Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the East Midlands 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 23 November 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
England > East Midlands
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 176 235 263
Rank change year-on-year +59 +28 -1
Permanent jobs citing Machine Learning 53 26 12
As % of all permanent IT jobs advertised in the East Midlands 1.01% 0.40% 0.16%
As % of the Processes & Methodologies category 1.14% 0.44% 0.18%
Number of salaries quoted 47 43 4
East Midlands median annual salary £42,500 £35,000 £53,750
Median salary % change year-on-year +21.43% -34.88% -
10th Percentile £27,000 £21,250 £46,250
90th Percentile £77,500 £55,000 £77,250
England median annual salary £60,000 £60,000 £62,500
% change year-on-year - -4.00% +13.64%

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 the East Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
East Midlands
Permanent vacancies with a requirement for process or methodology skills 4664 5847 6661
As % of all permanent IT jobs advertised in the East Midlands 88.70% 89.05% 89.64%
Number of salaries quoted 3859 4630 5405
East Midlands median annual salary £40,000 £42,000 £40,000
Median salary % change year-on-year -4.76% +5.00% -
10th Percentile £25,500 £26,000 £23,750
90th Percentile £63,750 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Machine Learning
Job Vacancy Trend in the East Midlands

Job postings citing Machine Learning as a percentage of all IT jobs advertised in the East Midlands.

Job vacancy trend for Machine Learning in the East Midlands

Machine Learning
Salary Trend in the East Midlands

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

Salary trend for Machine Learning in the East Midlands

Machine Learning
Salary Histogram in the East Midlands

The salary distribution of IT jobs citing Machine Learning in the East Midlands over the 6 months to 23 November 2017.

Salary histogram for Machine Learning in the East Midlands

Machine Learning
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the East Midlands region over the 6 months to 23 November 2017. 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
Northamptonshire +49 37 £47,500 +111.11%
Leicestershire +31 10 £42,500 -15.00% 1
Derbyshire 0 5 £35,000 -46.15% 2
Nottinghamshire +4 1 £40,000 -20.00% 2
Machine Learning
England

For the 6 months to 23 November 2017, IT jobs citing Machine Learning 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 East Midlands region with a requirement for Machine Learning.

1 35 (66.04%) Java
2 31 (58.49%) Python
2 31 (58.49%) Computer Science
3 30 (56.60%) Degree
4 25 (47.17%) Algorithms
5 24 (45.28%) Agile Software Development
6 23 (43.40%) Mathematics
7 22 (41.51%) C#
8 21 (39.62%) C++
8 21 (39.62%) Physics
9 19 (35.85%) Software Engineering
10 17 (32.08%) Finance
10 17 (32.08%) PhD
10 17 (32.08%) Visual Studio
10 17 (32.08%) Linux
10 17 (32.08%) Git (software)
10 17 (32.08%) MongoDB
11 16 (30.19%) GitHub
11 16 (30.19%) Embedded Linux
11 16 (30.19%) Games
11 16 (30.19%) Electronics
11 16 (30.19%) Scrum
11 16 (30.19%) Subversion
11 16 (30.19%) Computer Vision
12 15 (28.30%) Banking
12 15 (28.30%) NoSQL
13 12 (22.64%) SQL
14 11 (20.75%) OLTP
14 11 (20.75%) Elasticsearch
15 10 (18.87%) Analytics

