Period
to 23 February 2018

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

Apache Spark Machine Learning Library (MLlib)
South West > Bristol
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 166 - -
Rank change year-on-year - - -
Permanent jobs citing MLlib 26 0 0
As % of all permanent IT jobs advertised in Bristol 0.73% - -
As % of the Libraries, Frameworks & Software Standards category 1.62% - -
Number of salaries quoted 26 0 0
Bristol median annual salary £50,000 - -
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 1,601 1,471 1,649
As % of all permanent IT jobs advertised in Bristol 44.90% 43.94% 44.24%
Number of salaries quoted 1,381 1,219 1,520
Bristol median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% +6.67%
10th Percentile £28,750 £30,000 £27,500
90th Percentile £65,000 £72,500 £62,500
South West median annual salary £42,500 £41,500 £39,000
% change year-on-year +2.41% +6.41% +6.85%

MLlib
Job Vacancy Trend in Bristol

Job postings citing MLlib as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for MLlib in Bristol

MLlib
Salary Trend in Bristol

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing MLlib in Bristol.

Salary trend for MLlib in Bristol

MLlib
Salary Histogram in Bristol

The salary distribution of IT jobs citing MLlib in Bristol over the 6 months to 23 February 2018.

Salary histogram for MLlib in Bristol

For the 6 months to 23 February 2018, IT jobs citing MLlib 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 Bristol region with a requirement for MLlib.

1 26 (100.00%) Java
1 26 (100.00%) SQL
1 26 (100.00%) Python
1 26 (100.00%) ETL
1 26 (100.00%) Clustering
1 26 (100.00%) Scala
1 26 (100.00%) Amazon AWS
1 26 (100.00%) MapReduce
1 26 (100.00%) Analytics
1 26 (100.00%) Amazon EMR
1 26 (100.00%) Elasticsearch
1 26 (100.00%) Amazon Redshift
1 26 (100.00%) Pandas
1 26 (100.00%) Amazon Kinesis
1 26 (100.00%) Amazon Athena
2 25 (96.15%) Apache Spark
2 25 (96.15%) BigQuery
2 25 (96.15%) Agile Software Development
3 23 (88.46%) Scrum
4 21 (80.77%) GitHub
4 21 (80.77%) Open Source
4 21 (80.77%) Hadoop
4 21 (80.77%) Coaching
4 21 (80.77%) Continuous Delivery
5 18 (69.23%) Visualisation
5 18 (69.23%) Data Visualisation
5 18 (69.23%) Big Data
5 18 (69.23%) C#
6 17 (65.38%) Spotfire
6 17 (65.38%) Business Intelligence

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 26 (100.00%) Elasticsearch
2 25 (96.15%) Apache Spark
3 17 (65.38%) Apache Pig
Cloud Services
1 26 (100.00%) Amazon AWS
1 26 (100.00%) Amazon EMR
1 26 (100.00%) Amazon Kinesis
2 21 (80.77%) GitHub
3 17 (65.38%) Microsoft Azure
Database & Business Intelligence
1 26 (100.00%) Amazon Athena
1 26 (100.00%) Amazon Redshift
2 25 (96.15%) BigQuery
3 21 (80.77%) Hadoop
4 18 (69.23%) Big Data
5 17 (65.38%) Apache Hive
5 17 (65.38%) Impala
5 17 (65.38%) Power BI
5 17 (65.38%) Presto
5 17 (65.38%) Spotfire
Development Applications
1 15 (57.69%) JIRA
General
1 15 (57.69%) Electronics
Job Titles
1 18 (69.23%) Data Engineer
2 16 (61.54%) Senior Data Engineer
3 15 (57.69%) AWS Engineer
3 15 (57.69%) Hadoop Engineer
3 15 (57.69%) Senior Hadoop Engineer
4 8 (30.77%) Data Science Leader
4 8 (30.77%) Technical Leader
Libraries, Frameworks & Software Standards
1 26 (100.00%) Pandas
2 6 (23.08%) Velocity
Miscellaneous
1 26 (100.00%) Clustering
2 15 (57.69%) User Experience
3 11 (42.31%) Internet of Things
Processes & Methodologies
1 26 (100.00%) Analytics
1 26 (100.00%) ETL
1 26 (100.00%) MapReduce
2 25 (96.15%) Agile Software Development
3 23 (88.46%) Scrum
4 21 (80.77%) Coaching
4 21 (80.77%) Continuous Delivery
4 21 (80.77%) Open Source
5 18 (69.23%) Data Visualisation
5 18 (69.23%) Visualisation
6 17 (65.38%) Business Intelligence
6 17 (65.38%) DevOps
7 15 (57.69%) Data Analytics
7 15 (57.69%) Software Engineering
8 8 (30.77%) BDD
8 8 (30.77%) Data Science
8 8 (30.77%) Kanban
8 8 (30.77%) Test Automation
9 6 (23.08%) Data Engineering
9 6 (23.08%) Performance Management
Programming Languages
1 26 (100.00%) Java
1 26 (100.00%) Python
1 26 (100.00%) Scala
1 26 (100.00%) SQL
2 18 (69.23%) C#
System Software
1 17 (65.38%) Docker
Vendors
1 17 (65.38%) Tableau
2 15 (57.69%) Atlassian