Period
to 21 August 2019

The following table provides summary statistics for permanent job vacancies advertised in Bedfordshire with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 6 months to 21 August 2019 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Bedfordshire
6 months to
21 Aug 2019
Same period 2018 Same period 2017
Rank 87 86 74
Rank change year-on-year -1 -12 -
Permanent jobs citing Machine Learning 3 9 27
As % of all permanent IT jobs advertised in Bedfordshire 0.31% 0.90% 2.21%
As % of the Processes & Methodologies category 0.34% 1.03% 2.35%
Number of salaries quoted 1 9 3
Bedfordshire median annual salary £47,500 £83,000 £100,000
Median salary % change year-on-year -42.77% -17.00% -
10th Percentile £43,750 £68,350 £50,000
90th Percentile £51,250 £83,000 £105,000
East of England median annual salary £60,000 £60,000 £50,000
% change year-on-year - +20.00% -

Machine Learning is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Bedfordshire
Permanent vacancies with a requirement for process or methodology skills 881 876 1,148
As % of all permanent IT jobs advertised in Bedfordshire 92.35% 87.25% 94.18%
Number of salaries quoted 738 713 854
Bedfordshire median annual salary £52,500 £52,500 £47,000
Median salary % change year-on-year - +11.70% -6.00%
10th Percentile £31,250 £31,250 £27,500
90th Percentile £75,000 £77,500 £67,500
East of England median annual salary £49,090 £47,500 £45,000
% change year-on-year +3.35% +5.56% -

Machine Learning
Job Vacancy Trend in Bedfordshire

Job postings citing Machine Learning as a percentage of all IT jobs advertised in Bedfordshire.

Job vacancy trend for Machine Learning in Bedfordshire

Machine Learning
Salary Trend in Bedfordshire

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

Salary trend for Machine Learning in Bedfordshire

Machine Learning
Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Bedfordshire region over the 6 months to 21 August 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 0 2 £47,500 -42.77% 1
Machine Learning
East of England

For the 6 months to 21 August 2019, IT jobs citing Machine Learning 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 Machine Learning.

1 3 (100.00%) Apache Spark
1 3 (100.00%) Data Science
2 2 (66.67%) Technical Leadership
2 2 (66.67%) HDFS
2 2 (66.67%) Impala
2 2 (66.67%) Oozie
2 2 (66.67%) Big Data
2 2 (66.67%) Kafka
2 2 (66.67%) Apache Flume
2 2 (66.67%) Analytics
2 2 (66.67%) Sqoop
2 2 (66.67%) Python
2 2 (66.67%) Hadoop
2 2 (66.67%) Java
2 2 (66.67%) HBase
3 1 (33.33%) Apache ZooKeeper
3 1 (33.33%) C
3 1 (33.33%) C++
3 1 (33.33%) SQL
3 1 (33.33%) SQL Server
3 1 (33.33%) OLAP
3 1 (33.33%) Unix
3 1 (33.33%) Linux
3 1 (33.33%) Visualisation
3 1 (33.33%) Amazon S3
3 1 (33.33%) AWS
3 1 (33.33%) PaaS
3 1 (33.33%) Confluence
3 1 (33.33%) Predictive Modelling
3 1 (33.33%) Capacity Planning

Machine Learning
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 3 (100.00%) Apache Spark
2 1 (33.33%) Confluence
Cloud Services
1 1 (33.33%) Amazon EMR
1 1 (33.33%) Amazon Kinesis
1 1 (33.33%) Amazon S3
1 1 (33.33%) AWS
1 1 (33.33%) IaaS
1 1 (33.33%) PaaS
Database & Business Intelligence
1 2 (66.67%) Big Data
1 2 (66.67%) Hadoop
1 2 (66.67%) HBase
1 2 (66.67%) Impala
1 2 (66.67%) Sqoop
2 1 (33.33%) Amazon QuickSight
2 1 (33.33%) Amazon Redshift
2 1 (33.33%) Apache Hive
2 1 (33.33%) Apache Kudu
2 1 (33.33%) OLAP
2 1 (33.33%) OLTP
2 1 (33.33%) Parquet
2 1 (33.33%) RDBMS
2 1 (33.33%) Relational Database
2 1 (33.33%) SQL Server
Development Applications
1 1 (33.33%) Artifactory
1 1 (33.33%) Git (software)
1 1 (33.33%) Jenkins
1 1 (33.33%) JIRA
1 1 (33.33%) Maven
1 1 (33.33%) Sonatype Nexus
General
1 1 (33.33%) Marketing
Job Titles
1 1 (33.33%) Architect
1 1 (33.33%) Data Engineer
1 1 (33.33%) Data Scientist
1 1 (33.33%) Senior Data Engineer
1 1 (33.33%) Solutions Architect
Libraries, Frameworks & Software Standards
1 2 (66.67%) Kafka
2 1 (33.33%) Apache Avro
2 1 (33.33%) Keras
2 1 (33.33%) Spark Streaming
2 1 (33.33%) TensorFlow
2 1 (33.33%) Theano
2 1 (33.33%) Torch
Miscellaneous
1 1 (33.33%) Analytical Skills
Operating Systems
1 1 (33.33%) Linux
1 1 (33.33%) Unix
Processes & Methodologies
1 3 (100.00%) Data Science
2 2 (66.67%) Analytics
2 2 (66.67%) Technical Leadership
3 1 (33.33%) Benchmarking
3 1 (33.33%) Capacity Planning
3 1 (33.33%) Concurrent Programming
3 1 (33.33%) CRM
3 1 (33.33%) Data Engineering
3 1 (33.33%) Data Modelling
3 1 (33.33%) Data Security
3 1 (33.33%) Deep Learning
3 1 (33.33%) ETL
3 1 (33.33%) Image Processing
3 1 (33.33%) MapReduce
3 1 (33.33%) Performance Tuning
3 1 (33.33%) Predictive Modelling
3 1 (33.33%) Quality Management
3 1 (33.33%) Scrum
3 1 (33.33%) Visualisation
3 1 (33.33%) Waterfall
Programming Languages
1 2 (66.67%) Java
1 2 (66.67%) Python
2 1 (33.33%) C
2 1 (33.33%) C++
2 1 (33.33%) R
2 1 (33.33%) Scala
2 1 (33.33%) Shell Script
2 1 (33.33%) SQL
Quality Assurance & Compliance
1 1 (33.33%) Data Quality
System Software
1 2 (66.67%) Apache Flume
1 2 (66.67%) HDFS
2 1 (33.33%) Apache ZooKeeper
Systems Management
1 2 (66.67%) Oozie
2 1 (33.33%) Ansible
2 1 (33.33%) Hadoop YARN
Vendors
1 1 (33.33%) Informatica
1 1 (33.33%) MicroStrategy
1 1 (33.33%) Tableau