Period
to 18 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 18 July 2018 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
Scotland > Edinburgh
6 months to
18 Jul 2018
Same period 2017 Same period 2016
Rank 103 109 143
Rank change year-on-year +6 +34 +3
Permanent jobs citing Numerate Degree 46 35 2
As % of all permanent IT jobs advertised in Edinburgh 1.72% 1.41% 0.078%
As % of the Qualifications category 6.94% 5.54% 0.28%
Number of salaries quoted 41 23 1
Edinburgh median annual salary £32,000 £40,000 £80,000
Median salary % change year-on-year -20.00% -50.00% +100.00%
10th Percentile £28,000 £26,000 £75,000
90th Percentile £39,750 £50,000 £85,000
Scotland median annual salary £32,000 £40,000 £80,000
% change year-on-year -20.00% -50.00% +100.00%

Numerate Degree is in the Academic Qualifications and Professional Certifications 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 academic qualifications or professional certifications.

All Academic and Professional Certifications
Edinburgh
Permanent vacancies requiring academic qualifications or professional certifications 663 632 714
As % of all permanent IT jobs advertised in Edinburgh 24.84% 25.55% 27.71%
Number of salaries quoted 439 386 446
Edinburgh median annual salary £42,500 £42,500 £45,000
Median salary % change year-on-year - -5.56% +5.88%
10th Percentile £27,700 £27,250 £25,750
90th Percentile £67,500 £73,125 £71,250
Scotland median annual salary £40,000 £42,500 £42,500
% change year-on-year -5.88% - +2.41%

Numerate Degree
Job Vacancy Trend in Edinburgh

Job postings citing Numerate Degree as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Numerate Degree in Edinburgh

Numerate Degree
Salary Trend in Edinburgh

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

Salary trend for Numerate Degree in Edinburgh

Numerate Degree
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Numerate Degree in Edinburgh over the 6 months to 18 July 2018.

Salary histogram for Numerate Degree in Edinburgh

For the 6 months to 18 July 2018, IT jobs citing Numerate Degree 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 Numerate Degree.

1 46 (100.00%) Degree
2 43 (93.48%) Software Engineering
2 43 (93.48%) Big Data
3 42 (91.30%) Innovative Thinking
3 42 (91.30%) Robotics
3 42 (91.30%) C++
3 42 (91.30%) Windows
4 39 (84.78%) C#
5 37 (80.43%) Java
6 27 (58.70%) Software Testing
7 26 (56.52%) Git (software)
8 24 (52.17%) Mathematics
8 24 (52.17%) SQL
9 23 (50.00%) Visual Studio
10 22 (47.83%) .NET
11 21 (45.65%) GIS
11 21 (45.65%) SOAP
11 21 (45.65%) Web Services
11 21 (45.65%) Linux
11 21 (45.65%) Swing
11 21 (45.65%) SOA
11 21 (45.65%) Data Mining
11 21 (45.65%) WPF
11 21 (45.65%) Image Processing
11 21 (45.65%) RESTful
11 21 (45.65%) Data Analysis
11 21 (45.65%) NetBeans
11 21 (45.65%) Machine Learning
11 21 (45.65%) OpenCV
11 21 (45.65%) Visualisation

Numerate Degree
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:

