100.00%) Amazon EMR
1 16 (100.00%) Elasticsearch
1 16 (100.00%) Amazon Redshift
1 16 (100.00%) Analytics
1 16 (100.00%) Apache Spark
1 16 (100.00%) BigQuery
1 16 (100.00%) Amazon Kinesis
1 16 (100.00%) Pandas
2 14 (87.50%) Scrum
3 12 (75.00%) Open Source
3 12 (75.00%) Hadoop
3 12 (75.00%) Coaching
3 12 (75.00%) Continuous Delivery
3 12 (75.00%) GitHub
4 10 (62.50%) Internet of Things
5 8 (50.00%) Apache Pig
5 8 (50.00%) Presto
5 8 (50.00%) Power BI
5 8 (50.00%) Visualisation
5 8 (50.00%) Microsoft Azure
5 8 (50.00%) BDD

MLlib
Co-occurring IT Skills in Bristol 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 16 (100.00%) Apache Spark
1 16 (100.00%) Elasticsearch
2 8 (50.00%) Apache Pig
Cloud Services
1 16 (100.00%) Amazon AWS
1 16 (100.00%) Amazon EMR
1 16 (100.00%) Amazon Kinesis
2 12 (75.00%) GitHub
3 8 (50.00%) Microsoft Azure
Database & Business Intelligence
1 16 (100.00%) Amazon Redshift
1 16 (100.00%) BigQuery
2 12 (75.00%) Hadoop
3 8 (50.00%) Apache Hive
3 8 (50.00%) Big Data
3 8 (50.00%) Impala
3 8 (50.00%) Power BI
3 8 (50.00%) Presto
3 8 (50.00%) Spotfire
Development Applications
1 6 (37.50%) JIRA
General
1 6 (37.50%) Electronics
Job Titles
1 8 (50.00%) Data Engineer
1 8 (50.00%) Technical Leader
2 6 (37.50%) AWS Engineer
2 6 (37.50%) Hadoop Engineer
2 6 (37.50%) Senior Data Engineer
2 6 (37.50%) Senior Hadoop Engineer
Libraries, Frameworks & Software Standards
1 16 (100.00%) Pandas
2 6 (37.50%) Velocity
Miscellaneous
1 16 (100.00%) Clustering
2 10 (62.50%) Internet of Things
3 6 (37.50%) User Experience
Processes & Methodologies
1 16 (100.00%) Agile Software Development
1 16 (100.00%) Analytics
1 16 (100.00%) ETL
1 16 (100.00%) MapReduce
2 14 (87.50%) Scrum
3 12 (75.00%) Coaching
3 12 (75.00%) Continuous Delivery
3 12 (75.00%) Open Source
4 8 (50.00%) BDD
4 8 (50.00%) Business Intelligence
4 8 (50.00%) Data Visualisation
4 8 (50.00%) DevOps
4 8 (50.00%) Kanban
4 8 (50.00%) Test Automation
4 8 (50.00%) Visualisation
5 6 (37.50%) Acceptance Criteria
5 6 (37.50%) Data Analytics
5 6 (37.50%) Data Engineering
5 6 (37.50%) Performance Management
5 6 (37.50%) Software Engineering
Programming Languages
1 16 (100.00%) Java
1 16 (100.00%) Python
1 16 (100.00%) Scala
1 16 (100.00%) SQL
2 8 (50.00%) C#
System Software
1 8 (50.00%) Docker
Vendors
1 8 (50.00%) Tableau
2 6 (37.50%) Atlassian