The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Statistical Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistical Analysis over the 3 months to 29 June 2017 with a comparison to the same period in the previous 2 years.

Statistical Analysis
Scotland > Edinburgh
3 months to
29 Jun 2017
Same period 2016 Same period 2015
Rank 88 90 93
Rank change year-on-year +2 +3  
Permanent jobs citing Statistical Analysis 12 1 4
As % of all permanent IT jobs advertised in Edinburgh 0.95% 0.084% 0.28%
As % of the Processes & Methodologies category 1.03% 0.091% 0.32%
Number of salaries quoted 5 0 2
Edinburgh median annual salary £27,000 - £35,000
Scotland median annual salary £27,000 - £35,000

Statistical Analysis is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1162 1094 1267
As % of all permanent IT job vacancies advertised in Edinburgh 92.00% 91.62% 89.86%
Number of salaries quoted 2793 2768 3372
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,750 £26,250 £30,000
90th Percentile £73,750 £62,500 £71,250
Scotland median annual salary £45,000 £45,000 £43,913
% change year-on-year - +2.47%  

Statistical Analysis
Job Vacancy Trend in Edinburgh

Job postings citing Statistical Analysis as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Statistical Analysis in Edinburgh

Statistical Analysis
Salary Trend in Edinburgh

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

Salary trend for Statistical Analysis in Edinburgh

Statistical Analysis
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Statistical Analysis in Edinburgh over the 3 months to 29 June 2017.

Salary histogram for Statistical Analysis in Edinburgh

For the 6 months to 29 June 2017, IT jobs citing Statistical Analysis 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 Edinburgh region with a requirement for Statistical Analysis.

1 11 (73.33%) Degree
2 8 (53.33%) Machine Learning
2 8 (53.33%) SQL
2 8 (53.33%) Python
2 8 (53.33%) Finance
3 7 (46.67%) PostgreSQL
3 7 (46.67%) Analytical Skills
3 7 (46.67%) Mathematics
3 7 (46.67%) Statistics
4 6 (40.00%) Apache Spark
4 6 (40.00%) Agile Software Development
5 5 (33.33%) Data Warehouse
5 5 (33.33%) ETL
5 5 (33.33%) SAS
5 5 (33.33%) MLlib
5 5 (33.33%) MongoDB
5 5 (33.33%) Tableau
5 5 (33.33%) Operations Research
5 5 (33.33%) Applied Mathematics
5 5 (33.33%) Visualisation
5 5 (33.33%) SciPy
5 5 (33.33%) NumPy
5 5 (33.33%) Prototyping
6 4 (26.67%) Data Analysis
6 4 (26.67%) R
7 3 (20.00%) Data Governance
7 3 (20.00%) Demand Management
7 3 (20.00%) Analytics
7 3 (20.00%) Time Management
7 3 (20.00%) Microsoft

Statistical Analysis
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 6 (40.00%) Apache Spark
2 5 (33.33%) SAS
3 3 (20.00%) SharePoint
4 2 (13.33%) ArcGIS
5 1 (6.67%) Apache Pig
Applications
1 3 (20.00%) Microsoft Excel
1 3 (20.00%) Microsoft Office
2 2 (13.33%) SPSS
Database & Business Intelligence
1 7 (46.67%) PostgreSQL
2 5 (33.33%) Data Warehouse
2 5 (33.33%) MongoDB
3 2 (13.33%) GIS
3 2 (13.33%) MySQL
3 2 (13.33%) QGIS
3 2 (13.33%) QlikView
3 2 (13.33%) Spotfire
4 1 (6.67%) Apache Hive
4 1 (6.67%) Hadoop
General
1 8 (53.33%) Finance
2 1 (6.67%) Retail
Job Titles
1 8 (53.33%) Analyst
2 6 (40.00%) Data Scientist
3 5 (33.33%) Data Analyst
4 2 (13.33%) Data Engineer
4 2 (13.33%) GIS Analyst
4 2 (13.33%) GIS Data Analyst
5 1 (6.67%) Business Intelligence Analyst
5 1 (6.67%) Business Intelligence Lead
5 1 (6.67%) Data Analytics Specialist
5 1 (6.67%) Risk Analyst
5 1 (6.67%) Senior Analyst
5 1 (6.67%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 5 (33.33%) MLlib
1 5 (33.33%) NumPy
1 5 (33.33%) SciPy
2 2 (13.33%) Google Maps API
Miscellaneous
1 7 (46.67%) Analytical Skills
2 3 (20.00%) Management Information System
3 2 (13.33%) Algorithms
Processes & Methodologies
1 8 (53.33%) Machine Learning
2 7 (46.67%) Mathematics
2 7 (46.67%) Statistics
3 6 (40.00%) Agile Software Development
4 5 (33.33%) Applied Mathematics
4 5 (33.33%) ETL
4 5 (33.33%) Operations Research
4 5 (33.33%) Prototyping
4 5 (33.33%) Visualisation
5 4 (26.67%) Data Analysis
6 3 (20.00%) Analytics
6 3 (20.00%) Data Governance
6 3 (20.00%) Data Transformation
6 3 (20.00%) Demand Management
6 3 (20.00%) Service Delivery
6 3 (20.00%) Stakeholder Management
6 3 (20.00%) Time Management
6 3 (20.00%) Validation
7 2 (13.33%) Data Cleansing
7 2 (13.33%) Data Management
Programming Languages
1 8 (53.33%) Python
1 8 (53.33%) SQL
2 4 (26.67%) R
3 3 (20.00%) VBA
4 2 (13.33%) C++
4 2 (13.33%) Java
4 2 (13.33%) MATLAB
4 2 (13.33%) Perl
4 2 (13.33%) PHP
Qualifications
1 11 (73.33%) Degree
2 2 (13.33%) Numerate Degree
Vendors
1 5 (33.33%) Tableau
2 3 (20.00%) Microsoft
2 3 (20.00%) Minitab
3 2 (13.33%) Google
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 16 days ago
Edinburgh
Churchill Frank
Salary: £55000 - £65000 per annum + Benefits
Posted: 19 days ago