Machine Learning
Co-occurring IT Skills in the East Midlands 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 11 (20.75%) Elasticsearch
2 10 (18.87%) Apache Spark
3 3 (5.66%) Apache
Applications
1 1 (1.89%) Microsoft Excel
1 1 (1.89%) Microsoft PowerPoint
Cloud Services
1 16 (30.19%) GitHub
2 3 (5.66%) Amazon AWS
3 1 (1.89%) Azure Data Factory
3 1 (1.89%) Microsoft Azure
3 1 (1.89%) SaaS
Communications & Networking
1 4 (7.55%) Firewall
1 4 (7.55%) Network Security
2 2 (3.77%) Intrusion Detection
Database & Business Intelligence
1 17 (32.08%) MongoDB
2 15 (28.30%) NoSQL
3 11 (20.75%) OLTP
4 8 (15.09%) Apache Cassandra
5 7 (13.21%) Hadoop
6 5 (9.43%) Big Data
6 5 (9.43%) Data Mining
7 1 (1.89%) Apache Hive
7 1 (1.89%) Azure SQL Data Warehouse
7 1 (1.89%) Data Lake
7 1 (1.89%) Data Warehouse
7 1 (1.89%) Power BI
7 1 (1.89%) SQL Server Analysis Services
7 1 (1.89%) SQL Server Integration Services
Development Applications
1 17 (32.08%) Git (software)
1 17 (32.08%) Visual Studio
2 16 (30.19%) Subversion
3 2 (3.77%) Jenkins
4 1 (1.89%) Team Foundation Server
General
1 17 (32.08%) Finance
2 16 (30.19%) Electronics
2 16 (30.19%) Games
3 15 (28.30%) Banking
4 8 (15.09%) Law
5 6 (11.32%) Retail Banking
6 4 (7.55%) Investment Banking
7 1 (1.89%) Marketing
7 1 (1.89%) Retail
Job Titles
1 27 (50.94%) Developer
2 18 (33.96%) Software Engineer
3 17 (32.08%) Software Developer
4 16 (30.19%) C++ Developer
4 16 (30.19%) C++ Software Developer
4 16 (30.19%) C++ Software Engineer
4 16 (30.19%) Developer/Software Engineer
4 16 (30.19%) Graduate
4 16 (30.19%) Graduate C++ Developer
4 16 (30.19%) Graduate C++ Software Developer
4 16 (30.19%) Graduate C++ Software Engineer
4 16 (30.19%) Graduate Developer
4 16 (30.19%) Graduate Software Developer
4 16 (30.19%) Graduate Software Engineer
5 9 (16.98%) Data Scientist
6 8 (15.09%) Java Developer
7 4 (7.55%) Analyst
7 4 (7.55%) Lead Developer
7 4 (7.55%) Senior Developer
7 4 (7.55%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 5 (9.43%) RESTful
2 4 (7.55%) Apache Camel
2 4 (7.55%) Hibernate
2 4 (7.55%) J2EE
2 4 (7.55%) Spring
3 2 (3.77%) AngularJS
3 2 (3.77%) Node.js
4 1 (1.89%) Akka
4 1 (1.89%) Angular 2
4 1 (1.89%) D3.js
4 1 (1.89%) Electron Framework
4 1 (1.89%) Entity Framework
4 1 (1.89%) Kafka
4 1 (1.89%) LINQ
4 1 (1.89%) Meteor
4 1 (1.89%) React
4 1 (1.89%) Twitter Bootstrap
Miscellaneous
1 31 (58.49%) Computer Science
2 25 (47.17%) Algorithms
3 7 (13.21%) Analytical Skills
4 4 (7.55%) Cyberthreat
5 2 (3.77%) Cyber Defence
5 2 (3.77%) Management Information System
6 1 (1.89%) Clustering
6 1 (1.89%) Data Structures
6 1 (1.89%) Greenfield Project
6 1 (1.89%) Social Media
Operating Systems
1 17 (32.08%) Linux
2 16 (30.19%) Embedded Linux
Processes & Methodologies
1 24 (45.28%) Agile Software Development
2 23 (43.40%) Mathematics
3 21 (39.62%) Physics
4 19 (35.85%) Software Engineering
5 16 (30.19%) Computer Vision
5 16 (30.19%) Scrum
6 10 (18.87%) Analytics
7 8 (15.09%) Risk Management
8 6 (11.32%) Predictive Analytics
9 5 (9.43%) Artificial Intelligence
9 5 (9.43%) Business Intelligence
9 5 (9.43%) Use Case
10 4 (7.55%) Computer Forensics
10 4 (7.55%) Data Visualisation
10 4 (7.55%) Incident Management
10 4 (7.55%) Information Security
10 4 (7.55%) Predictive Modelling
10 4 (7.55%) SIEM
10 4 (7.55%) Visualisation
10 4 (7.55%) Wealth Management
Programming Languages
1 35 (66.04%) Java
2 31 (58.49%) Python
3 22 (41.51%) C#
4 21 (39.62%) C++
5 12 (22.64%) SQL
6 8 (15.09%) R
7 5 (9.43%) JavaScript
8 4 (7.55%) MATLAB
8 4 (7.55%) Ruby
9 3 (5.66%) C
10 2 (3.77%) Bash Shell
11 1 (1.89%) PowerShell
11 1 (1.89%) Scala
11 1 (1.89%) T-SQL
Qualifications
1 30 (56.60%) Degree
2 17 (32.08%) PhD
3 9 (16.98%) Computer Science Degree
4 5 (9.43%) Master's Degree
5 4 (7.55%) CEH
5 4 (7.55%) GCIH
5 4 (7.55%) GIAC
5 4 (7.55%) OSCP
5 4 (7.55%) SANS
6 3 (5.66%) Numerate Degree
7 2 (3.77%) CISSP
Quality Assurance & Compliance
1 2 (3.77%) Data Quality
System Software
1 4 (7.55%) Docker
2 2 (3.77%) Snort
Systems Management
1 2 (3.77%) Suricata
Vendors
1 2 (3.77%) FireEye
1 2 (3.77%) Fortinet
1 2 (3.77%) Intel
1 2 (3.77%) Palo Alto
1 2 (3.77%) Sophos
1 2 (3.77%) Sourcefire
1 2 (3.77%) TippingPoint
2 1 (1.89%) Cloudera
2 1 (1.89%) Microsoft
2 1 (1.89%) Tableau