Period
to 15 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mining over the 6 months to 15 October 2018 with a comparison to the same period in the previous 2 years.

Data Mining
Scotland > Edinburgh
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 118 93 111
Rank change year-on-year -25 +18 +23
Permanent jobs citing Data Mining 32 60 27
As % of all permanent IT jobs advertised in Edinburgh 1.27% 2.26% 1.18%
As % of the Database & Business Intelligence category 4.70% 6.55% 4.29%
Number of salaries quoted 33 14 10
Edinburgh median annual salary £35,000 £32,000 £46,250
Median salary % change year-on-year +9.38% -30.81% -9.76%
10th Percentile £28,000 £28,000 £40,875
90th Percentile £42,500 £45,875 £51,250
Scotland median annual salary £35,500 £32,000 £50,000
% change year-on-year +10.94% -36.00% +5.82%

Data Mining is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Permanent vacancies with a requirement for database or business intelligence skills 681 916 629
As % of all permanent IT jobs advertised in Edinburgh 27.08% 34.51% 27.38%
Number of salaries quoted 475 579 421
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £28,000 £27,000 £27,000
90th Percentile £69,500 £65,000 £63,750
Scotland median annual salary £45,000 £41,500 £43,000
% change year-on-year +8.43% -3.49% +7.50%

Data Mining
Job Vacancy Trend in Edinburgh

Job postings citing Data Mining as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Mining in Edinburgh

Data Mining
Salary Trend in Edinburgh

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

Salary trend for Data Mining in Edinburgh

Data Mining
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Mining in Edinburgh over the 6 months to 15 October 2018.

Salary histogram for Data Mining in Edinburgh

For the 6 months to 15 October 2018, IT jobs citing Data Mining 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 Data Mining.

1 30 (93.75%) Software Engineering
1 30 (93.75%) Mathematics
1 30 (93.75%) Machine Learning
2 29 (90.63%) Big Data
2 29 (90.63%) Data Analysis
2 29 (90.63%) Degree
2 29 (90.63%) Java
2 29 (90.63%) Linux
2 29 (90.63%) Deep Learning
2 29 (90.63%) Numerate Degree
3 28 (87.50%) OpenCV
3 28 (87.50%) Innovative Thinking
3 28 (87.50%) Algorithms
3 28 (87.50%) C#
3 28 (87.50%) C++
3 28 (87.50%) Web Services
3 28 (87.50%) Windows
3 28 (87.50%) Military
3 28 (87.50%) Image Processing
3 28 (87.50%) Boost C++ Libraries
3 28 (87.50%) Robotics
4 4 (12.50%) Business Intelligence
4 4 (12.50%) Analytics
5 3 (9.38%) R
5 3 (9.38%) SQL
5 3 (9.38%) Data Science
5 3 (9.38%) Data Analytics
6 2 (6.25%) NoSQL
6 2 (6.25%) Mentoring
6 2 (6.25%) Python

Data Mining
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 1 (3.13%) Apache
1 1 (3.13%) Apache Pig
1 1 (3.13%) Apache Spark
Cloud Services
1 1 (3.13%) Amazon AWS
1 1 (3.13%) Amazon EC2
1 1 (3.13%) Amazon EMR
1 1 (3.13%) Amazon S3
1 1 (3.13%) AWS Lambda
1 1 (3.13%) Google Cloud Platform
1 1 (3.13%) Serverless
Database & Business Intelligence
1 29 (90.63%) Big Data
2 2 (6.25%) NoSQL
3 1 (3.13%) Amazon DynamoDB
3 1 (3.13%) Amazon RDS
3 1 (3.13%) Amazon Redshift
3 1 (3.13%) Apache Kudu
3 1 (3.13%) BigQuery
3 1 (3.13%) Data Lake
3 1 (3.13%) Data Warehouse
3 1 (3.13%) HBase
3 1 (3.13%) Impala
3 1 (3.13%) Power BI
3 1 (3.13%) Presto
3 1 (3.13%) QlikView
3 1 (3.13%) Relational Database
3 1 (3.13%) SQL Server
3 1 (3.13%) SQL Server Analysis Services
3 1 (3.13%) SQL Server Integration Services
3 1 (3.13%) SQL Server Reporting Services
3 1 (3.13%) Sqoop
General
1 28 (87.50%) Military
2 1 (3.13%) Finance
Job Titles
1 28 (87.50%) Software Engineer
2 9 (28.13%) Graduate
2 9 (28.13%) Graduate Software Engineer
2 9 (28.13%) Junior
2 9 (28.13%) Junior Software Engineer
3 2 (6.25%) Consultant
3 2 (6.25%) Data Scientist
4 1 (3.13%) Analytics Consultant
4 1 (3.13%) AWS Consultant
4 1 (3.13%) Big Data Consultant
4 1 (3.13%) Data Consultant
4 1 (3.13%) Senior Consultant
4 1 (3.13%) Senior Data Scientist
4 1 (3.13%) Solutions Consultant
Libraries, Frameworks & Software Standards
1 28 (87.50%) Boost C++ Libraries
1 28 (87.50%) OpenCV
1 28 (87.50%) Web Services
2 2 (6.25%) Natural Language Processing
3 1 (3.13%) Kafka
Miscellaneous
1 28 (87.50%) Algorithms
1 28 (87.50%) Robotics
2 1 (3.13%) Analytical Skills
2 1 (3.13%) Computer Science
2 1 (3.13%) Fintech
2 1 (3.13%) Self-Motivation
Operating Systems
1 29 (90.63%) Linux
2 28 (87.50%) Windows
Processes & Methodologies
1 30 (93.75%) Machine Learning
1 30 (93.75%) Mathematics
1 30 (93.75%) Software Engineering
2 29 (90.63%) Data Analysis
2 29 (90.63%) Deep Learning
3 28 (87.50%) Image Processing
3 28 (87.50%) Innovative Thinking
4 4 (12.50%) Analytics
4 4 (12.50%) Business Intelligence
5 3 (9.38%) Data Analytics
5 3 (9.38%) Data Science
6 2 (6.25%) Mentoring
6 2 (6.25%) Physics
6 2 (6.25%) Statistics
6 2 (6.25%) Visualisation
7 1 (3.13%) Chemistry
7 1 (3.13%) Data Architecture
7 1 (3.13%) Economics
7 1 (3.13%) Predictive Analytics
7 1 (3.13%) Unit Testing
Programming Languages
1 29 (90.63%) Java
2 28 (87.50%) C#
2 28 (87.50%) C++
3 3 (9.38%) R
3 3 (9.38%) SQL
4 2 (6.25%) Python
5 1 (3.13%) Scala
Qualifications
1 29 (90.63%) Degree
1 29 (90.63%) Numerate Degree
2 1 (3.13%) PhD
System Software
1 1 (3.13%) Docker
1 1 (3.13%) HDFS
Systems Management
1 1 (3.13%) Kubernetes
1 1 (3.13%) Oozie
Vendors
1 2 (6.25%) Tableau
2 1 (3.13%) Cloudera
2 1 (3.13%) Google
2 1 (3.13%) Microsoft
2 1 (3.13%) Oracle
2 1 (3.13%) SAP