Application Platforms
1 2 (4.35%) SAS
2 1 (2.17%) Apache Pig
2 1 (2.17%) Apache Spark
Cloud Services
1 1 (2.17%) Amazon AWS
1 1 (2.17%) Amazon EC2
1 1 (2.17%) Amazon EMR
1 1 (2.17%) Amazon S3
1 1 (2.17%) AWS Data Pipeline
1 1 (2.17%) AWS Lambda
1 1 (2.17%) Serverless
Database & Business Intelligence
1 43 (93.48%) Big Data
2 21 (45.65%) Data Mining
2 21 (45.65%) GIS
3 1 (2.17%) Amazon DynamoDB
3 1 (2.17%) Amazon RDS
3 1 (2.17%) Amazon Redshift
3 1 (2.17%) Apache Hive
3 1 (2.17%) Data Warehouse
3 1 (2.17%) Hadoop
3 1 (2.17%) NoSQL
3 1 (2.17%) Relational Database
3 1 (2.17%) SQL Server
3 1 (2.17%) SQL Server 2008
3 1 (2.17%) SQL Server 2016
3 1 (2.17%) SQL Server Analysis Services
3 1 (2.17%) SQL Server Integration Services
3 1 (2.17%) SQL Server Reporting Services
3 1 (2.17%) Sqoop
3 1 (2.17%) SSDT
Development Applications
1 26 (56.52%) Git (software)
2 23 (50.00%) Visual Studio
3 21 (45.65%) NetBeans
4 1 (2.17%) Ranorex
4 1 (2.17%) Selenium
4 1 (2.17%) SpecFlow
General
1 16 (34.78%) Military
2 2 (4.35%) Finance
Job Titles
1 42 (91.30%) Software Engineer
2 21 (45.65%) C# Software Engineer
2 21 (45.65%) Java Engineer
2 21 (45.65%) Java Software Engineer
3 10 (21.74%) Senior C# Software Engineer
3 10 (21.74%) Senior Java Engineer
3 10 (21.74%) Senior Java Software Engineer
3 10 (21.74%) Senior Software Engineer
4 7 (15.22%) Graduate
5 6 (13.04%) Graduate Software Engineer
5 6 (13.04%) Junior
5 6 (13.04%) Junior Software Engineer
6 3 (6.52%) Graduate Java Engineer
6 3 (6.52%) Graduate Java Software Engineer
6 3 (6.52%) Junior C# Software Engineer
6 3 (6.52%) Junior Java Software Engineer
7 1 (2.17%) Automation Engineer
7 1 (2.17%) Financial Analyst
7 1 (2.17%) Graduate Analyst
7 1 (2.17%) Graduate Risk Analyst
Libraries, Frameworks & Software Standards
1 22 (47.83%) .NET
2 21 (45.65%) Boost C++ Libraries
2 21 (45.65%) OpenCV
2 21 (45.65%) RESTful
2 21 (45.65%) SOAP
2 21 (45.65%) Swing
2 21 (45.65%) Web Services
2 21 (45.65%) WPF
3 5 (10.87%) Elastic Stack
4 1 (2.17%) Gherkin
4 1 (2.17%) Kafka
Miscellaneous
1 42 (91.30%) Robotics
2 21 (45.65%) Algorithms
3 2 (4.35%) Analytical Skills
4 1 (2.17%) Analytical Mindset
4 1 (2.17%) Computer Science
4 1 (2.17%) Credit Risk
4 1 (2.17%) Private Cloud
4 1 (2.17%) Public Cloud
4 1 (2.17%) Virtual Team
Operating Systems
1 42 (91.30%) Windows
2 21 (45.65%) Linux
3 5 (10.87%) Robot Operating System
Processes & Methodologies
1 43 (93.48%) Software Engineering
2 42 (91.30%) Innovative Thinking
3 27 (58.70%) Software Testing
4 24 (52.17%) Mathematics
5 21 (45.65%) Data Analysis
5 21 (45.65%) Deep Learning
5 21 (45.65%) Image Processing
5 21 (45.65%) Machine Learning
5 21 (45.65%) SOA
5 21 (45.65%) Visualisation
6 5 (10.87%) Data Management
6 5 (10.87%) Quantitative Analysis
7 2 (4.35%) Analytics
7 2 (4.35%) Business Intelligence
7 2 (4.35%) ETL
8 1 (2.17%) Data Science
8 1 (2.17%) Functional Testing
8 1 (2.17%) Migration
8 1 (2.17%) Non-Functional Testing
8 1 (2.17%) Scrum
Programming Languages
1 42 (91.30%) C++
2 39 (84.78%) C#
3 37 (80.43%) Java
4 24 (52.17%) SQL
5 1 (2.17%) Python
5 1 (2.17%) R
5 1 (2.17%) Scala
5 1 (2.17%) T-SQL
Qualifications
1 46 (100.00%) Degree
2 1 (2.17%) Computer Science Degree
Quality Assurance & Compliance
1 1 (2.17%) QA
System Software
1 5 (10.87%) Docker
2 1 (2.17%) HDFS
Systems Management
1 1 (2.17%) Oozie
Vendors
1 1 (2.17%) Microsoft