Period
to 19 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Deep Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Deep Learning over the 6 months to 19 December 2018 with a comparison to the same period in the previous 2 years.

Deep Learning
Scotland > Edinburgh
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 126 133 131
Rank change year-on-year +7 -2 -
Permanent jobs citing Deep Learning 22 19 2
As % of all permanent IT jobs advertised in Edinburgh 0.88% 0.73% 0.088%
As % of the Processes & Methodologies category 0.93% 0.79% 0.094%
Number of salaries quoted 21 16 1
Edinburgh median annual salary £35,000 £32,000 £21,500
Median salary % change year-on-year +9.38% +48.84% -
10th Percentile £32,500 £28,000 £19,750
90th Percentile £41,750 £47,500 £23,250
Scotland median annual salary £35,000 £32,000 £21,500
% change year-on-year +9.38% +48.84% -

Deep 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 Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2,358 2,420 2,136
As % of all permanent IT jobs advertised in Edinburgh 93.94% 92.51% 93.77%
Number of salaries quoted 1,434 1,495 1,421
Edinburgh median annual salary £46,000 £42,500 £45,000
Median salary % change year-on-year +8.24% -5.56% +1.69%
10th Percentile £28,750 £27,200 £29,400
90th Percentile £72,500 £65,000 £70,000
Scotland median annual salary £45,000 £45,000 £44,500
% change year-on-year - +1.12% +4.71%

Deep Learning
Job Vacancy Trend in Edinburgh

Job postings citing Deep Learning as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Deep Learning in Edinburgh

Deep Learning
Salary Trend in Edinburgh

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

Salary trend for Deep Learning in Edinburgh

Deep Learning
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Deep Learning in Edinburgh over the 6 months to 19 December 2018.

Salary histogram for Deep Learning in Edinburgh

For the 6 months to 19 December 2018, IT jobs citing Deep 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 Edinburgh region with a requirement for Deep Learning.

1 21 (95.45%) Linux
1 21 (95.45%) Data Mining
1 21 (95.45%) Mathematics
1 21 (95.45%) Machine Learning
2 20 (90.91%) Big Data
2 20 (90.91%) Image Processing
2 20 (90.91%) Boost C++ Libraries
2 20 (90.91%) Robotics
2 20 (90.91%) Data Analysis
2 20 (90.91%) Software Engineering
2 20 (90.91%) Degree
2 20 (90.91%) Windows
2 20 (90.91%) Military
2 20 (90.91%) Web Services
2 20 (90.91%) C#
2 20 (90.91%) C++
2 20 (90.91%) Java
2 20 (90.91%) OpenCV
2 20 (90.91%) Algorithms
2 20 (90.91%) Numerate Degree
2 20 (90.91%) Innovative Thinking
3 2 (9.09%) PhD
3 2 (9.09%) Computer Science
3 2 (9.09%) Natural Language Processing
4 1 (4.55%) Data Science
4 1 (4.55%) Fintech
4 1 (4.55%) Neuroscience
4 1 (4.55%) Analytics
4 1 (4.55%) Relational Database
4 1 (4.55%) Mentoring

Deep Learning
Co-occurring IT Skills in Edinburgh 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:

Database & Business Intelligence
1 21 (95.45%) Data Mining
2 20 (90.91%) Big Data
3 1 (4.55%) NoSQL
3 1 (4.55%) Relational Database
General
1 20 (90.91%) Military
Job Titles
1 20 (90.91%) Software Engineer
2 9 (40.91%) Graduate
2 9 (40.91%) Graduate Software Engineer
2 9 (40.91%) Junior
2 9 (40.91%) Junior Software Engineer
3 1 (4.55%) Data Scientist
3 1 (4.55%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 20 (90.91%) Boost C++ Libraries
1 20 (90.91%) OpenCV
1 20 (90.91%) Web Services
2 2 (9.09%) Natural Language Processing
Miscellaneous
1 20 (90.91%) Algorithms
1 20 (90.91%) Robotics
2 1 (4.55%) Fintech
Operating Systems
1 21 (95.45%) Linux
2 20 (90.91%) Windows
3 1 (4.55%) Unix
Processes & Methodologies
1 21 (95.45%) Machine Learning
1 21 (95.45%) Mathematics
2 20 (90.91%) Data Analysis
2 20 (90.91%) Image Processing
2 20 (90.91%) Innovative Thinking
2 20 (90.91%) Software Engineering
3 2 (9.09%) Computer Science
4 1 (4.55%) Analytics
4 1 (4.55%) Business Intelligence
4 1 (4.55%) Chemistry
4 1 (4.55%) Data Analytics
4 1 (4.55%) Data Modelling
4 1 (4.55%) Data Science
4 1 (4.55%) Mentoring
4 1 (4.55%) Neuroscience
4 1 (4.55%) Physics
4 1 (4.55%) Predictive Analytics
4 1 (4.55%) Refactoring
4 1 (4.55%) Statistical Modelling
4 1 (4.55%) Statistics
Programming Languages
1 20 (90.91%) C#
1 20 (90.91%) C++
1 20 (90.91%) Java
2 1 (4.55%) Python
2 1 (4.55%) R
2 1 (4.55%) SQL
Qualifications
1 20 (90.91%) Degree
1 20 (90.91%) Numerate Degree
2 2 (9.09%) PhD