Period
to 18 November 2018

The following table provides summary statistics for contract job vacancies advertised in Glasgow with a requirement for Machine Learning skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Machine Learning over the 6 months to 18 November 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Machine Learning
Scotland > Glasgow
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 105 - 84
Rank change year-on-year - +84 -
Contract jobs citing Machine Learning 12 0 2
As % of all contract IT jobs advertised in Glasgow 0.71% - 0.18%
As % of the Processes & Methodologies category 0.80% - 0.21%
Number of daily rates quoted 9 0 0
Glasgow median daily rate £365 - -
Scotland median daily rate £400 £406 -
% change year-on-year -1.54% - -
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland median hourly rate - - -

Machine Learning is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Contract vacancies with a requirement for process or methodology skills 1,506 1,137 949
As % of all contract IT jobs advertised in Glasgow 89.64% 87.60% 84.51%
Number of daily rates quoted 871 610 503
Glasgow median daily rate £400 £375 £350
Median daily rate % change year-on-year +6.67% +7.14% -
10th Percentile £256 £257 £219
90th Percentile £538 £500 £450
Scotland median daily rate £400 £390 £356
% change year-on-year +2.56% +9.55% -5.07%
Number of hourly rates quoted 29 34 22
Glasgow median hourly rate £19.00 £24.00 £15.25
Median hourly rate % change year-on-year -20.83% +57.38% -44.42%
10th Percentile £12.95 £10.00 £9.25
90th Percentile £40.41 £33.53 £42.73
Scotland median hourly rate £24.75 £24.00 £21.00
% change year-on-year +3.13% +14.29% -1.18%

Machine Learning
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Machine Learning in Glasgow

Machine Learning
Contractor Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Machine Learning in Glasgow.

Contractor daily rate trend for Machine Learning in Glasgow

Machine Learning
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Machine Learning in Glasgow over the 6 months to 18 November 2018.

Contractor daily rate histogram for Machine Learning in Glasgow

For the 6 months to 18 November 2018, IT contractor 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 contract job ads across the Glasgow region with a requirement for Machine Learning.

1 11 (91.67%) Hadoop
2 10 (83.33%) SQL Server Integration Services
2 10 (83.33%) SQL Server Analysis Services
2 10 (83.33%) Microsoft Azure
2 10 (83.33%) Tableau
2 10 (83.33%) Analytics
2 10 (83.33%) Big Data
2 10 (83.33%) HDInsight
2 10 (83.33%) Power BI
2 10 (83.33%) Data Lake
2 10 (83.33%) SQL
2 10 (83.33%) Data Modelling
2 10 (83.33%) SQL Server Reporting Services
3 9 (75.00%) Agile Software Development
3 9 (75.00%) Data Warehouse
3 9 (75.00%) Microsoft Analysis Services
3 9 (75.00%) ETL
3 9 (75.00%) Business Intelligence
3 9 (75.00%) Microsoft
3 9 (75.00%) T-SQL
3 9 (75.00%) SQL Server
3 9 (75.00%) Azure SQL Database
3 9 (75.00%) PaaS
3 9 (75.00%) Visualisation
3 9 (75.00%) Dynamics 365
3 9 (75.00%) Azure Data Factory
4 7 (58.33%) Data Strategy
4 7 (58.33%) Digital Transformation Programme
4 7 (58.33%) Service Design
5 3 (25.00%) Dynamics CRM

Machine Learning
Co-occurring IT Skills in Glasgow 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 2 (16.67%) Apache Spark
2 1 (8.33%) Apache Airflow
Business Applications
1 3 (25.00%) Dynamics CRM
Cloud Services
1 10 (83.33%) Microsoft Azure
2 9 (75.00%) Azure Data Factory
2 9 (75.00%) Dynamics 365
2 9 (75.00%) PaaS
3 2 (16.67%) Office 365
4 1 (8.33%) Google Cloud Platform
Database & Business Intelligence
1 11 (91.67%) Hadoop
2 10 (83.33%) Big Data
2 10 (83.33%) Data Lake
2 10 (83.33%) HDInsight
2 10 (83.33%) Power BI
2 10 (83.33%) SQL Server Analysis Services
2 10 (83.33%) SQL Server Integration Services
2 10 (83.33%) SQL Server Reporting Services
3 9 (75.00%) Azure SQL Database
3 9 (75.00%) Data Warehouse
3 9 (75.00%) Microsoft Analysis Services
3 9 (75.00%) SQL Server
4 2 (16.67%) NoSQL
5 1 (8.33%) Azkaban
5 1 (8.33%) Azure SQL Data Warehouse
5 1 (8.33%) Relational Database
General
1 2 (16.67%) Finance
2 1 (8.33%) Electronics
2 1 (8.33%) Manufacturing
2 1 (8.33%) Marketing
2 1 (8.33%) Telecoms
Job Titles
1 10 (83.33%) Developer
2 9 (75.00%) ETL Developer
3 2 (16.67%) Agile Developer
3 2 (16.67%) Azure Developer
3 2 (16.67%) SQL Developer
4 1 (8.33%) Data Engineer
4 1 (8.33%) Data Warehouse Developer
4 1 (8.33%) Java Developer
4 1 (8.33%) Server Engineer
4 1 (8.33%) SSIS Developer
Libraries, Frameworks & Software Standards
1 1 (8.33%) Kafka
1 1 (8.33%) Spark Streaming
1 1 (8.33%) Spring
Operating Systems
1 1 (8.33%) Linux
Processes & Methodologies
1 10 (83.33%) Analytics
1 10 (83.33%) Data Modelling
2 9 (75.00%) Agile Software Development
2 9 (75.00%) Business Intelligence
2 9 (75.00%) ETL
2 9 (75.00%) Visualisation
3 7 (58.33%) Data Strategy
3 7 (58.33%) Digital Transformation Programme
3 7 (58.33%) Service Design
4 3 (25.00%) CRM
4 3 (25.00%) Software Engineering
5 1 (8.33%) Asset Management
5 1 (8.33%) Data Science
5 1 (8.33%) Digital Marketing
5 1 (8.33%) OO
5 1 (8.33%) Programme Management
5 1 (8.33%) Workflow
5 1 (8.33%) Workflow Management
Programming Languages
1 10 (83.33%) SQL
2 9 (75.00%) T-SQL
3 2 (16.67%) Java
3 2 (16.67%) Python
4 1 (8.33%) C#
4 1 (8.33%) C++
4 1 (8.33%) Java 8
4 1 (8.33%) Perl
Qualifications
1 2 (16.67%) Security Cleared
2 1 (8.33%) BC Cleared
2 1 (8.33%) BPSS Clearance
System Software
1 1 (8.33%) Docker
1 1 (8.33%) HDFS
1 1 (8.33%) Virtual Servers
1 1 (8.33%) VMware ESXi
1 1 (8.33%) VMware Infrastructure
Systems Management
1 1 (8.33%) Kubernetes
Vendors
1 10 (83.33%) Tableau
2 9 (75.00%) Microsoft
3 1 (8.33%) Google
3 1 (8.33%) SAP
3 1 (8.33%) Splunk
3 1 (8.33%) VMware